\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-25<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-25<\/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\/LICQ5AAJADF7J6\" class=\"app-title\">Agentplace AI Agents<\/a><\/p>\n<div class=\"one-liner\">Create specialized AI agents for real tasks and workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">506<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentplace AI Agents \u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u6784\u5efa\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u5feb\u901f\u521b\u5efa\u3001\u90e8\u7f72\u5e76\u8fed\u4ee3\u4e13\u7528\u4e8e\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\uff08\u5982\u9500\u552e\u7ebf\u7d22\u5206\u53d1\u3001\u6587\u6863\u5206\u6790\u3001\u65e5\u7a0b\u5b89\u6392\uff09\u7684AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u81ea\u52a8\u5316\u590d\u6742\u3001\u91cd\u590d\u6027\u4efb\u52a1\u65f6\u9762\u4e34\u7684\u9ad8\u5f00\u53d1\u95e8\u69db\u548c\u8fed\u4ee3\u7f13\u6162\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\/d2b2cfaf-8876-47a3-a0c4-ffc00d109b0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b76431b-f307-44e0-8c26-319277d1d04c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d0f52b9-c7b3-4316-af55-5811d4a85cc3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c92f2d0-57f8-401f-bfc9-b2c3f65ac5f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d4995e4-0209-440f-821d-2982548b8436.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\/69bec4e5-70a6-4d96-95d4-49e86bf71d72.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ig6N0MfEWj8\"><source src=\"https:\/\/youtu.be\/ig6N0MfEWj8\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u961f\u53cb<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4ea7\u54c1\u5b9a\u4f4d\u4ece\u201c\u5efa\u7ad9\u201d\u8f6c\u5411\u201c\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u201d\u662f\u6df1\u523b\u6d1e\u5bdf\uff0c\u7f16\u8f91\u4e0e\u5feb\u901f\u91cd\u53d1\u5e03\u6a21\u5f0f\u53d7\u597d\u8bc4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u56e2\u961f\u534f\u4f5c\u7ba1\u7406\u529f\u80fd\uff08\u5982\u591a\u7528\u6237\u5171\u7ba1\uff09\u7684\u7f3a\u5931\u3001\u975e\u6280\u672f\u7528\u6237\u7684\u5b66\u4e60\u66f2\u7ebf\uff0c\u4ee5\u53ca\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u7684\u53ef\u4fe1\u5ea6\u4e0e\u53ef\u89c1\u6027\u3002\u5f00\u53d1\u8005\u5219\u5173\u6ce8\u4e0e\u73b0\u6709\u7cfb\u7edf\u7684\u96c6\u6210\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentplace AI Agents \u7684\u53d1\u5e03\uff0c\u6298\u5c04\u51faAI\u5e94\u7528\u6b63\u4ece\u201c\u73a9\u5177\u201d\u8fc8\u5411\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u8f6c\u6298\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u51fa\u4e86\u5168\u65b0\u7684\u201c\u667a\u80fd\u4f53\u201d\u6982\u5ff5\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u547d\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1aAI\u843d\u5730\u7684\u4e24\u5927\u6b7b\u7a74\uff1a\u6784\u5efa\u6210\u672c\u4e0e\u8fed\u4ee3\u901f\u5ea6\u3002\u901a\u8fc7\u201c\u751f\u6210\u5f0fUI\u201d\u3001\u201cWork\/Edit\u6a21\u5f0f\u5207\u6362\u201d\u548c\u201c\u5206\u949f\u7ea7\u91cd\u53d1\u5e03\u201d\u7b49\u8bbe\u8ba1\uff0c\u5b83\u5c06\u667a\u80fd\u4f53\u4ece\u4e00\u6b21\u6027\u7684\u3001\u9ed1\u76d2\u5f0f\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u4ea7\u7269\uff0c\u8f6c\u53d8\u4e3a\u4e86\u4e00\u4e2a\u53ef\u6301\u7eed\u8fd0\u7ef4\u3001\u5feb\u901f\u8c03\u4f18\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u9879\u76ee\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u654f\u6377\u5f00\u53d1\u201d\u65b9\u6cd5\u8bba\uff0c\u53ea\u4e0d\u8fc7\u5bf9\u8c61\u4ece\u4ee3\u7801\u53d8\u6210\u4e86AI\u884c\u4e3a\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u56e2\u961f\u7ba1\u7406\u201d\u7f3a\u5931\u95ee\u9898\uff0c\u63ed\u793a\u4e86\u5176\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u56e2\u961f\u534f\u4f5c\u5e73\u53f0\u3002\u5f53\u591a\u4e2a\u667a\u80fd\u4f53\u4ecb\u5165\u540c\u4e00\u5de5\u4f5c\u6d41\u65f6\uff0c\u6743\u9650\u3001\u5ba1\u8ba1\u4e0e\u8d23\u4efb\u5f52\u5c5e\u7684\u590d\u6742\u6027\u5c06\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u4ee3\u7801\u201d\u4e0e\u201c\u6df1\u5ea6\u96c6\u6210\u201d\u4e4b\u95f4\u5b58\u5728\u5185\u5728\u5f20\u529b\u3002\u867d\u7136\u901a\u8fc7MCP\u548cAPI\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\uff0c\u4f46\u82e5\u8981\u5b9e\u73b0\u4e0e\u73b0\u6709\u5de5\u5177\u94fe\u7684\u6df1\u5ea6\u3001\u7a33\u5b9a\u96c6\u6210\uff0c\u5e76\u8ba9\u667a\u80fd\u4f53\u505a\u51fa\u53ef\u9760\u51b3\u7b56\uff0c\u5fc5\u7136\u6d89\u53ca\u590d\u6742\u7684\u6d41\u7a0b\u91cd\u6784\u4e0e\u9886\u57df\u77e5\u8bc6\u704c\u8f93\uff0c\u8fd9\u7edd\u975e\u201c\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201d\u5373\u53ef\u8f7b\u677e\u5b8c\u6210\u3002\u6700\u540e\uff0c\u5176\u613f\u666f\u4e2d\u201c\u4eba\u7c7b\u51b3\u7b56\u3001AI\u6267\u884c\u201d\u7684\u4e4c\u6258\u90a6\uff0c\u5ffd\u7565\u4e86\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u5927\u91cf\u6a21\u7cca\u3001\u9700\u8981\u6c9f\u901a\u4e0e\u59a5\u534f\u7684\u7070\u8272\u5730\u5e26\u3002\u667a\u80fd\u4f53\u76ee\u524d\u64c5\u957f\u7684\u662f\u89c4\u5219\u660e\u786e\u7684\u201c\u6267\u884c\u201d\uff0c\u800c\u975e\u9700\u8981\u60c5\u5883\u7406\u89e3\u7684\u201c\u534f\u4f5c\u201d\u3002Agentplace\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u8ba9\u667a\u80fd\u4f53\u53d8\u5f97\u66f4\u5f3a\u5927\u7684\u540c\u65f6\uff0c\u4e0d\u8ba9\u4eba\u7c7b\u7528\u6237\u6ca6\u4e3a\u6d41\u7a0b\u7684\u201c\u76d1\u5de5\u201d\u4e0e\u201c\u7ea0\u9519\u5458\u201d\uff0c\u800c\u662f\u5b9e\u73b0\u771f\u6b63\u7684\u80fd\u529b\u589e\u5f3a\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u5b83\u81f3\u5c11\u627e\u5230\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u8d77\u70b9\uff1a\u5feb\u901f\u8fed\u4ee3\uff0c\u8ba9\u5e02\u573a\u548c\u4f7f\u7528\u8005\u6765\u5851\u9020\u8fdb\u5316\u65b9\u5411\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\">Agentplace AI Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Start with ready agents for common workflows or create your own in minutes. Agentplace lets you build specialized agents for tasks like lead routing, research, document analysis, scheduling, and internal support. Use them yourself, share them with your team, or connect them to the tools you already use. Agentplace handles the infrastructure so you can focus on the workflow.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We started as a builder for AI websites. Good product. But the more we talked to users, the more we realized they didn’t want better websites, they wanted better <em>work<\/em>. So we went bigger.<\/p>\n<\/p>\n<p>Agentplace lets you create specialized AI agents for real tasks and workflows. Think AI teammates that actually help you get things done. Generative UI, voice, browser memory, agents that adapt to each user over time. A unified workspace where you can switch between agents and get real work done.<\/p>\n<\/p>\n<p>And we built around one core insight: the trick isn\u2019t \u201cbuild the perfect agent.\u201d It\u2019s to ship, use, fix, and repeat fast. <\/p>\n<\/p>\n<p>Work mode gets your agent running. Edit mode brings you back the moment something breaks or a better model drops. Republish in minutes.<\/p>\n<\/p>\n<p>We’re genuinely excited to hear what works, what breaks, and what we should build next. Every comment here shapes the product.<\/p>\n<\/p>\n<p>Looking ahead, we\u2019re doubling down on this idea of AI teammates.<\/p>\n<p>We think the future isn\u2019t just better agents, but a shared workspace where agents and people work together. <\/p>\n<\/p>\n<p>Agents will handle more work end-to-end, talk to each other, and run tasks autonomously. People stay in the loop, see what\u2019s happening, and step in where judgment matters.<\/p>\n<\/p>\n<p>Over time, this becomes a new kind of work environment, where humans focus on decisions, and agents handle execution. That\u2019s the direction we\u2019re building toward.<\/p>\n<\/p>\n<p>What’s the first agent you’d build?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>49<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> I’m testing brief builder agent now, looks like it can save much time in client briefing, fits great in my selling process<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/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\/@vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> The shift from “better websites” to “better work” is a strong insight because that is where a lot of AI products are actually heading now. I also like that you are leaning into fast iteration instead of pretending agents will work perfectly out of the box.<\/p>\n<p>The edit mode and republish flow sounds especially useful. How are teams handling trust and visibility when multiple agents are running across real 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> Nice direction! I\u2019d probably start with something simple, an agent that handles routine stuff like collecting info, summarizing it, and organizing tasks (basically saving me from constant context switching)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 with a new launch <a href=\"https:\/\/www.producthunt.com\/@polina_semina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"polina_semina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polina_semina<\/a> <a href=\"https:\/\/www.producthunt.com\/@vlad_yanch\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> <br \/>This is cool bc it feels closer to how adoption actually works inside companies. Does one person usually own an agent or can a few people manage it together? That part matters a lot for teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polina_semina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polina_semina<\/a> <a href=\"https:\/\/www.producthunt.com\/@vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> <\/p>\n<p>No team management yet, one person owns each agent right now. We do have remix concept though, which helps with this. Someone builds an agent, publishes it, turns on “allow remix”. They share a link, anyone who opens it gets their own copy of agent. They change whatever they want from there. It’s not shared ownership but if someone on your team figures out a good workflow. You can also publish an agent with restricted access, so only specific people or your company’s email domain can use it. That way you share the agent itself, not just the template.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/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\/@vlad_yanch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_yanch<\/a> <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 keep seeing agent products but most of them still feel kinda abstract.<br \/>This one feels more grounded tho<br \/>Is there still a learning curve for non technical people, or is setup actually lightweight?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> We spent a lot of time trying not to invent new stuff to learn. There are a few things you’ll need to pick up but they’re the same in any agent tool, like skills (what your agent can do) and MCP (what agent can do and how it connects to other services ). After that you’re mostly just telling it what you want in plain words. <\/p>\n<p>You build it, hit publish, pick who can see it, and it’s live on its own URL, so I would say it’s pretty lightweight<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> That was a big goal for us, make setup feel more like describing what you want than learning a whole new system<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> we will make it even easier soon! keep tuned<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>how do you see your main audience at this stage? more developers building custom workflows, or non-technical users exploring agents for the first time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> Thanks! Honestly, both. Non-technical users can build fully functional agents just through chat, no code required. But developers will find a lot to love here too: full code access, custom integrations and MCP tools support. It just makes the whole process way faster. What used to take days now takes minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/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\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> Thank you for your support Julia!<\/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! Agents instruct agents\u2026 Does you tool work over a codebase to tailor an agent for it? Asking because generic agent instructions is something I believe Claude itself can generate, wondering how it works in your product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Great question! Yes, our Builder agent works directly with the agent’s codebase. It reads files, edits code, runs commands, checks logs, even takes screenshots of the running preview to verify things look right. So it’s not just generating a prompt and hoping for the best. It’s iteratively building and refining a full working app with UI, tools, server logic, the whole thing. Think of it more like an AI developer pair-programming your agent into existence, not a prompt generator.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Thanks! Not just generic instructions, the idea is to shape agents around real workflows, tools, and context. So yes, you can tailor them much more specifically than a one-off prompt generated by a model.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> the magic is in the SKILLS set<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! Polina here, I run operations at Agentplace.<\/p>\n<p>I\u2019ve been actively using our agents for day-to-day tasks, and it\u2019s been a huge help with routine work.<\/p>\n<p>Would love to hear your feedback if you get a chance to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi all, CTO of Agentplace here, feel free to ask me anything. And would really appreciate your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Boris, AI Engineer and one of the makers behind Agentplace. Super excited to finally share what we’ve been building. Happy to answer any questions about the product, the tech under the hood, or anything else – just drop a comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaysinb\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kaysinb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaysinb<\/a> Boris is really deep into agent workflows, turning ideas from research papers into reality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It\u2019s been 4 hours since launch, thank you all so much for the support!<\/p>\n<p> Me and the team are always open to comments, feedback, and ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! I’m Andrei, founding engineer at Agentplace.<\/p>\n<p>Excited for launch day! If you need help with anything or have feedback – just drop a comment. I’m here! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks genuinely useful. Can you build something really specific for one role, like recruiting or sales ops?<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Yes, absolutely, that\u2019s actually one of the main ideas. You can build something very specific for a role like recruiting or sales ops.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> yes, and it works best if you tune it to a specific role, it is still not AGI though \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch, <a href=\"https:\/\/www.producthunt.com\/@systerr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"systerr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@systerr<\/a> . Looking forward to playing around with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@systerr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@systerr<\/a> <a href=\"https:\/\/www.producthunt.com\/@tim_ep1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_ep1<\/a> Thank you so much, would love to hear what you think once you\u2019ve had a chance to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_ep1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_ep1<\/a> Thank you. Hope you will enjoy it! Feel free to reach us on any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can Agentplace plug into existing pipelines without restructuring, or do teams inevitably have to adapt their stack?<\/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\/@athsara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@athsara<\/a> Agentplace can plug in natively, so no need to adapt. That being said, AI is a different animal, and we found that to use it to its full power, the process should be different and in many cases simplified.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@athsara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@athsara<\/a> Each agent is also an MCP server so you can just make a small one that does one thing and plug it into what you already have. Or if MCP doesn’t fit you can add custom API endpoints since it’s a full Node.js app under the hood. Either way you don’t need to rebuild 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! its very nice to have a free plan so that the people can actually try the product before purchasing it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elv1s42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elv1s42<\/a> Thanks a lot we felt it was important that people can actually try it before committing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! The tool is easy to use and launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mssulthan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mssulthan<\/a> Thanks a lot! Really happy to hear it feels easy to use and launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch! Feels like real AI teammates, not just another agent toy<\/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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thank you, that means a lot. That\u2019s exactly the direction we\u2019re aiming for: agents that actually help with real work, not just something fun to try once.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> That\u2019s our goal. It becomes super easy to use if you can interact with it in the same way you interact with humans. And you can expect the same things, plus more: 24\/7 work, bigger short term memory, and no fatigue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 that this is built around workflows and not just ‘we have AI now.’ Quick question: how easy is it for an ops person to pick this up without looping in engineering every time? That’s usually where these things break down.<\/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\/@shalini_umrao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalini_umrao<\/a> Thank you for bringing this up. That’s actually who we built this for. The whole point is that an ops person can build and update agents on their own. There’s no code to write, you describe what you want the agent to do in plain text, test it in the same window, and hit publish. If something needs fixing you just open the editor, change the prompt, test, publish again. No pull requests, no deploys, no waiting for engineering<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shalini_umrao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalini_umrao<\/a> Exactly. If every small change needs engineering, adoption usually stalls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! What happens when a model gets updated or replaced? How much work is it to re-test and adjust an existing agent?<\/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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thanks! Good question. On our side, we have internal benchmarks for the Builder agent, so when a new model drops we can test and adapt pretty quickly, usually a day or two. As for the agents users have already built, we don’t remove access to older models, so everything keeps working as before. If a user wants to switch to a newer model, we’d recommend testing it on their end to make sure things behave as expected. But nothing breaks automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a>, adding to Boris’s comment, you can connect any eval tool to enable a controlled change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there!<\/p>\n<p>2 hours in, and we\u2019ve already collected a lot of valuable feedback for improving the product. Thank you all so much for the support. If you have thoughts to share, we\u2019d love to hear them. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Wishing you lots of traction on Product Hunt and beyond. Excited to see where you take this!<\/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\/@timte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timte<\/a> Thank you so much, really appreciate it! Excited to see where we can take it too \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>Congratulations <\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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! Pivoting away from something that was already working takes guts! respect for that.<\/p>\n<p>Curious: what’s the wildest agent someone’s built since you made the shift?<\/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\/@jean_bonnenfant2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_bonnenfant2<\/a> Thank you! I know I know I’m biased but my favorite one was a Christmas agent with ElevenLabs voice that we made in team internally. You pick a character like Grumpy Santa or Hip Hop Elf, it talks to you in real time, roasts you a little, and makes a personalized postcard you can send to friends \ud83d\ude42<\/p>\n<\/p>\n<p>For more serious stuff, there’s a competitor researcher agent that goes out, gathers intel on your competitors and comes back with a positioning brief ready to use<\/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 few hours left until the end of our launch, and we\u2019re currently #1.<\/p>\n<p>If you\u2019d like to support us, we\u2019d really appreciate it.<\/p>\n<\/p>\n<p>Thank you so much for being with us today! ^-^<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>i can actually imagine using this for repetitive ops work or routing stuff internally. finally something i can picture in a real workflow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> thank you, i’m using it every day, if you need any help setting it up, lmk <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> Love hearing that, that\u2019s exactly the kind of workflow we had in mind. Repetitive ops work and internal routing feel like a very natural fit for 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the pivot from website builder to agent workspace!! The work mode \/ edit mode loop is such a smart pattern. We’ve been building AI into our recruiting workflows and the hardest part is exactly what you described: agents break on real edge cases, not the happy path. Excited to see where this goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> Thank you so much, this really resonates. That\u2019s exactly the pain we kept seeing too: things look great on the happy path, then real edge cases show up fast. That\u2019s a big reason we leaned so much into the work\/edit loop.<\/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>this is so cool, Vlad. why do you think agents need UI? why not to use claude code in terminal? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@a_6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@a_6<\/a> I think \u201ccomputers\u201d will adapt to us. They\u2019ll use whatever modality feels most natural, including adjusting within those modalities. In other words, if it\u2019s easier for us to see a graph instead of code, AI will show us a graph.<\/p>\n<\/p>\n<p>To make this more obvious, just look at the GUI. It was a revolution when it replaced command-line interfaces.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Love that you pivoted from websites to workflows based on what users actually wanted. That’s how it should be done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> Thank you! Seemed like an obvious choice for us \ud83d\ude42 What’s interesting is that agentic websites are really just one narrow use case. A website waits for someone to visit and then responds, but agents can do a lot more than that. Once we saw that, building only websites felt like using 10% of what agents can actually do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> Thank you so much, that really means a lot. We learned a lot from how people were actually using it, so following that signal felt like the right move.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> that was a hard pivot tbh \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 a 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\/@rimash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rimash<\/a> Thank you for your support, Uladzislau!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rimash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rimash<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using AngetPlace for a while now – awesome product! Saved so much of my 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\/@sergeyone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeyone<\/a> Thank you, really means a lot. So glad to hear Agentplace has been saving you time. <\/p>\n<p>What have you been using it for most so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the #1 spot, Vlad & team! \ud83d\ude80<\/p>\n<\/p>\n<p>Just a heads up ,the mobile site is still hitting a Connection Timeout for users in my region. I’m a QA Tester and I’ve been monitoring the uptime.<\/p>\n<\/p>\n<p>Once you’re back up, I’d love to run a quick Stability Audit to make sure the surge didn’t break your onboarding flow. Rooting for you guys to get back online!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Thank you so much, really appreciate you flagging this and keeping an eye on it.<\/p>\n<p> We\u2019re checking it now, and would love your feedback once everything is stable again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RJLK2YR4XIFPRO\" class=\"app-title\">Auto Mode by Claude Code<\/a><\/p>\n<div class=\"one-liner\">Let Claude make permission decisions on your behalf<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">432<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Code\u7684\u201c\u81ea\u52a8\u6a21\u5f0f\u201d\u5141\u8bb8AI\u5728\u83b7\u5f97\u6388\u6743\u540e\uff0c\u81ea\u52a8\u6267\u884c\u5b89\u5168\u7684\u6587\u4ef6\u5199\u5165\u548cbash\u547d\u4ee4\uff0c\u4e3a\u5f00\u53d1\u8005\u5728\u81ea\u52a8\u5316\u811a\u672c\u3001\u62a5\u544a\u7b49\u91cd\u590d\u6027\u4efb\u52a1\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u9891\u7e41\u624b\u52a8\u6279\u51c6\u3001\u5de5\u4f5c\u6d41\u4e2d\u65ad\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\/cb5fa61b-ea34-472e-ae3b-b31a4f2ae236.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\/d7091566-e3f1-4102-acb3-460a96d4f2c2.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\/2c60fe20-8ad4-47ba-a9d1-f50d2d79cc83.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\">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\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5206\u7c7b\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Agentic AI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u81ea\u52a8\u6a21\u5f0f\u51cf\u5c11\u4e86\u9891\u7e41\u70b9\u51fb\u6279\u51c6\u7684\u5e72\u6270\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u62c5\u5fe7\u96c6\u4e2d\u5728\uff1a\u5bf9\u201c\u7070\u8272\u5730\u5e26\u201d\u6216\u9ad8\u98ce\u9669\u64cd\u4f5c\uff0c\u5206\u7c7b\u5668\u4ec5\u7b80\u5355\u201c\u963b\u6b62\u201d\u53ef\u80fd\u9020\u6210\u66f4\u5dee\u7684\u4e2d\u65ad\uff1b\u5e0c\u671b\u6709\u201c\u6267\u884c\u4f46\u6807\u8bb0\u5ba1\u67e5\u201d\u7684\u4e2d\u95f4\u72b6\u6001\uff1b\u5173\u6ce8\u5206\u7c7b\u5668\u7684\u8bad\u7ec3\u673a\u5236\u3001\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u53ca\u968f\u7528\u6237\u4f7f\u7528\u6a21\u5f0f\u7684\u6f14\u8fdb\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 Auto Mode\u8868\u9762\u4e0a\u89e3\u51b3\u7684\u662f\u201c\u8bb8\u53ef\u75b2\u52b3\u201d\uff0c\u4f46\u5176\u771f\u6b63\u89e6\u53ca\u7684\uff0c\u662fAI\u4ece\u201c\u987e\u95ee\u201d\u8fc8\u5411\u201c\u6267\u884c\u8005\u201d\u8fdb\u7a0b\u4e2d\u6700\u4e3a\u5173\u952e\u7684\u4fe1\u4efb\u4e0e\u5b89\u5168\u9600\u95e8\u3002\u4ea7\u54c1\u901a\u8fc7\u4e00\u4e2a\u5b89\u5168\u5206\u7c7b\u5668\u6784\u5efa\u4e86\u521d\u7ea7\u7684\u4eba\u673a\u4fe1\u4efb\u534f\u8bae\uff0c\u5c06\u5927\u91cf\u663e\u800c\u6613\u89c1\u7684\u201c\u5b89\u5168\u64cd\u4f5c\u201d\u81ea\u52a8\u5316\uff0c\u8fd9\u786e\u5b9e\u80fd\u663e\u8457\u63d0\u5347\u5f00\u53d1\u6d41\u66a2\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u201c\u975e\u9ed1\u5373\u767d\u201d\uff08\u5b89\u5168\u5219\u81ea\u52a8\u6267\u884c\uff0c\u98ce\u9669\u5219\u76f4\u63a5\u963b\u6b62\uff09\u7684\u4e8c\u5206\u903b\u8f91\uff0c\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u901a\u7528\u89e3\u51b3\u65b9\u6848\u7684\u5c40\u9650\u6027\u3002\u8d44\u6df1\u7528\u6237\u5c16\u9510\u6307\u51fa\uff0c\u771f\u6b63\u7684\u75db\u70b9\u5e76\u975e\u536090%\u7684\u5e38\u89c4\u64cd\u4f5c\uff0c\u800c\u662f\u90a310%\u9700\u8981\u7ed3\u5408\u5177\u4f53\u9879\u76ee\u4e0a\u4e0b\u6587\u8fdb\u884c\u590d\u6742\u5224\u65ad\u7684\u201c\u7070\u8272\u64cd\u4f5c\u201d\u3002\u7b80\u5355\u7684\u963b\u6b62\u53ef\u80fd\u8feb\u4f7f\u5f00\u53d1\u8005\u8fdb\u884c\u66f4\u8d39\u529b\u7684\u4e0a\u4e0b\u6587\u91cd\u5efa\u4e0e\u95ee\u9898\u8bca\u65ad\uff0c\u5f62\u6210\u66f4\u6076\u52a3\u7684\u4e2d\u65ad\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u5728\u8ffd\u6c42\u6548\u7387\u7684\u81ea\u52a8\u5316\u4e0e\u786e\u4fdd\u53ef\u63a7\u6027\u7684\u5b89\u5168\u5ba1\u67e5\u4e4b\u95f4\uff0c\u5b58\u5728\u4e00\u4e2a\u9700\u8981\u52a8\u6001\u5e73\u8861\u7684\u201c\u6a21\u7cca\u5730\u5e26\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u4ef7\u503c\uff0c\u4e0d\u53d6\u51b3\u4e8e\u81ea\u52a8\u5316\u4e86\u591a\u5c11\u64cd\u4f5c\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5206\u7c7b\u5668\u80fd\u5426\u8fdb\u5316\u6210\u4e00\u4e2a\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684\u201c\u526f\u9a7e\u9a76\u201d\u3002\u5b83\u9700\u8981\u7406\u89e3\u4ee3\u7801\u5e93\u7684\u7279\u5b9a\u6a21\u5f0f\u3001\u7528\u6237\u7684\u4e2a\u4eba\u98ce\u9669\u504f\u597d\uff0c\u5e76\u80fd\u5bf9\u6f5c\u5728\u98ce\u9669\u64cd\u4f5c\u63d0\u4f9b\u89e3\u91ca\u6027\u6807\u6ce8\uff0c\u800c\u975e\u7c97\u66b4\u963b\u65ad\u3002\u7406\u60f3\u72b6\u6001\u5e94\u662f\u5efa\u7acb\u4e00\u79cd\u6e10\u8fdb\u5f0f\u4fe1\u4efb\u6a21\u578b\uff0c\u57fa\u4e8e\u957f\u671f\u3001\u4e00\u81f4\u7684\u826f\u597d\u884c\u4e3a\u8bb0\u5f55\u52a8\u6001\u8c03\u6574\u81ea\u52a8\u5316\u8fb9\u754c\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u5c06\u8868\u9762\u6469\u64e6\u8f6c\u5316\u4e3a\u6f5c\u5728\u6df1\u5c42\u98ce\u9669\u7684\u6548\u7387\u73a9\u5177\uff0c\u800c\u975e\u771f\u6b63\u63a8\u52a8Agentic AI\u843d\u5730\u7684\u4fe1\u4efb\u57fa\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Auto Mode by Claude Code<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Code\u2019s new auto mode lets Claude approve file writes and bash commands for you. A classifier checks each action: safe ones run automatically, risky ones get blocked and handled differently. Use in isolated environments.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude\u2019s latest \u201c\u0410uto \u041code\u201d might be the smartest update yet by <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>.<\/p>\n<\/p>\n<p>It bridges the gap between AI thinking and action by letting Claude handle file writes, commands, and workflows on your computer. With permission and without constant approvals. Safe actions run automatically, risky ones get blocked and handled differently.<\/p>\n<\/p>\n<p>Set it once, let Claude manage repetitive tasks, scripts, or reports, and free your attention for higher-level work. Perfect for devs, operators, and founders who want AI to actually do, not just suggest.<\/p>\n<\/p>\n<p>Available on Team plan now; Enterprise and API coming soon.<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> This is huge! Finally no more constant “Yes” clicks.<\/p>\n<p>Super curious, does Auto Mode eat a ton of extra tokens, or is it pretty efficient?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> I LOVE CLAUDE, since the day of foundation and so on. I use<\/p>\n<p> it every day. Building using <a href=\"https:\/\/Claude.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Claude.ai<\/a> has help the project I am doing a lot…. Kudos, to you <\/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 classifier basically automates what I already do most cases are obviously safe and get approved without much thought. That\u2019s helpful, but the real challenge is the small percentage where things get weird and need context. Not sure if it handles those well or just falls back to a generic \u201cblocked.<\/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>Umair is right on, the 90% rubber stamping was never the real friction, it was just the visible friction. The actual problem is the 10% where you need to understand what Claude is trying to do and why before you can make a good call. If the classifier just blocks those with a generic message and no context, you’ve traded one interruption for a worse one.<\/p>\n<p>What I’d want from auto mode is not just safe\/blocked but a third state: “proceeding but flagging this for your review.” Something that lets the session continue without stopping but surfaces the decision for you to audit after. That way you’re not context-switching mid-flow but you’re also not flying completely blind on the edge cases.<\/p>\n<p>Use Claude Code daily and the constant approvals do break the flow, especially on long agentic sessions. The right trust model here isn’t yes\/no per action, it’s more like a pilot and autopilot relationship. Autopilot handles the cruise, the pilot takes over when conditions get genuinely tricky. Curious how the classifier is trained and whether it improves over time on the user’s specific codebase patterns.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 feels like a deeper shift than just removing approval clicks.<\/p>\n<p>The real challenge was never the obvious safe actions, it\u2019s the small % where you need context to trust what the agent is doing.<\/p>\n<p>Auto mode starts to look less like convenience and more like a trust layer between human and agent.<\/p>\n<p>Curious how you think about that boundary evolving.<\/p>\n<p>Do you see this staying as a permission system, or becoming something closer to dynamic trust based on behavior 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>Phenomenal launch, Anthropic team! \ud83d\ude80<\/p>\n<p>We’ve been auditing <strong>Claude Code<\/strong> and the new <strong>‘Auto Mode’<\/strong> architecture. The standout feature is the <strong>Guardian Classifier<\/strong>\u2014it\u2019s the most elegant solution we\u2019ve seen to the ‘permission fatigue’ problem, allowing for true delegation without sacrificing system security.<\/p>\n<p>For developers curious about the <strong>‘Project Scope’<\/strong> guardrails or how this fits into the 2026 agentic landscape, we’ve published our full technical audit here:<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/vucense.com\/tech-reviews\/ai-tools\/claude-code-auto-mode-review-2026\/?utm_source=producthunt&utm_medium=social&utm_campaign=claude_code_launch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Article Link<\/a><\/p>\n<p>The ‘Coffee Break Test’ is officially passed! Looking forward to seeing how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use Auto mode since it came out and it is great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 sounds amazing, finally an AI that actually does things instead of just talking about them <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The permission classifier framing is interesting. It’s essentially teaching the model to internalize your risk tolerance rather than defaulting to ask. I’m curious how it handles drift over time – if your codebase or usage patterns change, does the classifier retrain, or is it more of a snapshot of your initial preferences?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 classifier is doing the same thing i already do mentally when i hit yes\/no on approvals. 90% of the time its obviously safe and im just rubber stamping it. nice that they automated the rubber stamp but the real problem was never the safe actions, its the 10% where claude wants to do something genuinely weird and you need context to judge it. curious if the classifier catches those or just lets them through with a generic “blocked” message<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5KNOBKVPLIFIWQ\" class=\"app-title\">Pendium<\/a><\/p>\n<div class=\"one-liner\">Help AI agents recommend you more often to the right people<\/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>Pendium\u662f\u4e00\u6b3e\u5e2e\u52a9\u4f01\u4e1a\u5728AI\u4ee3\u7406\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u8fdb\u884c\u4ea7\u54c1\u7814\u7a76\u548c\u51b3\u7b56\u65f6\uff0c\u63d0\u5347\u81ea\u8eab\u88ab\u63a8\u8350\u53ef\u89c1\u6027\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u5b9e\u65f6\u76d1\u6d4b\u548c\u5185\u5bb9\u4f18\u5316\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728AI\u4e3b\u5bfc\u7684\u65b0\u5174\u6d41\u91cf\u6e20\u9053\u4e2d\u96be\u4ee5\u88ab\u7cbe\u51c6\u53d1\u73b0\u548c\u63a8\u8350\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\/a587c60c-f020-42dd-a00c-2aef059b7bd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b45ded0f-90ac-4f23-a64e-993e681d4ab1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bf99339-af23-4b35-97c1-42ecf07e37f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66cd3e3e-8391-4092-a81f-33c255ac3278.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5144ee4-3a94-43d7-811a-c37a52305a88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dea41cc-ceaa-4b45-9260-d320471db0ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8904a1cc-37e9-4922-b8d1-41614c74d886.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\/4cd6a840-a581-4d6c-8eaf-364c6ce2f0de.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1861c02e8f284e59bccb5e039e620226\"><source src=\"https:\/\/www.loom.com\/share\/1861c02e8f284e59bccb5e039e620226\" 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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4f18\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c1\u6027\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">GEO<\/span><br \/>\n <span class=\"tag\">AEO<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5411AI\u4ee3\u7406\u8425\u9500\u201d\u8fd9\u4e00\u8d8b\u52bf\u7684\u6d1e\u5bdf\u548c\u4ea7\u54c1\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u63a8\u8350\u53ef\u89c1\u6027\u5206\u6570\u7684\u7a33\u5b9a\u6027\u3001\u5982\u4f55\u5e73\u8861\u5bf9AI\u4e0e\u4eba\u7c7b\u7684\u4f18\u5316\u3001\u4ea7\u54c1\u6f14\u793a\u662f\u5426\u5b58\u5728\u81ea\u6307\u77db\u76fe\u3002\u5efa\u8bae\u5305\u62ec\u4f18\u5316\u5b98\u7f51\u4fe1\u606f\u5c42\u7ea7\u3001\u63d0\u4f9b\u6f5c\u5728\u5ba2\u6237\u89e6\u8fbe\u529f\u80fd\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u5e76\u63d0\u4f9b\u514d\u8d39\u626b\u63cf\u4ee5\u6536\u96c6\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n 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\u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6307\u5411\u4e86AI\u4ee3\u7406\u7684\u201c\u672c\u6027\u201d\u2014\u2014\u8ffd\u6c42\u771f\u76f8\u4e0e\u6548\u7387\uff0c\u800c\u975e\u88ab\u5e72\u6270\u3002\u8fd9\u610f\u5473\u7740\u4f20\u7edf\u4ee5\u5e72\u6270\u3001\u5938\u5927\u4e3a\u6838\u5fc3\u7684\u8425\u9500\u7b56\u7565\u5f7b\u5e95\u5931\u6548\uff0c\u5fc5\u987b\u8f6c\u5411\u63d0\u4f9b\u771f\u6b63\u6709\u7528\u3001\u7ed3\u6784\u6e05\u6670\u3001\u53ef\u4fe1\u8d56\u7684\u5185\u5bb9\u3002Pendium\u7684\u4ef7\u503c\u5728\u4e8e\u5c06\u8fd9\u79cd\u62bd\u8c61\u7684\u201c\u6709\u7528\u6027\u201d\u6570\u636e\u5316\u3001\u53ef\u64cd\u4f5c\u5316\uff0c\u901a\u8fc7\u6a21\u62df\u6d77\u91cf\u4ee3\u7406\u67e5\u8be2\uff0c\u4e3a\u4f01\u4e1a\u7ed8\u5236\u51fa\u4e00\u5f20\u201cAI\u5fc3\u667a\u5730\u56fe\u201d\uff0c\u63ed\u793a\u5728\u54ea\u4e9b\u8bdd\u9898\u3001\u9762\u5411\u54ea\u4e9b\u865a\u62df\u89d2\u8272\u65f6\uff0c\u81ea\u5df1\u5904\u4e8e\u8ba4\u77e5\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u89c4\u5219\u65e9\u671f\u6027\u98ce\u9669\u201d\u3002\u5f53\u524dAI\u4ee3\u7406\u7684\u63a8\u8350\u673a\u5236\u4ecd\u5904\u4e8e\u6df7\u6c8c\u671f\uff0c\u4e00\u65e6OpenAI\u7b49\u5e73\u53f0\u6b63\u5f0f\u63a8\u51fa\u5e7f\u544a\u6216\u6df1\u5ea6\u5e72\u9884\u63a8\u8350\u6392\u5e8f\uff0c\u6e38\u620f\u89c4\u5219\u5c06\u77ac\u95f4\u6539\u53d8\u3002\u5176\u6b21\uff0c\u662f\u201c\u6570\u636e\u566a\u58f0\u4e0e\u884c\u52a8\u6096\u8bba\u201d\u3002LLM\u8f93\u51fa\u7684\u975e\u786e\u5b9a\u6027\u53ef\u80fd\u5bfc\u81f4\u76d1\u6d4b\u6570\u636e\u6ce2\u52a8\uff0c\u800c\u6839\u636e\u6ce2\u52a8\u5185\u5bb9\u8fdb\u884c\u4f18\u5316\uff0c\u53ef\u80fd\u9677\u5165\u8ffd\u9010\u5e7b\u5f71\u7684\u5faa\u73af\u3002\u66f4\u6df1\u5c42\u7684\u77db\u76fe\u5728\u4e8e\uff0c\u5f53\u6240\u6709\u4f01\u4e1a\u90fd\u4f7f\u7528\u7c7b\u4f3c\u5de5\u5177\u4f18\u5316\u5185\u5bb9\u4ee5\u201c\u8ba8\u597d\u201dAI\u65f6\uff0c\u5185\u5bb9\u662f\u5426\u4f1a\u518d\u6b21\u9677\u5165\u540c\u8d28\u5316\u5185\u5377\uff0c\u4ece\u800c\u8feb\u4f7fAI\u5e73\u53f0\u518d\u6b21\u8c03\u6574\u7b97\u6cd5\u6765\u201c\u53cd\u4f18\u5316\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n Pendium\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5f53\u524d\u7684\u76d1\u6d4b\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5176\u5411\u201c\u5185\u5bb9\u5de5\u7a0b\u7cfb\u7edf\u201d\u7684\u5ef6\u4f38\u3002\u5b83\u8bd5\u56fe\u4e0d\u53ea\u662f\u4e00\u9762\u955c\u5b50\uff0c\u66f4\u6210\u4e3a\u4e00\u53f0\u5f15\u64ce\uff0c\u5e2e\u52a9\u4f01\u4e1a\u751f\u4ea7\u51fa\u7b26\u5408AI\u4ee3\u7406\u8ba4\u77e5\u504f\u597d\u7684\u201c\u539f\u751f\u5185\u5bb9\u201d\u3002\u8fd9\u4f7f\u5176\u4ece\u5206\u6790\u5de5\u5177\u5411\u751f\u4ea7\u57fa\u7840\u8bbe\u65bd\u6f14\u8fdb\uff0c\u4f46\u8fd9\u6761\u8def\u4e5f\u66f4\u4e3a\u8270\u5de8\uff0c\u5c06\u76f4\u63a5\u4e0e\u73b0\u6709\u7684\u5185\u5bb9\u8425\u9500\u548cCMS\u751f\u6001\u7ade\u4e89\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u957f\u671f\u547d\u8fd0\uff0c\u4e0eAI\u4ee3\u7406\u751f\u6001\u7684\u5f00\u653e\u7a0b\u5ea6\u548c\u89c4\u5219\u900f\u660e\u5ea6\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u8d4c\u6ce8\u5de8\u5927\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\">Pendium<\/span>\n <\/div>\n<div class=\"comment-content\">Pendium helps you market your products and services to AI agents. As agents increasingly influence the decisions of your buyers (or make their own buying decisions!), Pendium helps businesses track and manage how AI agents research your category, what they cite, and how you show up. Connect Pendium to your existing content engineering system to ground it in real time visibility data and insights, or use our end-to-end platform to monitor and grow your AI visibility.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Dan, cofounder of Pendium. We help startups market their products to AI agents.<\/p>\n<\/p>\n<p>TL;DR \u2014 We’re a new kind of AEO\/GEO platform that helps businesses monitor and increase their visibility to AI agents, so you get more leads and customers from ChatGPT, Claude, Gemini, Perplexity, and more. It\u2019s an easy-to-setup <strong>continuous visibility monitoring system that ties into your content engineering strategy<\/strong>, with a platform designed for <em>humans, agents, and mixed teams.<\/em><\/p>\n<\/p>\n<p>Your first full visibility audit is free and getting started is as easy as entering your website URL and letting the system run:<\/p>\n<\/p>\n<p>\ud83e\uddd1 For humans <\/p>\n<p>\u2937 <a href=\"https:\/\/pendium.ai\/industry\/startups?producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/industry\/startups?producthunt<\/a><\/p>\n<\/p>\n<p>\ud83d\udd75\ufe0f For AI agents<\/p>\n<p>\u2937 <a href=\"https:\/\/pendium.ai\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/mcp<\/a><\/p>\n<\/p>\n<p>At my last company, we helped enterprise marketing teams at companies like P&G, Red Bull, and Microsoft create and distribute content designed for humans. In this new world, marketers need to also treat AI agents with the <em>same level of attention and care<\/em>.<\/p>\n<\/p>\n<p><strong>Humans are turned off by AI slop \u2014 and turns out so are AI agents.<\/strong><\/p>\n<\/p>\n<p>At their very core, AI agents care about finding truth. What they decide to recommend draws from what they’ve been trained on, what they can find, and ultimately what helps them do their jobs.<\/p>\n<\/p>\n<p>That’s the core of what Pendium does: we help AI agents do their jobs \u2014 <em>if you genuinely help AI agents do their jobs, they’ll recommend your products and services more often to the right people<\/em><\/p>\n<\/p>\n<p>\u22c5.\u02f3\u02f3.\u22c5\u0971\u02d9\u02d9\u0971\u22c5.\u02f3\u02f3.\u22c5\u22c5.\u02f3\u02f3.\u22c5\u0971\u02d9\u02d9\u0971\u22c5.\u02f3\u02f3.\u22c5<\/p>\n<\/p>\n<blockquote>\n<h1>You get a scan, YOU get a scan, YOU GET A SCAN!<\/h1>\n<\/blockquote>\n<p>Run a full AI visibility audit for your business at <a href=\"http:\/\/pendium.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/pendium.ai<\/a> <\/p>\n<\/p>\n<p>*** If you post the report in the comments here we’ll go through it with you (and give you free credits)<\/p>\n<\/p>\n<p>1. Enter your URL (dooo it)<\/p>\n<\/p>\n<p>2. Confirm the conversation topics where you care about being recommended<\/p>\n<\/p>\n<p>3. Confirm the personas that map to your buyers<\/p>\n<\/p>\n<p>4. We run a <em>ton<\/em> of parallel LLM calls on GPT, Claude, Gemini, Google, etc<\/p>\n<\/p>\n<p>5. We monitor the agents’ thought processes and all responses and citations + extract brand mentions, sentiment, competitors, more<\/p>\n<\/p>\n<p>6. We process all of the data and present it in a clean explorer, separating out brand sentiment vs. how often you’re recommended in conversations related to your core business vs. in broader aspirational growth areas<\/p>\n<\/p>\n<p>7. We generate insights and recommendations for what kind of content to create to help AI agents do their jobs when they’re researching in or around your category<\/p>\n<\/p>\n<p>8. Send the whole thing to your AI agent via our MCP or API to give it AI visibility superpowers (access to on-demand scans, competitor data and more to help your own system create content that moves the needle)<\/p>\n<\/p>\n<p>9. Or \u2014 use Pendium’s hosted platform to engineer content, grounded in your brand voice and tied into your existing knowledgebase and web presence (with human-in-the-loop approvals and input)<\/p>\n<\/p>\n<p>10. Push that content to your own CMS, or host it in a dedicated feed for AI agents<\/p>\n<\/p>\n<p>\u22b9 If you genuinely help AI agents do their jobs, they’ll recommend your products and services more often to the right people<\/p>\n<\/p>\n<p>Fully free to start, with seat-based plans that scale based on your usage<\/p>\n<\/p>\n<p>\u22c5.\u02f3\u02f3.\u22c5\u0971\u02d9\u02d9\u0971\u22c5.\u02f3\u02f3.\u22c5\u22c5.\u02f3\u02f3.\u22c5\u0971\u02d9\u02d9\u0971\u22c5.\u02f3\u02f3.\u22c5<\/p>\n<\/p>\n<p>Woof. That\u2019s a lot! The good news is that we designed Pendium to be agent-native and as autonomous as you want it, so increasing your AI visibility is as easy as entering your website and copying a snippet to your coding agent (Claude, Cursor, OpenClaw, etc), or letting everything run through our hosted web app.<\/p>\n<\/p>\n<p>We’re giving 250k free credits for Hunters here, which will get you started with a full visibility scan and a full month of content engineering:<\/p>\n<\/p>\n<p>\u2937 <a href=\"https:\/\/pendium.ai\/industry\/startups?producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/pendium.ai\/industry\/startups?producthunt<\/strong><\/a><\/p>\n<\/p>\n<p>If you’re already working on marketing to AI agents and want to compare notes, I’m in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> Great! I guess we are moving from \u201cget traffic, then convert\u201d to \u201cget recommended, then considered.\u201d<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> Interesting!!! never heard of this one before, been using Claude for\/on a particular I am projecting April 2026<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 finding myself using Chat increasingly for purchases. There’s a lot of experimentation in AEO\/GEO, which could expand heavily if\/when OpenAI and others introduce ads.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> what’s the biggest surprise or learning building Pendium so far? I’m also curious to hear about the counter-intuitive things founder uncover when building something new. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rrhoover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rrhoover<\/a> something counter-intuitive that’s coming into focus \u2014 marketers need to treat AI agents with more respect and care than most humans they market to! <\/p>\n<\/p>\n<p>for too long, marketing dollars have gone towards interrupting experiences and stealing human attention. that game doesn’t play with AI agents. you can’t force ChatGPT to watch an ad and you can’t trick Claude with clickbait.<\/p>\n<\/p>\n<p>the way to influence AI agents to recommend your products and services is to genuinely help AI agents do their jobs<\/p>\n<\/p>\n<p>that’s what we’re building towards \u2014 not just SEO but for AI, but helping businesses actually be useful in ways that AI agents recognize and reward<\/p>\n<\/p>\n<p>and! as we retool marketing strategies around meaningful content for AI agents, my hope is that we’ll find ourselves making things better for humans too<\/p>\n<\/p>\n<p>PS – you da man, thx for hunting us <\/p>\n<p>PPS – AI agents love your Weekend Fund portcos when directly asked about each of them, but also there’s a real opportunity for a lot of them to own their broader space (own their “latent space” i guess??) in a way that will compound over time<\/p>\n<\/p>\n<p>\u2514\u2af8 for fun <a href=\"https:\/\/pendium.ai\/investors\/weekend-fund\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/investors\/weekend-fund<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. The idea of marketing to AI agents instead of just humans is something I hadn’t really thought about until now. But it makes total sense given how many people are using the ChatGPT and others to research products before buying. Really curious to try the free visibility audit. Does the platform show you which specific AI models are recommending you more, or is it more of an aggregate view? <\/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\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> heyo, checked out Veezo and creating warm leads from your own contact network makes a lot of sense ofc. how’s that going?<\/p>\n<\/p>\n<p>vibe check from running ~400 LLM calls across AI agents:<\/p>\n<blockquote>\n<p> “Veezo is an AI-powered ‘Relationship Operating System’ that transforms fragmented contact lists into an intelligent, searchable database. It allows professionals to query their network using natural language to uncover warm introductions and specific expertise while maintaining personal data privacy.”<\/p>\n<\/blockquote>\n<p>so good news is that they understand the value proposition and the vibe is positive when asked, more or less<\/p>\n<\/p>\n<p>but also the visibility audit for you guys shows there’s clear opportunity to get mentioned in conversations about the broader category<\/p>\n<\/p>\n<p>\u2514\u2501\u2af8 <a href=\"https:\/\/pendium.ai\/brands\/veezo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/veezo<\/a><\/p>\n<\/p>\n<p>for example:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8532ab89-2349-4272-b15b-943da9b96bdb.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>if you click “import to my account” you can edit the queries and personas and rerun the scan btw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> + lmk if you login and edit queries\/personas for Veezo. if u reply here, i can add credits into your account<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b Rob here \u2014 cofounder at Pendium.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> covered the what. I want to share a little bit of the why.<\/p>\n<p>From the start, we wanted to build something that helps people harness the power of AI to simplify and augment their lives (and definitely not replace them). With our background \u2014 15 years at Sharethrough \u2014 we learned firsthand just how hard it is to get your message, story, and brand out to the world, and it\u2019s only getting harder! We built Pendium to make it easier and faster to get your story visible.<\/p>\n<p>Here\u2019s how it works:<\/p>\n<ul>\n<li>\n<p>We run hundreds of parallel LLM calls across ChatGPT, Claude, Gemini, and AI Overviews \u2014 simulating real buyer personas asking real questions in your category. Then we show you exactly where you show up, where you don\u2019t, what gets cited, and what to do about it.<\/p>\n<\/li>\n<li>\n<p>We feed those learnings into a content engineering system so you can harness AI to quickly flesh out your message \u2014 grounded in real visibility data, in your voice, targeting the specific gaps that matter. <\/p>\n<\/li>\n<\/ul>\n<p>We built this to work for everyone \u2014 small business or Fortune 500. Quality should determine visibility, not budget.<\/p>\n<p>Run yours and drop your report in the comments \u2014 we\u2019d love to go through it with you and learn from your feedback!<\/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\/@robfan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robfan<\/a> my ELI5 to my 6 and 9 year old tonight was “we help businesses tell their stories in new ways so that they can be seen and heard and found by people who need them” \u2014 maybe we should update all the buzzwords on our website to something more like that \ud83d\ude43<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 <a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> ! Would you say one has to do a (tough) trade-off between optimizing one’s page for AI agents vs for humans or is it possible to optimize for both at the same 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\/@lukasschaefer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukasschaefer1<\/a> the good news is that optimizing for AI agents means creating content that truly helps them do their jobs \u2014 content that’s clear, honest, chunkable, grounded in reality….and that content is ofc helpful to humans too. agent-optimized content mapped to fanout queries in your category isn’t going to go viral, and may not be what you send out in your email newsletter, but when done well, it’s down-funnel content that helps agents and humans alike. <\/p>\n<\/p>\n<p>i ran an AI visibility scan for SoSafe btw<\/p>\n<p>\u2514\u2501\u2af8<a href=\"https:\/\/pendium.ai\/brands\/sosafe-gmbh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/sosafe-gmbh<\/a><\/p>\n<\/p>\n<p>lmk if you want me to add credits to your account so you can edit the personas and queries and rerun the scan a few times<\/p>\n<\/p>\n<p>there’s a surprisingly strong citation rate in the core areas, which is great to see. check out highlights below too:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e45a578-ea09-45e0-abd8-61fa282b4f98.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e7c0a6c-091e-4fde-9914-d05e5fda8f8d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/582d3fac-cc12-4c1c-a7c1-fb2cc0e10967.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>interestingly, SoSafe is mentioned almost 2x as much when IT Managers ask about related topics vs. CISOs. def an opportunity to close that gap with targeted content.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d2fde43-a4b2-45f0-bbe9-cc4d527e9530.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 Pendium launch. Targeting AI agents is a great idea.<\/p>\n<p>I visited the homepage of your product, <a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a>. One thing caught my attention in the hero section.<\/p>\n<p>You say: <strong>[Reach more customers on….recommend your products and services to the right people]<\/strong> <\/p>\n<p>Then you show a ChatGPT response where your business is listed as #1 with a note: [<strong>Your Business Should Be Here \u2014 Use Pendium to help AI agents and chatbots recommend your products and services.<\/strong>]<\/p>\n<p>That’s a demo. But it’s also a contradiction. <\/p>\n<p>How?<\/p>\n<p>Lemme tell show you. You’re showing a recommendation that was influenced by Pendium, but the example itself is promoting Pendium. It reads like a placeholder. A person landing on your page might think “is this what my business will look like, or is this just an ad for them?”<\/p>\n<p>The middle section says “73% of users trust AI recommendations over traditional search.” <\/p>\n<p>That’s a strong stat. <\/p>\n<p>But it’s buried under a wall of copy. A visitor scanning might miss it.<\/p>\n<p>And the “how it works” section is six steps. That’s a lot for someone to digest before they understand the value.<\/p>\n<p>I attached a screenshot to show what I mean.<\/p>\n<p>Spotted other things that could cost you. Happy to share if you are open. <\/p>\n<p>These are just valuable insights from me because I analyze product pages daily and spot the loopholes. Anyhow, good luck!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e6ed21-c352-4a80-86a8-25ea3bfe7378.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84d524d7-6d7b-4341-9a81-d97cace12792.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> awesome, thx for the feedback, ya that screenshot is a little <\/p>\n<\/p>\n<p>saw you’re working on growth-focused writing for RankDXB so I ran a visibility scan for you guys around Dubai-based SEO agencies –> <a href=\"https:\/\/pendium.ai\/brands\/rank-dxb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/rank-dxb<\/a><\/p>\n<\/p>\n<p>prob would make more sense to do this for example clients rather than the biz itself, but it’ll get you started<\/p>\n<\/p>\n<p>at a glance, the data suggests a perfect opportunity to rank higher in these specific AI convos<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/952325d7-a2ef-4c0a-be54-c5e96890578c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who spends most of my week auditing martech stacks and trying to nail down attribution, the shift from traditional SEO to AI agent visibility is officially my new headache. Tracking how agents actually cite and research products is definitely the next frontier for us.<\/p>\n<\/p>\n<p>Really love the approach you guys are taking here. The platform looks incredibly clean and solves a very real, emerging problem for marketing teams. 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\/@jesspalmer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jesspalmer<\/a> “tracking how agents actually cite and research products is the next frontier” = music to my ears<\/p>\n<\/p>\n<p>what agency are you at? i’d be down to help you run AI visibility scans for key clients and put them all into a single Pendium dashboard for your team.<\/p>\n<\/p>\n<p>example of citations in action, tied to fanout queries from a core set of conversation topics and unique personas<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f92dba57-2834-4492-b4a6-31f5da1ca1a9.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2cd962e-28dc-496c-828b-300129a5ffe6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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! The core loop feels familiar, understand how the system works and optimize accordingly. Curious though, how stable are the visibility scores week to week? LLM outputs can be pretty noisy so wondering how you normalize that into something actionable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> hi hi – big fans of HasData and we use it for part of our LLM scanning pipeline, always reliable and fast.<\/p>\n<\/p>\n<p>here’s a recent visibility report for you guys btw – <a href=\"https:\/\/pendium.ai\/brands\/hasdata\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/hasdata<\/a> with data refreshed as of this afternoon<\/p>\n<\/p>\n<p>re: stability \u2014 few things:<\/p>\n<ol>\n<li>\n<p>you’re right, LLMs and AI agents are not deterministic, and the facts and chat history they have with each person they’re talking to influences their fanout queries and their recommendation criteria<\/p>\n<\/li>\n<li>\n<p>our system is set up to do continuous visibility monitoring and chart it over time, so there’s no hard and fast “score” but you get a good feel for it across personas, topics and platforms over time<\/p>\n<\/li>\n<li>\n<p>a zero is a zero \u2014 if across 1000 LLM calls related to a conversational topic, a brand\/product is never mentioned or recommended (or even included in the agent’s thinking\/research), then it’s safe to say it’s a meaningful growth opportunity \ud83d\ude42<\/p>\n<\/li>\n<\/ol>\n<p>some highlights:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd224d88-2f95-41b5-96cf-2d4a7a93f30e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acaf8358-5b91-4974-b672-33be59d48d00.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4de2532d-ba2c-43a5-bb16-b6ff1c045300.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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><em>SEO is dead, long live GEO. Now I need to optimize my content not just for Google’s algorithm but also for Claude’s feelings about my brand. We really are living in the future. \ud83e\udd16<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> heyo, checked out Jupid and i dig the boldness of going head to head with Stripe Atlas + Digits + more. how’s that going?<\/p>\n<\/p>\n<p>vibe check from running ~400 LLM calls across AI agents:<\/p>\n<blockquote>\n<p>Jupid is an AI-native financial assistant that automates back-office business functions like legal formation, bookkeeping, and tax filing. By utilizing a conversational interface and AI-native memory, it provides small business owners with a fully autonomous alternative to traditional accounting software and human CPAs.<\/p>\n<p>Jupid offers a ‘Zero Learning Curve’ experience through natural language interaction and an ‘AI-native memory’ that learns specific business context, distinguishing between personal and business expenses automatically.<\/p>\n<\/blockquote>\n<p>so good news is that they understand the value proposition and the vibe is positive when asked<\/p>\n<\/p>\n<p>but also the visibility audit for you guys shows there’s clear opportunity to get mentioned in conversations about the broader category<\/p>\n<\/p>\n<p>\u2514\u2501\u2af8 <a href=\"https:\/\/pendium.ai\/brands\/jupid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/jupid<\/a><\/p>\n<\/p>\n<p>for example:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf329162-74a6-449f-b96e-bef670ef2a2e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>if you click “import to my account” you can edit the queries and personas and rerun the scan btw, and reply here if you want me to add credits to your account<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Good idea and great timings, seems to be a game changer for founders, congrats on launch and good luck!<\/div>\n<div class=\"comment-actions\">\n<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\/@nikita_naumov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_naumov<\/a> thanks for the love. tried to run a scan for you but looks like Paige was a prior chapter. what are you working on these days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a smart angle!! In recruiting, we deal with this exact problem: the right candidates exist but the systems don’t surface them to the right people. Curious how you handle nuance in matching context to audience, especially when the signals are messy and unstructured?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ceciliatran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceciliatran<\/a> saw the Talentium scan earlier, looks like a lot of opportunity. messy and unstructured is the name of the game in the AI era \u2014 just have to roll with it! continuous monitoring helps even out the noise + there are clear signals in the data, like definitively knowing what other sources AI agents cite and use as research in specific conversations with specific personas. then you can work backwards from there.<\/p>\n<\/p>\n<p>also I just ran an AI visibility scan for your restaurant and it’s surprisingly well known! you already know that i guess, but cool to see AI agents do too \ud83d\ude42<\/p>\n<\/p>\n<p><a href=\"https:\/\/pendium.ai\/brands\/restaurang-tran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/restaurang-tran<\/a><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee8fcd44-0438-4205-894b-841e951ccea7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>what’s the coffee brand you’re working on? thought it’d be fun to run a scan for you \u2014 you can start to build an <a href=\"https:\/\/agents.yourdomain.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agents.yourdomain.com<\/a> content feed even before you 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>This is a really interesting shift.<\/p>\n<p>It feels like we’re moving from SEO to something closer to \u201cagent discovery infrastructure\u201d \u2014 where the goal is not just ranking for humans, but being selected by AI systems during decision-making.<\/p>\n<p>If that plays out, distribution itself starts to change quite a bit.<\/p>\n<p>Instead of optimizing for clicks, you’re optimizing for being chosen inside an agent\u2019s reasoning process.<\/p>\n<p>Curious how you think about this long term.<\/p>\n<p>Do you see Pendium more as a marketing tool, or as infrastructure for how products get discovered and selected by 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cauan_martins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cauan_martins<\/a> yes, this is as much about “selling” to AI agents as it is marketing to them. in both cases, it’s about helping them do their jobs, which is (sadly) a far cry from what most advertising and marketing to humans looks like today<\/p>\n<\/p>\n<p>optimistic that designing new distribution strategies for logical, uninterruptible AI agents will also result in better UX for marketing\/selling to humans downstream too<\/p>\n<p>PS – “Narrative Lag Research” is awesome framing for what you do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! GEO is going to be a huge thing. Most people are still thinking about traditional SEO but AI recommendations are already changing how people discover products.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> right on, thanks and agree! what are you working on rn? if you share a link we can run an AI visibility scan for your category and have the system suggest some low hanging fruit<\/p>\n<\/p>\n<p>and yes re: GEO, AEO, AI ads, and generally marketing to ai agents = a fundamental shift in how information flows and decisions get made<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> Nice tool !<\/p>\n<p>Do you provide outreach on top sources ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexis_maresca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_maresca<\/a> oh love that feature idea, thanks! like tying our citations to apollo data and instantly.ai to help users send personalized emails to editors who are getting cited in their space<\/p>\n<\/p>\n<p>snapshot of our current citation system:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9fe5140-bf46-435a-b598-ac149c814885.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>we do also already have the ability to reverse engineer the content patterns that are catnip to AI agents in each category area, and then architect owned content that fills the knowledge gaps and helps AI agents do their jobs:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6371a525-b63e-498c-9456-1b3e0625d3c8.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Launch. This looks quite nice. I was wondering, what you do different to all the other services. Is it the personas? I think that makes it especially useful. Just wanted to try it out but now I’m stuck on the Persona step and I’m too tired now to thoroughly fill all the relevant personas.<\/p>\n<p>Anyways, last summer I was onto building such service myself but stopped working on it in favor of my current SaaS.<br \/>What I am wondering: how can you reliably detect citations? I mean you probably just use their APIs, but ChatGPT is not equal GPT, it adds some flavor on top of the API. So if you run a prompt I guess the response will be different from what I would prompt in the UI. Or what am I missing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vuhrmeister\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vuhrmeister<\/a> haha the Personas step fills all that in automatically for you, so you’re just one click away! \ud83d\ude02 <\/p>\n<\/p>\n<p>all you have to do is enter rough idea and Pendium will auto-enrich it to all the fields\/facts that help mimic the memory an AI agent might have about a real person that it’s helping<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/964c1b5b-616e-4a3d-9da3-45c21d83d837.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Expands to:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d0b2ea-6bea-4ebc-9e4a-e7aed3a07477.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>….drumroll, and your full report is here:<\/p>\n<\/p>\n<p><a href=\"https:\/\/pendium.ai\/brands\/filently\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/filently<\/a><\/p>\n<blockquote>\n<p><strong>Filently<\/strong> currently holds a dominant position in specific niche automated document management queries, consistently ranking in the top three results on Claude. However, this visibility is starkly isolated, failing to capture broader cloud storage efficiency and workflow optimization conversations where competitors like Zapier and The Drive AI capture nearly all the available market share.<\/p>\n<\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e2618ac-3fb8-46fa-be33-ac712ecba0c0.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>and oh hey, turns out that “parent” archetype i added is twice as likely to be recommended filently vs a tech ops person<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a723fd6b-67ef-4a76-aa14-200d828d6979.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, really cool! Our score is 0 \ud83d\ude04 But I hope it is because we just added few days ago content to address this gap and it has not been indexed yet. <a href=\"https:\/\/www.producthunt.com\/@dgreenberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dgreenberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgreenberg<\/a> how log does it take from your experience to see results once you publish content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@milko_slavov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milko_slavov<\/a> I just re-upped your credit balance to 250k which should get you another round of visibility scans + enough for ~10 pieces of content engineered to close the visibility gaps you care about. you can host a curated agent feed on our site or your own (or both). our site is optimized for quick indexing and agent-readability.<\/p>\n<\/p>\n<p>here’s a link to your out of the box Pendium…if you want to just make it public, it will start indexing immediately \u2192 <a href=\"https:\/\/pendium.ai\/bugzyai\/automated-qa-advice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/bugzyai\/automated-qa-advice<\/a> <\/p>\n<\/p>\n<p>(that blog is private by default so only you can and edit see this link for now btw)<\/p>\n<\/p>\n<p>plus i took a look at the <strong>topics<\/strong> and <strong>personas<\/strong>, and tweaked them a bit (hope that’s ok!) and reran the visibility scan<\/p>\n<\/p>\n<p>find the updated one here \u2192 <a href=\"https:\/\/pendium.ai\/brands\/bugzy-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/bugzy-ai<\/a><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/369af972-45b5-4a4f-a572-2f57e670f1bc.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/832d114e-5a40-4032-9823-c38976ec4657.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b15b0de-f57e-4918-833d-78e33aa72a8e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 amazing Dan! It’s key to understand what agent is the best option for some specific task, even more for specific businesses. Hope many founders can take the most of it. Really 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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> right on, thx for the love<\/p>\n<\/p>\n<p>I just ran a scan for one of your saas products (cfeedback)\u2014 check it out:<\/p>\n<\/p>\n<p><a href=\"https:\/\/pendium.ai\/brands\/cfeedback\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pendium.ai\/brands\/cfeedback<\/a><\/p>\n<\/p>\n<p>in the words of AI agents:<\/p>\n<blockquote>\n<p>Cfeedback combines AI-curated quote surfacing with a 5-minute setup, focusing on a ‘proof engine’ that addresses buyer objections at the point of sale without enterprise bloat.<\/p>\n<\/p>\n<p>Cfeedback is currently invisible across all major AI search platforms for core intent queries, representing an opportunity in the social proof and customer advocacy software market. While the brand maintains a presence when queried directly by name, it fails to surface when high-intent users seek testimonial widgets, review management platforms, or feedback boards.<\/p>\n<\/blockquote>\n<p>that’s a good start!<\/p>\n<\/p>\n<p>if you click “Import to My Account” you can change the queries and personas and rerun the scan<\/p>\n<\/p>\n<p>here’s an example of one of the queries, across a few personas:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/421998cc-7406-4cb5-af3e-33a23740f713.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>and in terms of raw reputation, GPT and Gemini are fans, Claude is less sure (easy to fix):<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b31d21f-0067-45dd-9eaa-9f134f8442ec.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how is it different from otterly and other geo tools these days? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/CRKBWLVAB4ZKZV\" class=\"app-title\">TurboQuant<\/a><\/p>\n<div class=\"one-liner\"> New LLM compression algorithm by Google <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">256<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TurboQuant\u901a\u8fc7\u521b\u65b0\u7684\u91cf\u5316\u538b\u7f29\u7b97\u6cd5\uff0c\u5728\u8d44\u6e90\u53d7\u9650\u7684\u786c\u4ef6\u4e0a\u9ad8\u6548\u8fd0\u884c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u5411\u91cf\u641c\u7d22\u5f15\u64ce\uff0c\u89e3\u51b3\u4e86AI\u90e8\u7f72\u4e2d\u7684\u5185\u5b58\u74f6\u9888\u4e0e\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44a45ded-8b78-4c4b-b5e1-4d3104243dd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0576c49d-0bc2-4f4b-b46e-1e27b178bfd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3333c919-1076-49fe-95ce-53c60c8dd4d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d926ece-b5e0-44ee-9ed8-722b104120f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d7a466-4c95-4d7c-8d46-50f4bd665de5.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\">Hardware<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6a21\u578b\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u91cf\u5316\u7b97\u6cd5<\/span><br \/>\n <span class=\"tag\">\u5185\u5b58\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u68c0\u7d22\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">LLM\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18AI\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u635f\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u74f6\u9888\u7a81\u7834<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8fd9\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\uff0c\u5173\u6ce8\u5176\u80fd\u5426\u572816GB RAM\u8bbe\u5907\u4e0a\u8fd0\u884c\u5f3a\u5927LLM\uff0c\u5e76\u8be2\u95ee\u5728\u4e2d\u7aef\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\u7684\u5b9e\u9645\u901f\u5ea6\/\u7cbe\u5ea6\u6570\u636e\uff0c\u5c24\u5176\u9488\u5bf9\u957f\u4e0a\u4e0b\u6587RAG\u5e94\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 TurboQuant\u6240\u6807\u699c\u7684\u201c\u5c06\u5185\u5b58\u74f6\u9888\u8f6c\u5316\u4e3a\u5df2\u89e3\u51b3\u95ee\u9898\u201d\u7684\u5ba3\u8a00\uff0c\u9700\u8981\u51b7\u9759\u5ba1\u89c6\u3002\u5176\u6280\u672f\u6838\u5fc3\u2014\u2014PolarQuant\u51e0\u4f55\u91cd\u6784\u4e0e1\u6bd4\u7279QJL\u7ea0\u9519\u5c42\u7ec4\u5408\u2014\u2014\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u5b9e\u73b0\u4e86\u8fd1\u65e0\u635f\u76843\u6bd4\u7279\u8d85\u4f4e\u6bd4\u7279\u538b\u7f29\uff0c\u8fd9\u6bd4\u4f20\u7edfINT8\u91cf\u5316\u66f4\u4e3a\u6fc0\u8fdb\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u65e0\u9700\u5fae\u8c03\u6216\u91cd\u8bad\u7ec3\u201d\u7684\u627f\u8bfa\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u964d\u4f4e\u4e86\u90e8\u7f72\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u610f\u5473\u7740\u5176\u5bf9\u7279\u5b9a\u6a21\u578b\u67b6\u6784\u6216\u4efb\u52a1\u7c7b\u578b\u7684\u6cdb\u5316\u80fd\u529b\u5b58\u5728\u9690\u5f62\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u7eaf\u7684\u538b\u7f29\u6bd4\u6570\u5b57\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u7cfb\u7edf\u6027\u89e3\u51b3AI\u89c4\u6a21\u5316\u4e2d\u7684\u201c\u5185\u5b58\u5899\u201d\u95ee\u9898\u30026\u500d\u7684KV\u7f13\u5b58\u7f29\u51cf\u548c8\u500d\u7684\u68c0\u7d22\u52a0\u901f\uff0c\u82e5\u80fd\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5f97\u5230\u9a8c\u8bc1\uff0c\u5c06\u76f4\u63a5\u51b2\u51fb\u4e91\u7aefAI\u63a8\u7406\u7684\u6210\u672c\u7ed3\u6784\uff0c\u5e76\u4e3a\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u6253\u5f00\u60f3\u8c61\u7a7a\u95f4\u3002\u4f46\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u201c\u4e2d\u7aef\u7b14\u8bb0\u672c\u5b9e\u6d4b\u6570\u636e\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u8fd9\u7c7b\u6280\u672f\u4ece\u8bba\u6587\u5230\u4ea7\u54c1\u6700\u5173\u952e\u7684\u8dc3\u8fc1\u73af\u8282\uff1a\u7406\u8bba\u6027\u80fd\u5f80\u5f80\u5728\u7406\u60f3\u6570\u636e\u96c6\u548c\u53d7\u63a7\u73af\u5883\u4e0b\u8fbe\u6210\uff0c\u800c\u73b0\u5b9e\u4e16\u754c\u7684\u6a21\u578b\u591a\u6837\u6027\u3001\u6570\u636e\u5206\u5e03\u6f02\u79fb\u548c\u5ef6\u8fdf\u8981\u6c42\uff0c\u624d\u662f\u68c0\u9a8c\u5176\u201c\u6e38\u620f\u6539\u53d8\u201d\u6210\u8272\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8c37\u6b4c\u8fd1\u671f\u5bc6\u96c6\u63a8\u51fa\u6b64\u7c7b\u6548\u7387\u5de5\u5177\uff0c\u53cd\u6620\u51fa\u884c\u4e1a\u7126\u70b9\u6b63\u4ece\u4e00\u5473\u8ffd\u6c42\u53c2\u6570\u89c4\u6a21\uff0c\u8f6c\u5411\u4f18\u5316\u73b0\u6709\u6a21\u578b\u7684\u5de5\u7a0b\u5316\u843d\u5730\u3002TurboQuant\u82e5\u6210\u529f\uff0c\u5176\u610f\u4e49\u4e0d\u4ec5\u662f\u5355\u70b9\u6280\u672f\u7a81\u7834\uff0c\u66f4\u662f\u63a8\u52a8AI\u57fa\u7840\u8bbe\u65bd\u5411\u201c\u5bc6\u5ea6\u66f4\u9ad8\u3001\u80fd\u6548\u66f4\u4f18\u201d\u65b9\u5411\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u73af\u3002\u7136\u800c\uff0c\u5b83\u5e76\u975e\u94f6\u5f39\uff1a\u538b\u7f29\u5e26\u6765\u7684\u7cbe\u5ea6\u8fb9\u9645\u635f\u5931\u3001\u5bf9\u7279\u5b9a\u786c\u4ef6\u6307\u4ee4\u96c6\u7684\u4f9d\u8d56\u3001\u4ee5\u53ca\u53ef\u80fd\u589e\u52a0\u7684\u9884\u5904\u7406\u5f00\u9500\uff0c\u90fd\u662f\u5b9e\u9645\u90e8\u7f72\u4e2d\u5fc5\u987b\u6743\u8861\u7684\u53d8\u91cf\u3002\u5728AI\u53bb\u6ce1\u6cab\u5316\u7684\u5f53\u4e0b\uff0c\u6b64\u7c7b\u6280\u672f\u662f\u52a1\u5b9e\u7684\u9009\u62e9\uff0c\u4f46\u6700\u7ec8\u4ecd\u9700\u5728\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u7684\u590d\u6742\u6743\u8861\u4e2d\u8bc1\u660e\u5176\u201c\u6839\u672c\u6027\u89e3\u9501\u201d\u7684\u4ef7\u503c\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\">TurboQuant<\/span>\n <\/div>\n<div class=\"comment-content\">A set of advanced theoretically grounded quantization algorithms that enable massive compression for large language models and vector search engines.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google is on a roll recently, do you think with TurboQuant we can now run powerful LLM models even on a 16GB RAM device?<\/p>\n<\/p>\n<p><strong>What is TurboQuant?<\/strong><\/p>\n<\/p>\n<p>TurboQuant turns one of AI\u2019s biggest hidden bottlenecks, memory, into a solved problem. Probably one of the most important efficiency breakthroughs for large scale AI systems?<\/p>\n<\/p>\n<p>It closes the gap between model performance and system limits by massively compressing the vectors that power LLMs and search engines without sacrificing accuracy.<\/p>\n<\/p>\n<p>TurboQuant works by rethinking how data is stored and compared. Instead of keeping bulky high precision vectors, it compresses them into ultra compact representations while preserving their meaning and relationships. This allows AI systems to run faster, cheaper, and at much larger scale.<\/p>\n<\/p>\n<p>It combines two novel techniques. PolarQuant restructures vector data into a more compressible geometric form, and QJL uses a tiny 1 bit correction layer to eliminate errors. Together, they deliver near lossless compression with almost zero overhead.<\/p>\n<\/p>\n<p>Compress once, and everything improves. Memory usage drops, retrieval speeds increase, and long context performance becomes far more efficient.<\/p>\n<\/p>\n<p><strong>Key capabilities:<\/strong><\/p>\n<p>– ultra low bit compression down to about 3 bits<\/p>\n<p>– near zero accuracy loss<\/p>\n<p>– 6x or more reduction in KV cache memory<\/p>\n<p>– faster attention and vector search up to 8x speedups<\/p>\n<p>– no retraining or fine tuning required<\/p>\n<\/p>\n<p>In a world where AI is hitting hardware and scaling limits, TurboQuant feels like a fundamental unlock for making models smaller, faster, and more deployable everywhere.<\/p>\n<p>How do you think this will change the game?<\/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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> Have you tested TurboQuant on mid-range laptops? Any real-world speed\/accuracy numbers for long-context RAG apps?<\/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 an absolute game changer! I couldn’t wait to run the algorithm on our custom models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JWWNPF7CWATCS7\" class=\"app-title\">LayerProof Matte<\/a><\/p>\n<div class=\"one-liner\">Repurpose social media posts with unique content per format<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">225<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5355\u4e00\u5185\u5bb9\u6e90\uff08\u5982\u535a\u5ba2\u3001\u6587\u7ae0\uff09\u5feb\u901f\u8f6c\u5316\u4e3a\u9002\u914dLinkedIn\u3001X\u3001Instagram\u3001TikTok\u3001Facebook\u7b49\u591a\u5e73\u53f0\u539f\u751f\u683c\u5f0f\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u548c\u56e2\u961f\u8de8\u5e73\u53f0\u5185\u5bb9\u590d\u7528\u65f6\u8017\u65f6\u8d39\u529b\u3001\u683c\u5f0f\u4e0d\u7b26\u3001\u7f3a\u4e4f\u5e73\u53f0\u8c03\u6027\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\/99704454-fc29-4d5b-a21c-171ed461c5d4.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\/b71601a4-bb7d-479f-8a28-af5d5b2d6821.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5dbd8210-dd37-47a8-95fc-b37c9006ae79.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/243c4128-bce7-41e2-80b2-1d95a3594609.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a204f281-1d70-4deb-a0b6-fdbbad4a5f11.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\/15dfd266-5cb0-4b3f-833e-42e07e9efd01.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zmbcW7nbKP4\"><source src=\"https:\/\/youtu.be\/zmbcW7nbKP4\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8282\u7701\u65f6\u95f4\u3001\u4fdd\u8bc1\u5185\u5bb9\u51c6\u786e\uff08\u62d2\u7eddAI\u5e7b\u89c9\uff09\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u671f\u5f85\u589e\u52a0\u591a\u5a92\u4f53\uff08\u56fe\u7247\/\u89c6\u9891\uff09\u751f\u6210\u3001\u5185\u5d4c\u6807\u7b7e\u5efa\u8bae\u4e0e\u53d1\u5e03\u8c03\u5ea6\u529f\u80fd\uff1b\u5173\u6ce8\u751f\u6210\u540e\u7f16\u8f91\u51b3\u7b56\u8d1f\u62c5\u53ca\u54c1\u724c\u8bed\u8c03\u4e00\u81f4\u6027\uff1b\u8be2\u95ee\u54c1\u724c\u8bed\u97f3\u8bbe\u7f6e\u7684\u6301\u4e45\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LayerProof Matte \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u5b58\u5728\u5de8\u5927\u6548\u7387\u7a7a\u767d\u7684\u8d5b\u9053\u2014\u2014\u8de8\u5e73\u53f0\u5185\u5bb9\u590d\u7528\u3002\u5176\u5ba3\u79f0\u7684\u201cNo hallucinations\u201d\u4e0e\u201cevery claim traceable\u201d\u76f4\u6307\u5f53\u524dAI\u5185\u5bb9\u5de5\u5177\u7684\u6838\u5fc3\u5f0a\u75c5\uff1a\u4e3a\u6d41\u7545\u6027\u727a\u7272\u51c6\u786e\u6027\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u4f18\u5316\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u7684\u6839\u672c\u5dee\u5f02\u3002\u5b83\u8bd5\u56fe\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u53ef\u9760\u7684\u5185\u5bb9\u5de5\u7a0b\u7cfb\u7edf\u201d\uff0c\u5f3a\u8c03\u4ece\u6570\u636e\u8f93\u5165\u548c\u6d1e\u5bdf\u5c42\u9762\u4fdd\u969c\u8d28\u91cf\uff0c\u800c\u975e\u4ec5\u4ec5\u5728\u8f93\u51fa\u7aef\u8fdb\u884c\u6587\u672c\u629b\u5149\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u6709\u9650\uff0c\u201c\u4fdd\u8bc1\u4e8b\u5b9e\u51c6\u786e\u201d\u662f\u7528\u6237\u7684\u57fa\u672c\u8bc9\u6c42\uff0c\u7ade\u54c1\u4e0d\u96be\u8ddf\u8fdb\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5728\u4e8e\u5176\u5bf9\u201c\u5e73\u53f0\u539f\u751f\u683c\u5f0f\u201d\u7406\u89e3\u7684\u6df1\u5ea6\u4e0e\u8fed\u4ee3\u901f\u5ea6\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5de5\u4f5c\u6d41\u5b58\u5728\u65ad\u5c42\uff1a\u5de5\u5177\u6b62\u6b65\u4e8e\u5185\u5bb9\u8349\u7a3f\u751f\u6210\uff0c\u800c\u7528\u6237\u9700\u8981\u7684\u662f\u4ece\u521b\u610f\u5230\u53d1\u5e03\uff08\u751a\u81f3\u5305\u542b\u591a\u5a92\u4f53\u5236\u4f5c\u4e0e\u6392\u671f\uff09\u7684\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002\u751f\u6210\u591a\u4e2a\u4f18\u8d28\u9009\u9879\u53cd\u800c\u53ef\u80fd\u52a0\u5267\u201c\u9009\u62e9\u75b2\u52b3\u201d\uff0c\u8fd9\u4e0e\u201c\u8282\u7701\u65f6\u95f4\u201d\u7684\u521d\u8877\u76f8\u6096\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u521b\u4f5c\u8005\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u9ad8\u6548\u7684\u201c\u7b2c\u4e00\u7a3f\u201d\u751f\u4ea7\u8005\u548c\u683c\u5f0f\u89c4\u8303\u5668\u3002\u5b83\u6700\u9002\u5408\u7684\u662f\u62e5\u6709\u7a33\u5b9a\u5185\u5bb9\u6e90\uff08\u5982\u516c\u53f8\u535a\u5ba2\u3001\u4ea7\u54c1\u66f4\u65b0\uff09\u3001\u9700\u8981\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u5e76\u5927\u89c4\u6a21\u5206\u53d1\u7684B\u7aef\u56e2\u961f\u3002\u5176\u53d1\u5c55\u8f68\u8ff9\u5c06\u63ed\u793a\u4e00\u4e2a\u5173\u952e\u5e02\u573a\u95ee\u9898\u7684\u7b54\u6848\uff1a\u5728\u5185\u5bb9\u8425\u9500\u9886\u57df\uff0c\u4eba\u4eec\u5bf9\u201c\u6548\u7387\u201d\u7684\u8ffd\u6c42\uff0c\u7a76\u7adf\u613f\u610f\u5728\u201c\u521b\u610f\u63a7\u5236\u201d\u548c\u201c\u5de5\u4f5c\u6d41\u5b8c\u6574\u6027\u201d\u4e0a\u505a\u51fa\u591a\u5c11\u59a5\u534f\uff1f\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u950b\u5229\u7684\u6954\u5b50\uff0c\u4f46\u8981\u60f3\u5360\u636e\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f4d\u7f6e\uff0c\u5b83\u5fc5\u987b\u5feb\u901f\u5d4c\u5165\u66f4\u5e7f\u6cdb\u7684\u5185\u5bb9\u4f9b\u5e94\u94fe\u4e4b\u4e2d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LayerProof Matte<\/span>\n <\/div>\n<div class=\"comment-content\">Paste any URL and LayerProof generates ready-to-post content for LinkedIn, X, Instagram, TikTok, and Facebook, formatted natively for each platform, with every claim traceable to your source. No hallucinations. Free to try.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Nathan, and together with my team – Chan, Neel, and Ha. We built LayerProof because repurposing content across social platforms is one of those tasks that sounds simple but eats hours every week.<\/p>\n<\/p>\n<p>You write a blog post. Now you need a LinkedIn post, an X thread, an Instagram carousel, and something for Facebook. Each platform has different formats, different lengths, different vibes. So you either spend an hour manually adapting each one, or you copy-paste the same text everywhere and wonder why engagement is flat.<\/p>\n<p>LayerProof turns any URL into platform-native content in seconds.<\/p>\n<\/p>\n<p>How it works:<\/p>\n<ol>\n<li>\n<p>Paste a URL: either blog post, article, product page, whatever you want to share<\/p>\n<\/li>\n<li>\n<p>AI generates content tailored to each platform (not generic reposts, actual native formats)<\/p>\n<\/li>\n<li>\n<p>Every claim stays cited \u2192 trace any point back to the original source. <\/p>\n<\/li>\n<\/ol>\n<p>It’s free to try and we built this for content teams, founders, and marketers who are tired of the repurpose grind.<\/p>\n<p>Try it at <a href=\"https:\/\/layerproof.app\/social-content-creator\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/layerproof.app\/social-content-creator\/<\/a> and tell us what sucks \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nathan_tran2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_tran2<\/a> This is awesome Nathan! Making content fit each platform is such a time sink, and LayerProof looks like it actually solves that. Excited to see how it speeds up the repurpose grind for teams and founders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nathan_tran2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_tran2<\/a> How do you deal with multi-media? Like, text-only works well on LI & X, but IG needs images and Tiktok videos. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b \ud83d\udc4b \ud83d\udc4b Neel here. <\/p>\n<p>I took two years off to be a full-time dad in 2023. When I came back to work, AI content was basically everywhere, with all its telltale signs. One thing really annoyed me me: most tools just make things up confidently, and nobody seems to care. <\/p>\n<p>We built Matte because we kept running into the same problem. You paste a URL, the AI generates social posts, and half the stats in the output don’t exist in the original article. That’s not a tool that helps you do things better or faster, it’s just pain. <\/p>\n<p>So we made accuracy the whole product. Paste a URL, get ready-to-post content for LinkedIn, X, Instagram, TikTok, Facebook. Every claim traced back to the source. If it’s not in the original, it doesn’t make it into the output. <\/p>\n<p>We’re early and building in public. Tell us what’s broken, what’s missing, what would make you actually use this every day. <\/p>\n<p>That’s what we’re here for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am a (french) podcast host and also work as a Spartan!<\/p>\n<p>Congrats on the launch.<\/p>\n<p>LayerProof helped me create an Instagram carousel post out of a YouTube video in minutes. It one shotted it everything, including using by brand (font, logo).<\/p>\n<p>You can steer it as much as needed and gives you variations to pick from. Then I extended my post to the other platforms and again it one shotted it. <\/p>\n<p>Will keep using it in my workflow to save time.<\/p>\n<p>Thank you Chan, Neel, and Ha!<\/p>\n<p>PS: Feedback you could autogenerate \/ suggest hashtags and caption, would be helpful. Now I am using another tool to do so but would be cool to have it integrated here.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a78bb125-8330-4537-9ed8-594768f07b45.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Repurposing content across platforms is one of those things that sounds simple but is so painful in practice. Cool that it formats natively per platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interesting part here feels like what happens right after generation. Getting multiple versions per platform is useful, but it can also turn into more decisions instead of fewer. Early on, I\u2019d be curious how often people actually take one and post it as is, vs going back to edit or not using it at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a> That post-generation moment is where a lot of these tools start to lose people. You came in to save time and now you’re making more micro-decisions than before. Tracking how often people edit vs post as-is would say a lot about whether the output actually works, or just gets them 80% of the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a> Thanks so much, really appreciate it \ud83d\ude4f<\/p>\n<p>We\u2019re actively working on improving the input guidelines so the generated content is as good as possible from the start – ideally making editing optional. Kind of like coding: most of the time, you\u2019d rather regenerate better code than manually tweak a bad output.<\/p>\n<\/p>\n<p>We strongly believe the real leverage is in the input and insight layer \u2014 that\u2019s what ultimately drives high-quality content. Would love to hear your thoughts as you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super handy. Does it keep the original tone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Thanks for the question! It aims to keep the original tone, based on the input and the types of content it’s drawing from imagery vs CSS tokens. It’s a core part of the product and we’ll be releasing more improvements on this as a focus area constantly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve actually been using LayerProof Matte for a bit now, and it\u2019s one of those tools that just quietly makes life easier.<\/p>\n<p>Usually I\u2019d have to rewrite the same idea 4 – 5 times for different platforms, but now I just drop in a link and it does a really solid job adapting it for LinkedIn, X, IG, etc.<\/p>\n<p>What I like most is that it sticks to the source instead of making things up makes me feel way more confident posting.<\/p>\n<p>Simple idea, but executed really well. Definitely worth trying if you post content often.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lovely, I’m trying this today<\/p>\n<\/p>\n<p>Any specific feature that you wouldn’t want me to miss as a new user?<\/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\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Hey Sayanta! To be honest, I would like you to try and use it practically for a real use case – and then tell me what would have helped you get your desired outcome easier. Play around with it, stress test it, and thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch! Repurposing content across 5+ platforms usually eats up half of my week. This is exactly the kind of tool I didn’t know I needed, especially during launch prep. Can you schedule the posts directly from LayerProof, or is it export only for now? <\/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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> Hey Aya thank you so much for the support! At the moment it is export only, but we are still early and constantly looking for ways to improve both the experience and real utility of the product. It’s something we can add to our roadmap if it will save you time when planning a launch (personally I think it’s a great idea).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b,<\/p>\n<\/p>\n<p>I\u2019m Chan, founder of LayerProof!<\/p>\n<p>We\u2019ve spent a lot of time building with LLMs, and one thing became clear: great output doesn\u2019t come from better prompts alone, it comes from better input. And better input is a system: <strong>data > patterns > insights<\/strong>. The insight is where the real leverage is, because it compounds over time. Instead of building another content generator, we took a different path and focused on curating the right data before it ever reaches the LLM, so what comes out is actually meaningful, not just polished. This is especially important for teams trying to consistently produce high-quality content across different formats.<\/p>\n<p>What we believe:<br \/>– LLMs are powerful, but only as good as the data you feed them<br \/>– Insights > raw content (because insights compound)<br \/>– Great content starts before generation, not after<\/p>\n<p>We built LayerProof because we needed it ourselves. We\u2019re a team of engineers, and like most engineers, content isn\u2019t our strength. Instead of working around that weakness, we decided to solve it. It\u2019s still early (about 3 months in), but we\u2019re shipping fast and improving every week. And we\u2019d love to work as closely with our customers as possible to make it better.<\/p>\n<p>If you get a chance to try it, please DM me. I\u2019d really appreciate your feedback. \ud83d\ude0a!<\/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>Congrats! Very cool. \ud83d\ude42<\/p>\n<p>One thing I’m curious about that hasn’t come up: does the brand voice setting persist across sessions and URLs, or do you have to re-configure it each time you start a new campaign?<\/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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PUUQ6CD2KCAOI3\" class=\"app-title\">Omma<\/a><\/p>\n<div class=\"one-liner\">Create 3D, apps, and websites with parallel agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">177<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Omma\u901a\u8fc7\u5e76\u884cAI\u4ee3\u7406\u6574\u5408\u4ee3\u7801\u30013D\u4e0e\u5a92\u4f53\u751f\u6210\uff0c\u8ba9\u7528\u6237\u5728\u5355\u4e00\u804a\u5929\u754c\u9762\u5185\u5feb\u901f\u521b\u5efa\u4ea4\u4e92\u5f0f\u5e94\u7528\u3001\u7f51\u7ad9\u548c3D\u8d44\u4ea7\uff0c\u89e3\u51b3\u4e86\u591a\u6280\u672f\u6808\u6574\u5408\u590d\u6742\u3001\u521b\u4f5c\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49fc4fd6-62dd-4a6c-8322-bd0377d61dd3.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\/aa642999-01bd-4673-aa53-7f639fefc7f2.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\/b04e04c4-0931-4e3b-abe9-abeab12bdfb1.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\/f134edcc-16f0-4154-a2e2-95c676cb1f5a.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\/47b7331e-431c-4474-86bc-ed3e9ba8bb09.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\/1dfcd2b8-0851-4b36-a2ae-56df54bd2cbe.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\/0b8f2220-32fe-40bf-9e98-e5e06f4d2d50.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\/0c16d33a-fe81-4d92-bf1e-6355e83575a6.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\/aa573dec-1d5a-42b1-9bb0-c0beb7716877.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y77dTYafJmE\"><source src=\"https:\/\/youtu.be\/y77dTYafJmE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI 3D\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">WebGPU<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528\u6784\u5efa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u53f9\u5176\u6574\u5408\u80fd\u529b\u4e0e\u521b\u610f\u63d0\u5347\uff0c\u5173\u6ce8\u5176\u5904\u7406\u590d\u6742\u9879\u76ee\u7684\u5b9e\u9645\u80fd\u529b\u3001\u8f93\u51fa\u8fde\u8d2f\u6027\u4ee5\u53ca\u8fed\u4ee3\u6210\u672c\u3002\u5177\u4f53\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u5b9e\u65f6\u56e2\u961f\u534f\u4f5c\u529f\u80fd\uff08\u7c7b\u4f3cFigma\uff09\uff0c\u5e76\u8be2\u95ee3D\u8d44\u4ea7\u652f\u6301\u8303\u56f4\u3002\u5b58\u5728\u4e00\u6761\u65e0\u5173\u63a8\u5e7f\u8bc4\u8bba\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Omma\u63cf\u7ed8\u4e86\u4e00\u4e2a\u201c\u5168\u80fdAI\u521b\u4f5c\u8005\u201d\u7684\u8bf1\u4eba\u56fe\u666f\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u9879\u6280\u672f\u7684\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528\u201c\u5e76\u884c\u4ee3\u7406\u201d\u67b6\u6784\u7c97\u66b4\u5730\u7f1d\u5408\u4ee3\u7801\u30013D\u4e0e\u5a92\u4f53\u8fd9\u4e09\u4e2a\u5dee\u5f02\u5de8\u5927\u7684\u751f\u6210\u9886\u57df\u3002\u8fd9\u65e2\u662f\u5176\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u6784\u6210\u4e86\u6700\u6838\u5fc3\u7684\u8d28\u7591\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u6307\u5f53\u4e0bAIGC\u5de5\u5177\u7684\u201c\u788e\u7247\u5316\u201d\u75db\u70b9\u2014\u2014\u5f00\u53d1\u8005\u9700\u5728ChatGPT\u3001Midjourney\u30013D\u751f\u6210\u5de5\u5177\u95f4\u53cd\u590d\u5207\u6362\u548c\u8c03\u8bd5\u3002Omma\u8bd5\u56fe\u7528\u7edf\u4e00\u804a\u5929\u754c\u9762\u548c\u5e76\u884c\u5de5\u4f5c\u6d41\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u91ce\u5fc3\u6781\u5927\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8f93\u51fa\u8fde\u8d2f\u6027\u201d\u548c\u201c\u8fed\u4ee3\u6b21\u6570\u201d\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u8ba9\u591a\u4e2aAI\u4ee3\u7406\u534f\u540c\u4ea7\u51fa\u53ef\u7528\u7684\u3001\u903b\u8f91\u81ea\u6d3d\u7684\u4ea4\u4e92\u5f0f\u5e94\u7528\uff0c\u5176\u6280\u672f\u6311\u6218\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5f88\u53ef\u80fd\u5bfc\u81f4\u7528\u6237\u9700\u8981\u6781\u9ad8\u7684\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u6280\u5de7\u548c\u540e\u7eed\u8c03\u8bd5\u6765\u5f25\u5408\u4e0d\u540c\u6a21\u6001\u8f93\u51fa\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u6d4f\u89c8\u5668\u5185\u201d\u4e0e\u201cWebGPU\u652f\u6301\u201d\u7684\u7279\u6027\uff0c\u5f3a\u8c03\u4e86\u6613\u7528\u6027\u4e0e\u6027\u80fd\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u9650\u5236\u5176\u5904\u7406\u771f\u6b63\u590d\u6742\u3001\u9ad8\u7cbe\u5ea63D\u573a\u666f\u6216\u540e\u7aef\u903b\u8f91\u7684\u80fd\u529b\u3002\u5b83\u66f4\u53ef\u80fd\u7387\u5148\u5728\u8425\u9500\u9875\u9762\u3001\u7b80\u5355\u4e92\u52a8demo\u3001\u6982\u5ff5\u539f\u578b\u7b49\u201c\u8f7b\u91cf\u7ea7\u201d\u573a\u666f\u4e2d\u8bc1\u660e\u4ef7\u503c\u3002\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u7f3a\u5931\uff0c\u5728\u5f53\u524d\u5f3a\u8c03\u534f\u540c\u7684\u521b\u4f5c\u73af\u5883\u4e2d\u4e5f\u662f\u4e00\u4e2a\u660e\u663e\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cOmma\u662f\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5b83\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9\u201c\u6574\u5408\u578bAI\u521b\u4f5c\u5e73\u53f0\u201d\u7684\u5f3a\u70c8\u9700\u6c42\u3002\u4f46\u5728\u4ece\u201c\u70ab\u6280\u201d\u8d70\u5411\u201c\u5b9e\u7528\u201d\u7684\u8def\u4e0a\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u5176\u5e76\u884c\u4ee3\u7406\u80fd\u4ea7\u51fa\u8db3\u591f\u8fde\u8d2f\u3001\u53ef\u7528\u7684\u6210\u679c\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9177\u70ab\u5374\u96be\u4ee5\u9a7e\u9a6d\u7684\u201cAI\u9a6c\u8d5b\u514b\u201d\u751f\u6210\u5668\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u5217\u8868\u7684\u957f\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u8de8\u6a21\u6001\u5de5\u4f5c\u6d41\u7684\u6700\u7ec8\u6210\u719f\u5ea6\u4e0e\u7528\u6237\u4f53\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Omma<\/span>\n <\/div>\n<div class=\"comment-content\">Omma combines code generation (LLMs), 3D generation (AI 3D Gen), and media generation with parallel agents to create interactive apps, websites, 3D assets, and more!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Omma unlocks new levels of creativity. Combines LLMs with video understanding, 3D generation, Image Generation, and more in a single chat interface that allows you to run any kind of coding.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alelepd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alelepd<\/a> Wow, Omma looks next level! Combining LLMs with video, 3D, and image generation in one chat sounds like a huge boost for creativity. Excited to see what people build with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>With Omma you can create 3D interactive experiences and tools with AI, straight in the browser. With native WebGPU support and parallel agents, your wildest ideas are just a prompt away. \ud83e\udd2f<\/code><\/pre>\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>Do you plan to add team collaboration features where multiple people can prompt and edit the same project in real time, similar to how Figma works for traditional design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow, 3D and apps together? How well does it handle complex builds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> You actually can build pretty complex systems! There are also a lot of templates to remix and get started, to reduce the amount of initial prompting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 parallel agents approach is interesting, but I’d want to know how coherent the output actually is when you’re combining code, 3D, and media in one build. Each of those is hard on its own. How much back and forth does it usually take to get from first generation to something actually usable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Parallel agents for building is a really interesting approach. The 3D generation part is what caught my eye. What kind of 3D assets can it handle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi your really have a amazing app and I love it, I’m a model and businesswoman I don’t know if you are intresting to know each other better?.this my telegram [ Annah113 ]<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TEUUV4MOU5UDJ5\" class=\"app-title\">Flowershow<\/a><\/p>\n<div class=\"one-liner\">Publish your markdown as a beautiful website \u2013 in seconds.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flowershow \u662f\u4e00\u6b3e\u80fd\u5c06Markdown\u6587\u4ef6\u5373\u65f6\u53d1\u5e03\u4e3a\u7cbe\u7f8e\u7f51\u7ad9\u7684\u6258\u7ba1\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\uff08\u5c24\u5176\u662f\u5f00\u53d1\u8005\u3001\u6587\u6863\u7f16\u5199\u8005\u548c\u77e5\u8bc6\u7ba1\u7406\u8005\uff09\u5728\u65e0\u9700\u7f16\u7801\u548c\u90e8\u7f72\u8fd0\u7ef4\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u3001\u4f18\u96c5\u5730\u516c\u5f00\u5206\u4eab\u6587\u6863\u3001\u535a\u5ba2\u548c\u77e5\u8bc6\u5e93\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\/f0e65795-8b48-4d3b-84ca-d7cdd631c4c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78e81f24-be0c-412b-a62f-55a78486c6e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb66771f-07c5-484d-9099-49508e22b5fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e926435f-c934-43fa-b0db-e9f8f2c6b52c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1d1575e-37a9-49e6-bb54-b9fdaa87b2ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c02a98f3-6e3c-4f0c-8eac-d3142565fbcb.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\/87a54086-0329-4897-87e1-d5ef2df7d60b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/E9mjeskpdf8\"><source src=\"https:\/\/youtu.be\/E9mjeskpdf8\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/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\">\u9759\u6001\u7ad9\u70b9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Markdown\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Obsidian\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a\u201d\u7406\u5ff5\u548cObsidian\u96c6\u6210\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u529f\u80fd\u7ec6\u8282\uff1a\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49\u57df\u540d\u3001RSS\u8ba2\u9605\u3001\u591a\u7ad9\u70b9\u7ba1\u7406\u3001\u4e0e\u5176\u4ed6Markdown\u5e94\u7528\u8054\u52a8\uff0c\u4ee5\u53ca\u6587\u4ef6\u94fe\u63a5\u5904\u7406\u548c\u5b58\u50a8\u7a7a\u95f4\u3002\u53e6\u6709\u4e00\u5219\u4e25\u91cd\u7684\u5b89\u5168\u6f0f\u6d1e\u62a5\u544a\uff0c\u79f0\u53ef\u8bfb\u53d6\u7528\u6237\u6240\u6709GitHub\u4ed3\u5e93\u6587\u4ef6\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 Flowershow \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u75db\u70b9\u4f9d\u65e7\u660e\u663e\u7684\u5e02\u573a\uff1aMarkdown\u5185\u5bb9\u53d1\u5e03\u3002\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u6838\u5fc3\u7528\u6237\uff08\u6280\u672f\u5199\u4f5c\u8005\u3001\u5f00\u53d1\u8005\u3001Obsidian\u7528\u6237\uff09\u5fc3\u7406\u548c workflow \u7684\u7cbe\u51c6\u62ff\u634f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e Notion\u3001Framer \u7b49\u201c\u5168\u80fd\u578b\u201d\u9009\u624b\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5f3a\u8c03\u201c\u65e0\u4fb5\u5165\u6027\u201d\uff1a\u4e0d\u7ed1\u67b6\u4f60\u7684\u6587\u4ef6\u683c\u5f0f\uff0c\u4e0d\u6539\u53d8\u4f60\u7684\u672c\u5730\u7f16\u8f91\u4e60\u60ef\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u90a3\u4e9b\u73cd\u89c6\u672c\u5730\u6587\u4ef6\u4e3b\u6743\u3001\u538c\u6076\u201c\u5e73\u53f0\u9501\u6b7b\u201d\u7684\u4e13\u4e1a\u7528\u6237\u7684\u723d\u70b9\u3002\u4ece GitHub\u3001Obsidian\u3001CLI \u5230\u62d6\u62fd\u4e0a\u4f20\uff0c\u6240\u6709\u5165\u53e3\u8bbe\u8ba1\u90fd\u65e8\u5728\u6210\u4e3a\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u65e0\u7f1d\u8f93\u51fa\u7ba1\u9053\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u65b0\u7684\u5185\u5bb9\u76d1\u72f1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u514d\u8d39\u627f\u8bfa\u7684\u5e73\u8861\u3002\u5ba3\u79f0\u201c\u6c38\u8fdc\u514d\u8d39\u201d\u662f\u83b7\u5ba2\u5229\u5668\uff0c\u4f46\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u533a\u533a100MB\u514d\u8d39\u7a7a\u95f4\u7684\u62b1\u6028\uff0c\u5df2\u66b4\u9732\u51fa\u4e2a\u4eba\u7528\u6237\u4e0e\u5e73\u53f0\u6210\u672c\u95f4\u7684\u6f5c\u5728\u77db\u76fe\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5728\u201c\u4f18\u96c5\u53d1\u5e03\u201d\u4e0e\u201c\u6df1\u5ea6\u5b9a\u5236\u201d\u95f4\u5f98\u5f8a\u3002\u7528\u6237\u8be2\u95eeFAQ\/Wiki\u4e3b\u9898\uff0c\u6697\u793a\u73b0\u6709\u6a21\u677f\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u66f4\u590d\u6742\u7684\u77e5\u8bc6\u5448\u73b0\u9700\u6c42\u3002\u82e5\u5411\u5b9a\u5236\u5316\u53d1\u5c55\uff0c\u5219\u53ef\u80fd\u9677\u5165\u4e0e Hugo\u3001Jekyll \u7b49\u6210\u719f\u9759\u6001\u751f\u6210\u5668\u7684\u590d\u6742\u7ade\u4e89\uff1b\u82e5\u575a\u5b88\u6781\u7b80\uff0c\u5219\u53ef\u80fd\u88ab\u66f4\u7075\u6d3b\u6216\u66f4\u5782\u76f4\u7684\u5de5\u5177\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5c16\u9510\u7684\u6311\u6218\u6765\u81ea\u90a3\u6761\u5b89\u5168\u6f0f\u6d1e\u8bc4\u8bba\u3002\u5bf9\u4e8e\u4e00\u6b3e\u4ee5\u201c\u5bfc\u5165GitHub\u201d\u4e3a\u6838\u5fc3\u529f\u80fd\u3001\u5904\u7406\u7528\u6237\u79c1\u6709\u5185\u5bb9\u7684\u5e73\u53f0\uff0c\u5b89\u5168\u662f\u751f\u547d\u7ebf\u3002\u6b64\u4e8b\u4ef6\u82e5\u5c5e\u5b9e\uff0c\u4e0d\u4ec5\u66b4\u9732\u4e25\u91cd\u6280\u672f\u7f3a\u9677\uff0c\u66f4\u4f1a\u6467\u6bc1\u5176\u529b\u56fe\u5efa\u7acb\u7684\u201c\u53ef\u4fe1\u8d56\u53d1\u5e03\u5c42\u201d\u5f62\u8c61\u3002\u8fd9\u6bd4\u4efb\u4f55\u529f\u80fd\u7f3a\u5931\u90fd\u66f4\u5177\u6bc1\u706d\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cFlowershow \u662f\u4e00\u6b3e\u7406\u5ff5\u6e05\u6670\u3001\u5207\u5165\u70b9\u7cbe\u51c6\u7684\u4ea7\u54c1\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5c06Markdown\u8f6c\u4e3a\u7f51\u7ad9\u7684\u6280\u672f\uff08\u8fd9\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u4f53\u9a8c\u201d\u3001\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u3001\u201c\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u201d\u548c\u201c\u7edd\u5bf9\u5b89\u5168\u201d\u8fd9\u56db\u6839\u94a2\u4e1d\u4e0a\u8d70\u51fa\u5b8c\u7f8e\u7684\u5e73\u8861\u3002\u76ee\u524d\uff0c\u5b83\u5c55\u793a\u4e86\u826f\u597d\u7684\u5f00\u7aef\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u624d\u521a\u521a\u5f00\u59cb\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\">Flowershow<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your Markdown into a beautiful website instantly. Publish docs, blogs, wikis, and knowledge bases in a fully hosted platform, without dealing with deployment or maintenance. No proprietary format, no vendor lock-in. Import from GitHub, the CLI, Obsidian, or just drag and drop your files. No coding required. Free plan forever.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b I\u2019m the developer behind Flowershow.<\/p>\n<\/p>\n<p>Flowershow came from a pretty simple frustration: we wanted publishing Markdown to be easy, without giving up Markdown itself.<\/p>\n<\/p>\n<p>A lot of tools make publishing easier by asking you to move your content into their system, change your workflow, or adopt some special format. We wanted the opposite. We wanted Markdown to stay Markdown, and publishing to be a separate layer on top.<\/p>\n<\/p>\n<p>We were also tired of setting up and maintaining sites every time we wanted to publish something. We could do it, but it always felt like too much overhead for something that should be straightforward. We also wanted the result to feel polished \u2014 not like a generic generated site, but something genuinely nice to share.<\/p>\n<\/p>\n<p>So we built Flowershow \u2014 a hosted way to publish blogs, docs, wikis, and knowledge bases from Markdown, whether from GitHub, Obsidian, the CLI, or drag and drop.<\/p>\n<\/p>\n<p>Curious to hear what you think and whether this fits your workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olayway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olayway<\/a> Congrats on the launch. Just a question: does it support easy custom domains and RSS feeds out of the box for better sharing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olayway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olayway<\/a> Congrats on the launch … Quick question does it come with built-in support for custom domains and RSS feeds to make sharing easier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olayway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olayway<\/a> Just by looking at what you have done and accomplished, Kudos to you as grow on this site!!!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is owesome service!<\/p>\n<p>I’ve also thought for a while that it would be convenient if Markdown could be published directly.<\/p>\n<p>Quick question: any plans for other markdown apps support? <\/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\/@lazverry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lazverry<\/a> Thank you! What other Markdown apps do you have in mind specifically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 you connect it directly to an Obsidian vault or does it require a separate markdown repo? Love the simplicity of this, well done on shipping it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!! love the philosophy here.<\/p>\n<p>Quick question: any plans to support multiple sites under one account? Thinking about use cases like agencies or teams who’d want to manage several projects from a single workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Markdown to website instantly? Does it support custom domains?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Yes it does \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello, I discovered a very important vulnerability on your platform. Basically I\u2019m able to read all files from public or private Github Repository of every single one of your users.<\/p>\n<\/p>\n<p>Do you have a bug bounty program?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks good, have you thought of creating FAQ- or Wiki-themes?<\/p>\n<\/p>\n<p>It seems all the templates are for blogs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! No vendor lock-in and Obsidian import is a big deal. Definitely giving this a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Congrats For Publishing This Fantastic Tool \u2728<\/strong><br \/><em>boor Question \ud83d\ude05<\/em><\/p>\n<p>is it free all-time ? or i have one (flowershow) domain for all docs ? <br \/>supports the linked words like obsidian ? what if i uploaded a file that has a linked word to another file -i didn’t uploaded it- ?<\/p>\n<p>what if i edited a file ? <br \/>Expand the free space a bit \ud83d\ude04 a 100mb will make a fear for personal using for one like me \ud83d\ude44\ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q3DWHAV6WOUFUR\" class=\"app-title\">Toone<\/a><\/p>\n<div class=\"one-liner\">AI teams that run your work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Toone\u901a\u8fc7\u7c7bSpotlight\u754c\u9762\u7ba1\u7406AI\u667a\u80fd\u4f53\u56e2\u961f\uff0c\u8fde\u63a5\u4e1a\u52a1\u7cfb\u7edf\u5e76\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u8de8\u90e8\u95e8\u534f\u4f5c\u4e0e\u91cd\u590d\u6027\u4efb\u52a1\u6267\u884c\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7884eab5-27a8-4226-b429-fc429eb1721a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43e08c5c-b8d0-485c-aa7e-28c2b1cb6561.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/394c6a9d-0b84-4ed1-8d9f-e869093838e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fcf9795-aed3-4b4d-90de-6528bd74ba33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8c3b8e2-8ae0-4aa3-afdd-32cacfb00bca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d29e2f8f-b266-4969-a623-e5ac13c30c4a.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\/38b84c30-6f81-47be-9411-c08bae626176.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UhV0H7RU6fQ\"><source src=\"https:\/\/youtu.be\/UhV0H7RU6fQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55\u4e0e\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5316\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u521b\u610f\uff0c\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u56e2\u961f\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u903b\u8f91\u673a\u5236\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86\u667a\u80fd\u4f53\u5728\u7b80\u7ea6\u4e0e\u589e\u5f3a\u6a21\u5f0f\u4e0b\u7684\u4e0d\u540c\u534f\u4f5c\u7b56\u7565\uff08\u72ec\u7acb\u5de5\u4f5c vs. \u52a8\u6001\u59d4\u6258\uff09\uff0c\u5e76\u5f3a\u8c03\u5176\u9ad8\u5ea6\u53ef\u5b9a\u5236\u6027\u3002\u53e6\u6709\u4e00\u6761\u63a8\u5e7f\u6027\u8bc4\u8bba\u53ca\u65e0\u5173\u56de\u590d\uff0c\u65e0\u5b9e\u8d28\u6027\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 Toone\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u7b80\u5355\u7684\u201c\u53e6\u4e00\u4e2aAI\u5de5\u5177\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f01\u4e1a\u7ea7\u7684\u201c\u667a\u80fd\u4f53\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2aAI\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u7684\u7f16\u6392\u5c42\uff0c\u5c06\u5206\u6563\u7684AI\u667a\u80fd\u4f53\u8f6c\u5316\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u534f\u4f5c\u7684\u201c\u6570\u5b57\u56e2\u961f\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u63d0\u53ca\u7684\u90e8\u95e8\u6a21\u677f\uff08\u5982\u5a92\u4f53\u673a\u6784\u7684Instagram\u96c6\u6210\u5206\u6790\uff09\u63ed\u793a\u4e86\u5176\u771f\u5b9e\u91ce\u5fc3\uff1a\u6210\u4e3a\u5782\u76f4\u9886\u57df\u5de5\u4f5c\u6d41\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u5c01\u88c5\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7c7bSpotlight\u754c\u9762\u201d\u964d\u4f4e\u4e86\u64cd\u4f5c\u95e8\u69db\uff0c\u4f46\u667a\u80fd\u4f53\u95f4\u7684\u4efb\u52a1\u62c6\u89e3\u3001\u8d23\u4efb\u8fb9\u754c\u4e0e\u9519\u8bef\u8ffd\u6eaf\u673a\u5236\u662f\u5426\u8db3\u591f\u5065\u58ee\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u590d\u6742\u4efb\u52a1\u5904\u7406\u201d\u7684\u7591\u95ee\u6070\u6070\u70b9\u4e2d\u4e86\u5f53\u524d\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u534f\u8c03\u903b\u8f91\u7684\u53ef\u9760\u6027\u4e0e\u900f\u660e\u5ea6\u3002\u5176\u6b21\uff0c\u201c\u7ec8\u8eab\u6a21\u677f\u201d\u7684\u8425\u9500\u7b56\u7565\u6697\u793a\u5176\u53ef\u80fd\u8d70\u5411\u5c01\u95ed\u7684\u3001\u573a\u666f\u5316\u7684\u89e3\u51b3\u65b9\u6848\u751f\u6001\uff0c\u8fd9\u4e0e\u5f00\u6e90\u4ee3\u7801\u53d1\u5e03\u7684\u63d0\u53ca\u5b58\u5728\u6f5c\u5728\u5f20\u529b\uff0c\u5176\u5e73\u53f0\u7684\u4e2d\u7acb\u6027\u548c\u6269\u5c55\u6027\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u8d85\u8d8a\u5f53\u524d\u5e02\u573a\u4e0a\u5e38\u89c1\u7684\u3001\u8106\u5f31\u7684\u81ea\u52a8\u5316\u811a\u672c\u96c6\u5408\uff0c\u901a\u8fc7\u667a\u80fd\u4f53\u95f4\u7684\u52a8\u6001\u534f\u5546\u4e0e\u5b66\u4e60\uff0c\u771f\u6b63\u5e94\u5bf9\u975e\u6807\u51c6\u3001\u957f\u94fe\u6761\u7684\u4e1a\u52a1\u6d41\u7a0b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u662f\u4e00\u4e2a\u62ab\u7740AI\u5916\u8863\u7684\u3001\u66f4\u7f8e\u89c2\u7684IFTTT\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u5de5\u4f5c\u64cd\u4f5c\u7cfb\u7edf\u3002\u5176\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u667a\u80fd\u4f53\u201c\u56e2\u961f\u201d\u7684\u96c6\u4f53\u667a\u5546\uff0c\u800c\u975e\u5355\u4e2a\u6210\u5458\u7684\u70ab\u6280\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\">Toone<\/span>\n <\/div>\n<div class=\"comment-content\">Manage teams of agents through a Spotlight-like interface. Hook up your sites as integrations. Record meetings & run routines. Access free templates for various departments, each with unique features built in. For ProductHunt users, we are offering Lifetime Templates, such as the Media Org, which has custom integration with Instagram for Hook Analysing & Post crafting.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea. How do the AI teams handle complex tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Hey Maxwell, how’s going? It depends on the setup, if you go for minimalistic (i.e few agents), then they work more independently. If you get a more enhanced setup, they constantly delegate and make sure that the other agents can be aware of its whereabouts. But it’s pretty much open how you setup your project \ud83d\ude04 I myself have the craziest automations and setups, and they are working \ud83e\udd0c <\/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\">Hi! I’m Matt, this is the tool I’ve been using daily and I hope you find it useful as I did! There is the open source code that will be released in case there’s interest! Thank you very much Product Hunt! Please take a look I’m sure you will love it.<\/div>\n<div class=\"comment-actions\">\n<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>Hi your really have a amazing app and I love it, I’m a model and businesswoman I don’t know if you are intresting to know each other better?.Test me on telegram [ Annah113 ]<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/HJJEFWAVKPTNO5\" class=\"app-title\">Descent<\/a><\/p>\n<div class=\"one-liner\">Set a budget and get alerted when flights get cheap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u8bbe\u5b9a\u9884\u7b97\u548c\u63a5\u6536\u964d\u4ef7\u63d0\u9192\uff0c\u89e3\u51b3\u7528\u6237\u9891\u7e41\u3001\u7126\u8651\u5730\u624b\u52a8\u67e5\u8be2\u673a\u7968\u4ef7\u683c\u75db\u70b9\u7684\u822a\u73ed\u4ef7\u683c\u8ffd\u8e2a\u5e94\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7f3258b-0834-4bc8-9608-841fcfe1eb46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbc7b863-a061-44f2-b545-30d12b1e2c45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b02ef60a-943e-473b-82a4-0666964a69fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u822a\u73ed\u4ef7\u683c\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Apple Intelligence<\/span><br \/>\n <span class=\"tag\">\u673a\u7968\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u89c4\u5212<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5f3a\u8feb\u6027\u67e5\u4ef7\u201d\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u89e6\u53d1\u63d0\u9192\u540e\u7684\u8df3\u8f6c\u76ee\u7684\u5730\uff08\u5df2\u89e3\u7b54\u4e3aGoogle Flights\uff09\u3001\u5f00\u59cb\u8ffd\u8e2a\u7684\u65f6\u95f4\u8303\u56f4\uff08\u521b\u5efa\u5373\u5f00\u59cb\uff0c\u652f\u6301\u8fdc\u671f\uff09\u4ee5\u53ca\u80fd\u5426\u771f\u6b63\u6293\u4f4f\u65e9\u671f\u4f18\u60e0\uff08\u6bcf3\u5c0f\u65f6\u68c0\u67e5\uff09\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u79ef\u6781\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 Descent\u7684\u672c\u8d28\uff0c\u662f\u5c06\u7528\u6237\u5bf9\u673a\u7968\u4ef7\u683c\u7684\u201c\u7126\u8651\u201d\u4e0e\u201c\u671f\u5f85\u201d\u8fd9\u4e24\u79cd\u60c5\u7eea\u8fdb\u884c\u7a0b\u5e8f\u5316\u3001\u81ea\u52a8\u5316\u7ba1\u7406\u3002\u5b83\u770b\u4f3c\u89e3\u51b3\u7684\u662f\u201c\u67e5\u4ef7\u201d\u8fd9\u4e2a\u884c\u4e3a\u6548\u7387\u95ee\u9898\uff0c\u5b9e\u5219\u7784\u51c6\u7684\u662f\u7528\u6237\u5fc3\u7406\u5c42\u9762\u7684\u201c\u4e0d\u786e\u5b9a\u6027\u538c\u6076\u201d\u4e0e\u201c\u5360\u4fbf\u5b9c\u5fc3\u7406\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6570\u636e\u6e90\uff08\u4f9d\u8d56Google Flights\uff09\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u6570\u5b57\u54e8\u5175\u201d\uff0c\u7528\u786e\u5b9a\u6027\uff08\u8bbe\u5b9a\u9884\u7b97\uff09\u5bf9\u6297\u5e02\u573a\u6ce2\u52a8\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u4ece\u800c\u5c06\u7528\u6237\u4ece\u6301\u7eed\u51b3\u7b56\u75b2\u52b3\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u9510\u5ea6\u4f53\u73b0\u5728\u201cDescent Copilot\u201d\u529f\u80fd\u3002\u5b83\u5229\u7528\u7aef\u4fa7Apple Intelligence\u5b9e\u73b0\u81ea\u7136\u8bed\u8a00\u521b\u5efa\u63d0\u9192\uff0c\u8fd9\u4e0d\u4ec5\u662f\u4ea4\u4e92\u521b\u65b0\uff0c\u66f4\u662f\u6218\u7565\u5361\u4f4d\u3002\u5b83\u5de7\u5999\u5730\u5c06\u590d\u6742\u7684\u591a\u6761\u4ef6\u7b5b\u9009\uff08\u65f6\u95f4\u3001\u76ee\u7684\u5730\u3001\u9884\u7b97\u3001\u8231\u4f4d\uff09\u8f6c\u5316\u4e3a\u4e00\u53e5\u4eba\u8bdd\uff0c\u5927\u5e45\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u540c\u65f6\u51ed\u501f\u7aef\u4fa7\u8fd0\u884c\u5f3a\u8c03\u9690\u79c1\u4e0e\u5373\u65f6\u6027\uff0c\u4e0e\u4f9d\u8d56\u4e91\u7aef\u8ba2\u9605\u7684\u7ade\u54c1\u5f62\u6210\u5dee\u5f02\u5316\u3002\u8fd9\u6697\u793a\u4e86\u5176\u672a\u6765\u53ef\u80fd\u8fdb\u5316\u4e3a\u66f4\u6cdb\u5316\u3001\u4e2a\u6027\u5316\u7684\u65c5\u884c\u610f\u56fe\u4ee3\u7406\uff08Agent\uff09\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u957f\u671f\u58c1\u5792\u5b58\u7591\u3002\u4f5c\u4e3a\u514d\u8d39\u5e94\u7528\uff0c\u5176\u6570\u636e\u7ba1\u9053\u4f9d\u8d56\u7b2c\u4e09\u65b9\uff08Google Flights\uff09\uff0c\u76c8\u5229\u6a21\u5f0f\u672a\u660e\uff0c\u672a\u6765\u82e5\u8f6c\u5411\u8ba2\u9605\u5236\uff0c\u7528\u6237\u662f\u5426\u4f1a\u4e3a\u201c\u81ea\u52a8\u5316\u67e5\u4ef7\u201d\u8fd9\u4e00\u5355\u4e00\u529f\u80fd\u6301\u7eed\u4ed8\u8d39\uff1f\u6b64\u5916\uff0c\u5176\u201c\u8ffd\u8e2a\u201d\u80fd\u529b\u53d7\u9650\u4e8e\u4e0a\u6e38\u6570\u636e\u6e90\u7684\u5f00\u653e\u7a0b\u5ea6\u4e0e\u4ef7\u683c\u66f4\u65b0\u9891\u7387\uff0c\u5728\u6355\u6349\u77ac\u65f6\u201cBug\u7968\u201d\u6216\u590d\u6742\u8054\u7a0b\u7968\u65b9\u9762\u53ef\u80fd\u529b\u6709\u4e0d\u902e\u3002\u5b83\u662f\u4e00\u6b3e\u7cbe\u51c6\u5207\u5165\u5229\u57fa\u573a\u666f\u7684\u4f18\u79c0\u201c\u6b62\u75db\u836f\u201d\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u65c5\u884c\u89c4\u5212\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4ecd\u9700\u5728\u6570\u636e\u6df1\u5ea6\u3001\u9884\u8ba2\u95ed\u73af\u6216\u793e\u533a\u5316\u5171\u4eab\u7b56\u7565\u4e0a\u6784\u5efa\u66f4\u5bbd\u7684\u62a4\u57ce\u6cb3\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\">Descent<\/span>\n <\/div>\n<div class=\"comment-content\">I kept obsessively checking Google Flights hoping prices would drop. So I built Descent, set a budget for any route, and get alerted the moment fares go below it. It tracks business\/economy class, direct flights, multiple currencies, and passenger count. The fun part: Descent Copilot lets you create alerts by just saying \u201cCheap flights to Tokyo in August under 150 euros\u201d, powered by Apple Intelligence, fully on-device. Free to try. Would love your feedback!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an app that automates my crippling obsession with checking Google Flights at 2am. My therapist will be thrilled. Or unemployed.<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Hey Ilya, you are on point… That’s literally why I built it, I was the person refreshing Google Flights at 2am ‘just one more time.’ Now Descent does the obsessing for you so you can sleep. <br \/>Your therapist might lose a client, but at least you’ll be well-rested for your cheap flight to Tokyo \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I\u2019m Pietro, the solo indie dev behind Descent.<\/p>\n<p>I built this because I was tired of obsessively checking Google Flights hoping a fare would drop. I wanted something simple: set a budget, get notified when the price goes below it. That\u2019s it.<\/p>\n<p>I started with an ugly proof-of-concept to make sure the idea actually worked, then shipped a polished version based on community feedback. Business class filtering, direct-only flights, passenger count, multi-currency, all features users asked for.<\/p>\n<p>The part I\u2019m most excited about: Descent Copilot. You can create alerts using natural language, just say \u201cCheap flights to Tokyo in August, direct only, under 150 euros\u201d and it\u2019s done. It runs entirely on-device using Apple Intelligence. No cloud, no subscriptions needed for that.<\/p>\n<p>The app is free to download and use. I\u2019d love to hear your feedback, and curious: what\u2019s the first route you\u2019d track?<\/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\/@pmessineo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pmessineo<\/a> Nice concept. Will try it out, good job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! When a fare alert fires, where does it take you? Does it deep-link into a specific booking platform like Google Flights, Kayak, or Skyscanner? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rephelper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rephelper<\/a> Thanks \ud83d\ude4f it takes you to Google flights directly with the trip set.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Finally! How far in advance does it start tracking prices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Thanks Maxwell! It starts tracking as soon as you create an alert, you can set departure dates as far out as flights are available (typically up to 11-12 months ahead, depending on the airline). Once active, it checks prices every 3 hours and notifies you the moment the fare drops below your budget. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>This is such a good idea. I always feel like I\u2019m checking flights over and over hoping they drop. Does it actually catch the best deals early enough to make a difference?<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Hi Becky, thanks! Yes, indeed! We check flights every three hours for you! And when the price drops, we send you a push notification! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DRIBGYG4HL4FYC\" class=\"app-title\">Magine<\/a><\/p>\n<div class=\"one-liner\">Spawn vision-enabled AI agents autonomously browsing the web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">140<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magine \u662f\u4e00\u6b3e\u57fa\u4e8e\u89c6\u89c9\u611f\u77e5\u7684AI\u667a\u80fd\u4f53\u4e91\u5e73\u53f0\uff0c\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u201c\u770b\u5c4f\u201d\u64cd\u4f5c\u7684\u65b9\u5f0f\uff0c\u81ea\u4e3b\u6d4f\u89c8\u548c\u64cd\u4f5c\u7f51\u9875\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\u56e0\u7f51\u9875DOM\u7ed3\u6784\u53d8\u52a8\u800c\u9891\u7e41\u5931\u6548\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\/6e09dc6f-a39e-4b76-bef5-01333bd91b63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04fee23c-5b22-4520-afe5-4c525fa92364.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4059b4e3-fef5-49d9-9908-e33f91cd8c83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80c8fb1c-5dd1-4c9d-8f93-c40ca48d52df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d80b50a-2f3c-4dff-b588-24460351cdd6.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u89c9AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6d41\u7a0b\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u6d4f\u89c8<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7528\u6237\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5b66\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u89c6\u89c9\u9a71\u52a8\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u6bd4\u4f20\u7edfDOM\u6293\u53d6\u66f4\u5065\u58ee\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\u8fd0\u884c\u7684\u6210\u672c\u63a7\u5236\u3001\u5904\u7406\u52a8\u6001\u5185\u5bb9\uff08\u5982\u65e0\u9650\u6eda\u52a8\uff09\u548c\u767b\u5f55\u5899\u7684\u53ef\u9760\u6027\u3001\u6267\u884c\u8fc7\u7a0b\u7684\u53ef\u89c2\u6d4b\u6027\uff08\u907f\u514d\u9ed1\u76d2\uff09\uff0c\u4ee5\u53ca\u5bf9\u9a8c\u8bc1\u7801\u7b49\u53cd\u722c\u63aa\u65bd\u7684\u5e94\u5bf9\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 Magine \u5ba3\u79f0\u7684\u201c\u89c6\u89c9\u9a71\u52a8\u667a\u80fd\u4f53\u201d\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u987d\u75be\u2014\u2014\u73af\u5883\u52a8\u6001\u6027\u3002\u4f20\u7edf\u57fa\u4e8eAPI\u6216DOM\u89e3\u6790\u7684\u81ea\u52a8\u5316\u65b9\u6848\u672c\u8d28\u4e0a\u662f\u201c\u76f2\u4eba\u6478\u8c61\u201d\uff0c\u4e00\u65e6\u524d\u7aefUI\u50cf\u7d20\u7ea7\u53d8\u52a8\uff0c\u6574\u4e2a\u5de5\u4f5c\u6d41\u4fbf\u571f\u5d29\u74e6\u89e3\u3002Magine\u5c06\u4ea4\u4e92\u57fa\u7840\u4ece\u8106\u5f31\u7684\u4ee3\u7801\u7ed3\u6784\u5c42\uff0c\u63d0\u5347\u81f3\u7a33\u5b9a\u7684\u89c6\u89c9\u5448\u73b0\u5c42\uff0c\u6a21\u4eff\u4eba\u7c7b\u201c\u6240\u89c1\u5373\u6240\u64cd\u4f5c\u201d\u7684\u8303\u5f0f\uff0c\u8fd9\u5728\u7406\u8bba\u4e0a\u662f\u66f4\u6839\u672c\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u613f\u666f\u4e0b\u6f5c\u85cf\u7740\u591a\u91cd\u73b0\u5b9e\u6311\u6218\u3002\u9996\u5148\uff0c\u6210\u672c\u4e0e\u6548\u7387\u7684\u5e73\u8861\u5982\u5c65\u8584\u51b0\u3002\u8fde\u7eed\u622a\u5c4f\u4e0e\u89c6\u89c9\u5927\u6a21\u578b\u63a8\u7406\u662f\u6c89\u91cd\u7684\u7b97\u529b\u8d1f\u62c5\uff0c\u5c3d\u7ba1\u56e2\u961f\u63d0\u53ca\u4e86\u81ea\u9002\u5e94\u91c7\u6837\u4e0e\u6a21\u578b\u8def\u7531\u7b49\u4f18\u5316\u6280\u672f\uff0c\u4f46\u5728\u5927\u89c4\u6a21\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u5176\u7ecf\u6d4e\u6027\u5c1a\u672a\u7ecf\u8fc7\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u201c\u50cf\u4eba\u4e00\u6837\u770b\u201d\u4e5f\u610f\u5473\u7740\u53ef\u80fd\u201c\u50cf\u4eba\u4e00\u6837\u6162\u201d\uff0c\u9762\u5bf9\u590d\u6742\u52a8\u6001\u9875\u9762\uff0c\u5176\u201c\u89c2\u5bdf-\u601d\u8003-\u884c\u52a8\u201d\u7684\u5faa\u73af\u80fd\u5426\u4fdd\u6301\u9ad8\u6548\u4e0e\u786e\u5b9a\uff0c\u5b58\u6709\u7591\u95ee\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684Twitter\u3001Reddit\u767b\u5f55\u95ee\u9898\u5373\u662f\u660e\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u5730\u770b\uff0cMagine\u8bd5\u56fe\u5c06\u975e\u7ed3\u6784\u5316\u7684\u89c6\u89c9\u4fe1\u606f\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u64cd\u4f5c\u6307\u4ee4\uff0c\u8fd9\u672c\u8eab\u662f\u4e00\u4e2a\u6781\u5176\u590d\u6742\u7684\u611f\u77e5-\u51b3\u7b56\u95ed\u73af\u3002\u5b83\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6240\u6709\u811a\u672c\uff0c\u800c\u5728\u4e8e\u4e3a\u81ea\u52a8\u5316\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5177\u5907\u5bb9\u9519\u4e0e\u81ea\u9002\u5e94\u80fd\u529b\u7684\u201c\u57fa\u5ea7\u201d\u3002\u5176\u201c\u884c\u52a8\u6d41\u201d\u8bb0\u5f55\u529f\u80fd\u662f\u5bf9\u6297\u667a\u80fd\u4f53\u201c\u9ed1\u7bb1\u201d\u73b0\u8c61\u7684\u4e00\u6b21\u6709\u76ca\u5c1d\u8bd5\uff0c\u4f46\u5982\u4f55\u4ece\u6d77\u91cf\u5e27\u5e8f\u5217\u4e2d\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\uff0c\u4f9d\u7136\u8003\u9a8c\u7740\u4ea7\u54c1\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cMagine\u7684\u65b9\u5411\u4ee3\u8868\u4e86\u8fdb\u5316\u7684\u4e00\u6b65\uff0c\u4f46\u5b83\u6240\u8e0f\u5165\u7684\u662f\u6210\u672c\u3001\u53ef\u9760\u6027\u3001\u53ef\u89e3\u91ca\u6027\u4e09\u91cd\u538b\u529b\u5e76\u5b58\u7684\u6df1\u6c34\u533a\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u73b0\u6709\u65b9\u6848\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u91cd\u6784\u4ea4\u4e92\u8303\u5f0f\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u50cf\u4eba\u4e00\u6837\u7075\u6d3b\u201d\u4e0e\u201c\u6bd4\u673a\u5668\u66f4\u9ad8\u6548\u7a33\u5b9a\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u9ec4\u91d1\u5e73\u8861\u70b9\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\">Magine<\/span>\n <\/div>\n<div class=\"comment-content\">A cloud of orchestrated, vision-enabled AI agents – autonomously browsing the web like a human would. \/\\_\/\\ ( ^.^ ) -> visit magine.cloud = ” = Magine AI is purposely built for autonomous zero-human interference where AI can now see, dream, train in real-time, and think like humans where the internet will be for bots humans are the watchers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\ude80 Hey Hunters! Sagar here – maker of Magine \ud83d\ude38 . We built Magine because we were tired of AI agents that *break the moment a button moves*.<\/p>\n<p>So we asked a simple question:<br \/>\n> What if AI could actually SEE the web like humans do?<br \/>\nThat\u2019s how “Sight-Driven Agents (SDAs)” were born \ud83d\udc40<\/p>\n<p>\ud83d\udc3e What you can do with Magine:<\/p>\n<p>– Type a GitHub username \u2192 get a “deep AI analysis instantly”<br \/>\n– Spin up **autonomous browser agents** that:<br \/>\n – Browse the internet for you<br \/>\n * click<br \/>\n * login<br \/>\n * post<br \/>\n * automate workflows<br \/>\n– Schedule them in plain English \u2192 \u201cSend me the latest Product Hunt launches this week via email.”<br \/>\n– Sit back while your “catbots \ud83d\udc31” run the internet for you<\/p>\n<p>\u26a1 Why it\u2019s different?<br \/>\nMost agents = blind (APIs + DOM scraping + MCP) \u274c<br \/>\nMagine = vision-enabled agents that SEE, THINK, ACT \u2705<\/p>\n<p>They watch the screen \u2192 plan \u2192 act \u2192 learn \u2192 repeat<br \/>\nJust like a human\u2026 but faster, tireless, and 24\/7.<\/p>\n<p>\ud83e\udde0 Real use cases people are already running:<br \/>\n– Gmail triage \ud83d\udce5<br \/>\n– LinkedIn automation \ud83d\udcbc<br \/>\n– X (Twitter) summaries \ud83e\uddf5<br \/>\n– Monitoring dashboards \ud83d\udcca<br \/>\n– Full \u201cvibe deployments\u201d \u2014 describe \u2192 agent ships it<\/p>\n<p>\ud83d\udd25 Fun part?<\/p>\n<p>It\u2019s all inside a modern “terminal UI”<br \/>\nBecause let\u2019s be honest\u2026 terminals just hit different.<\/p>\n<p>\ud83c\udf81 For Product Hunt users:<\/p>\n<p>We\u2019re giving FREE TOKENS to try it out \u2192 no friction, just type & go.<\/p>\n<p>\ud83d\udc49 Try it: <a href=\"https:\/\/magine.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/magine.cloud<\/a><\/p>\n<p>We\u2019re launching this week and would love your feedback \ud83d\ude4c<br \/>\nAsk anything, break things, push it to the limits.<\/p>\n<p>> iMagine what your AI could do while you sleep. \ud83d\udc3e<\/p>\n<p>Let\u2019s build the internet for bots \u26a1<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>PS: Thanks to Magine for scheduling its own launch\ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sagar4nfs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sagar4nfs<\/a> Loving the vision-powered catbots. Quick test: How reliably does it handle dynamic sites like Product Hunt leaderboards (e.g., scraping today’s top launches into a summary)?\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sagar4nfs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sagar4nfs<\/a> \ud83d\ude38\ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 cutest website I have seen this week. <\/p>\n<p>It’s clear that the builder has a good aesthetic sense (judging by GitHub as well) \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>Thanks, Nika! Your PH threads helped me connect with other hunters\ud83e\udd70. <br \/>I was secretly waiting for someone to call out the \u201ccute\u201d UI. Also noticed that not everyone (especially non-developers) enjoys the geeky look, so I\u2019m working on a dual experience- terminal-style for devs and a simple mode, switchable in one click.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running vision-based agents for web monitoring is something I’ve thought about a lot – the fragility of DOM-based approaches is a real pain. One thing I haven’t seen addressed much: how do you handle the token cost at scale if you’re running continuous frame capture across multiple concurrent agents? That feels like it could get expensive fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a>Genuinely, optimizing this was very tough. This includes minimal token usage by <strong>not processing every frame blindly<\/strong>– it uses adaptive sampling (event-driven frame capture..) and only invokes heavy vision reasoning when there\u2019s a meaningful UI change or decision point ..e.g CAPTCHAS or getting user’s credentials. On top of that, a <strong>Mixture-of-Experts <\/strong>pipeline, routing lightweight perception tasks to cheaper deployed models and reserving high-cost models only for complex reasoning, which keeps multi-agent runs cost-efficient. In parallel, it maintains its own short-term and long-term memory, along with context caching to track UI elements and [<strong>STEPs]<\/strong> (which are the crucial part of workflow).<\/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>Can it constantly track a list of my competitors and keep giving me updates on the pages that are launching everyday?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@subhasis_sahoo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@subhasis_sahoo1<\/a> <strong>Anywhere<\/strong>…….<strong>Anytime<\/strong>. You name the use case – <strong>Magine <\/strong>gets it done. \ud83d\ude04 Only catch? It eats tokens like crazy\u2026 working on that next.<\/p>\n<p>And hey, thanks for being here early, you\u2019re part of this launch now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@subhasis_sahoo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@subhasis_sahoo1<\/a>I\u2019ll tell you one case… I was listening to my favorite songs when I watched Magine write an entire email to one of our hunters as we were launching this week. It extracted the hunter’s email from PH & composed the entire email from my Gmail and sent him successfully, even scheduling a follow-up mail for future collaboration in my draft.<\/p>\n<p><strong>Proof:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/166cc4bd-28ce-4250-8ce9-c96e335c2c3a.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! The vision first approach is what sets this apart. Most browser automation breaks the second the UI changes, but agents that actually see the screen the way a human does should be way more resilient to that. How well does it handle sites that are heavy on dynamic content or have login walls? Does it manage sessions on its own? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> \ud83d\ude4c ..this as a closed-loop perception-action system: continuous frame capture + temporal state accumulation, with adaptive scrolling heuristics and DOM-assisted grounding only when confidence drops. For auth, each agent runs in an isolated chromium browser context with persisted session state (cookies\/localStorage expires at TTL 7 days) and on-demand re-auth flows, so it can reliably traverse login walls without breaking execution chains. Though Magine is still behaving a bit weirdly with X (Twitter) and Reddit login walls and still these two are creating issues while authentication.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “sight-driven” approach is the right bet. APIs break every time the UI changes, but vision-based agents adapt the same way humans do. We’re working on something similar for desktop automation (not just browser) and the reliability difference between DOM scraping and screen vision is night and day.<\/p>\n<p>How does Magine handle sites with heavy dynamic content like infinite scroll or lazy-loaded elements? That’s usually where vision agents struggle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Love this – totally agree on the reliability shift. For dynamic content, Magine uses iterative perception loops (scroll \u2192 observe \u2192 re-evaluate) with temporal awareness, so it behaves more like a human exploring rather than a one-shot vision guess.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping this, the vision-based approach vs DOM scraping is the right bet. One question: once your agents are running scheduled tasks autonomously, how do you get visibility into what they’re actually doing at the prompt\/response level? We ran into this with local agent stacks and it became a serious blind spot. That’s what Veil-Piercer solves, curious if browser agents hit the same wall.<\/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\/@lauren_flipo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lauren_flipo<\/a> Yeah, this \u201cblack box\u201d problem is very real. To handle that, Magine records <strong>step-level action traces<\/strong> – every frame, decision, and action is logged as part of an \u201caction stream.\u201d So instead of just prompt\/response logs, you get:<\/p>\n<p>-what the agent <em>saw<\/em><\/p>\n<p>-how it <em>reasoned<\/em><\/p>\n<p>-what it <em>did<\/em> (clicks, inputs, navigation)<\/p>\n<p>Think of it more like a replayable execution timeline rather than a traditional LLM log – which helps avoid that blind spot you mentioned.<\/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>The action stream idea is interesting but I’m curious how useful it actually is when something goes subtly wrong. A hard failure is easy to spot. What about when the agent completes the task but not quite the way you intended?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the vision aspect – are these agents actually processing visual elements on pages or just seeing the DOM structure? the idea of AI agents that can navigate sites like humans do is fascinating, especially for automating tasks that require visual context recognition.<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Yes, The SDAs are<strong> <\/strong>actually processing visual frames, not just relying on DOM. We do use <em>light DOM grounding<\/em> when helpful, but the core loop is vision-first – understanding layout, context, and UI state directly from the screen, which is why they stay resilient to UI changes.<\/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\/@sagar4nfs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sagar4nfs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sagar4nfs<\/a> Super cool. So, if I have a Playwright script that suffers from this DOM hell you speak of, constantly breaking, could your agent analyze the script and recreate it using vision?<\/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\/@mark_brandon2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_brandon2<\/a> You\u2019re already thinking in the right direction \ud83d\ude4c The idea is that even if it breaks right now, it can recover and correct itself by learning from its own mistakes. Authentication might fail on the first attempt for some users, but it usually succeeds on retry without throwing errors. I\u2019m currently working on improving long-term memory for UI\/DOM patterns so it becomes more consistent and reliable across all users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Magine handle CAPTCHAs and other anti-bot protections while browsing autonomously? Really exciting to see vision based agents in action, nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> \ud83d\ude4c Give it a try – it might break, work, and break again, but it will definitely gonna improve over time. i’m on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CVJ2TY5KT3QMZV\" class=\"app-title\">Aikido \u00d7 Lovable<\/a><\/p>\n<div class=\"one-liner\">Agentic pentesting, now inside Lovable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aikido \u00d7 Lovable\u5c06\u667a\u80fd\u6e17\u900f\u6d4b\u8bd5\u96c6\u6210\u5230Lovable\u5f00\u53d1\u5e73\u53f0\u4e2d\uff0c\u4f7f\u5f00\u53d1\u8005\u5728\u6784\u5efa\u9636\u6bb5\u5c31\u80fd\u6a21\u62df\u771f\u5b9e\u653b\u51fb\u5e76\u4fee\u590d\u6f0f\u6d1e\uff0c\u89e3\u51b3\u4e86\u5e94\u7528\u5728\u53d1\u5e03\u524d\u7f3a\u4e4f\u4fbf\u6377\u3001\u81ea\u52a8\u5316\u5b89\u5168\u6d4b\u8bd5\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\/d1517d59-bcf7-4bfe-9c21-b126f36c756d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/158e26dc-6a93-4e45-85c3-4d43f181f87d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6b0dd4e-363e-494c-892f-4c1abdec21e3.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\/53f4c843-a981-477a-b602-78e8a1ee1d87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/661a3a9e-66db-4e17-8dfc-cfaa009e5ba5.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\">Security<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e94\u7528\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6e17\u900f\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5de6\u79fb<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5c06\u5b89\u5168\u5185\u7f6e\u662f\u6b63\u786e\u65b9\u5411\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u591a\u4e91\u73af\u5883\u4e0b\u5a01\u80c1\u4f18\u5148\u7ea7\u7684\u5904\u7406\u903b\u8f91\uff0c\u4ee5\u53ca\u5b89\u5168\u626b\u63cf\u7684\u6df1\u5ea6\u3002\u6709\u6df1\u5ea6\u8bc4\u8bba\u6307\u51fa\u5b98\u7f51\u4fe1\u606f\u67b6\u6784\u5b58\u5728\u8ba4\u77e5\u8d1f\u8f7d\u95ee\u9898\uff0c\u6838\u5fc3\u4f18\u52bf\uff08\u5982\u964d\u4f4e85%\u8bef\u62a5\uff09\u5c55\u793a\u4f4d\u7f6e\u4e0d\u591f\u7a81\u51fa\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u7684\u6539\u8fdb\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 Aikido \u00d7 Lovable \u6253\u51fa\u4e86\u4e00\u5f20\u6f02\u4eae\u7684\u201c\u5b89\u5168\u5de6\u79fb\u201d\u724c\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201cAgentic pentesting\u201d\u548c\u201cAI AutoFix\u201d\u624d\u662f\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\u4e0e\u98ce\u9669\u6240\u5728\u3002\u5b83\u8bd5\u56fe\u5c06\u4e13\u4e1a\u5b89\u5168\u80fd\u529b\u964d\u7ef4\u6210\u5e73\u53f0\u5185\u5d4c\u529f\u80fd\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u589e\u52a0\u4e00\u4e2a\u626b\u63cf\u5de5\u5177\uff0c\u800c\u662f\u901a\u8fc7\u6a21\u62df\u653b\u51fb\u7684\u201c\u4ee3\u7406\u201d\u548c\u81ea\u52a8\u4fee\u590d\u7684\u201cAI\u201d\uff0c\u5728\u5f00\u53d1\u8005\u5fc3\u667a\u548c workflow \u4e2d\u5efa\u7acb\u4e00\u9053\u81ea\u52a8\u5316\u5b89\u5168\u9632\u7ebf\uff0c\u8fd9\u76f4\u6307\u4f20\u7edf\u5b89\u5168\u5de5\u5177\u4f53\u9a8c\u5dee\u3001\u53cd\u9988\u6162\u3001\u8bef\u62a5\u9ad8\u7684\u6838\u5fc3\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u6070\u6070\u523a\u4e2d\u4e86\u5176\u5929\u82b1\u677f\u7684\u8f6f\u808b\u3002\u5728\u591a\u4e91\u6df7\u5408\u7684\u590d\u6742\u8fd0\u884c\u65f6\u73af\u5883\u4e2d\uff0c\u201c\u667a\u80fd\u4f53\u201d\u5982\u4f55\u7cbe\u51c6\u5224\u5b9a\u653b\u51fb\u5f71\u54cd\u8303\u56f4\u5e76\u4f18\u5148\u5904\u7406\uff1f\u8fd9\u8003\u9a8c\u7684\u662f\u5176\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u5173\u8054\u5206\u6790\u7684\u771f\u5b9eAI\u529f\u529b\uff0c\u800c\u975e\u7b80\u5355\u7684\u89c4\u5219\u5f15\u64ce\u3002\u5b98\u7f51\u5c06\u201c\u7edf\u4e00\u5e73\u53f0\u201d\u4e0e\u201c\u66ff\u4ee316\u79cd\u5de5\u5177\u201d\u5e76\u5217\uff0c\u66b4\u9732\u4e86\u5176\u5e02\u573a\u5b9a\u4f4d\u7684\u5fae\u5999\u77db\u76fe\uff1a\u662f\u60f3\u6210\u4e3a\u7b80\u6d01\u667a\u80fd\u7684\u201c\u4e2d\u67a2\u7cfb\u7edf\u201d\uff0c\u8fd8\u662f\u529f\u80fd\u5806\u780c\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\uff1f\u524d\u8005\u662f\u98a0\u8986\u6027\u4f53\u9a8c\uff0c\u540e\u8005\u5219\u53ef\u80fd\u9677\u5165\u4f20\u7edf\u5b89\u5168\u4ea7\u54c1\u7684\u529f\u80fd\u7ade\u8d5b\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6210\u8d25\u5173\u952e\u5728\u4e8e\u201c\u667a\u80fd\u201d\u7684\u542b\u91d1\u91cf\u3002\u82e5\u80fd\u771f\u6b63\u5b9e\u73b0\u9ad8\u51c6\u786e\u7387\u7684\u81ea\u52a8\u5316\u6f0f\u6d1e\u4fee\u590d\uff0c\u5b83\u5c06\u4ece\u201c\u53d1\u73b0\u95ee\u9898\u201d\u7684\u6210\u672c\u4e2d\u5fc3\uff0c\u8f6c\u5411\u201c\u89e3\u51b3\u95ee\u9898\u201d\u7684\u6548\u7387\u5f15\u64ce\uff0c\u8fd9\u624d\u662f\u5bf9\u5b89\u5168\u8d1f\u8d23\u4eba\u548c\u5f00\u53d1\u8005\u6700\u5177\u8bf1\u60d1\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u7ed9\u5f00\u53d1\u6d41\u7a0b\u589e\u52a0\u201c\u5b89\u5168\u8d1f\u62c5\u201d\u7684\u666e\u901a\u626b\u63cf\u5668\u3002\u5176\u4e0eLovable\u7684\u6df1\u5ea6\u96c6\u6210\u662f\u4f18\u52bf\uff0c\u4f46\u6700\u7ec8\u5fc5\u987b\u8bc1\u660e\uff0c\u5176AI\u4e0d\u662f\u8425\u9500\u8bdd\u672f\uff0c\u800c\u662f\u80fd\u663e\u8457\u964d\u4f4e\u4fee\u590d\u6210\u672c\u4e0e\u8ba4\u77e5\u8d1f\u8377\u7684\u53ef\u9760\u751f\u4ea7\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\">Aikido \u00d7 Lovable<\/span>\n <\/div>\n<div class=\"comment-content\">Lovable and Aikido bring pentesting into the platform, allowing builders to simulate real-world attacks and fix issues before shipping.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The <a href=\"https:\/\/www.producthunt.com\/p\/vibecoding\/the-state-of-vibe-coding-2025-key-takeaways\" target=\"_blank\" rel=\"noopener\">State of Vibe Coding 2025<\/a> report highlighted a security challenge. <a href=\"https:\/\/www.producthunt.com\/products\/lovable\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lovable\" target=\"_blank\" rel=\"noopener\">@Lovable<\/a> is addressing it with <a href=\"https:\/\/www.producthunt.com\/products\/aikido-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"aikido-2\" target=\"_blank\" rel=\"noopener\">@Aikido Security<\/a>. Promising.<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Quick question: in multi-cloud setups like AWS + GCP, how does AutoTriage prioritize runtime threats across environments without missing blast radius?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome product, <a href=\"https:\/\/www.producthunt.com\/@flxg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"flxg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flxg<\/a>! I spent 5 minutes on the page. <\/p>\n<p>The “Secure everything you build, host, and run” line is a bold promise.<\/p>\n<p>The hero section caught my eye for one reason. You claim to <strong>fix vulnerabilities automatically with AI AutoFix<\/strong>. Then below, under the Unified Platform section, you list 16 categories of tools you replace. That’s a lot to digest.<\/p>\n<p>Here’s the tension. <\/p>\n<p>A developer landing on your page reads <strong>one central system<\/strong>. But… the page immediately shows a long list of 16 things you replace. That creates cognitive load. Got it? <\/p>\n<p>And a user might think this is a platform and then be handed a shopping list of features.<\/p>\n<p>The middle section has a strong stat: “Cut false positives by 85%.” But it’s buried under a HOW IT WORKS block. <\/p>\n<p>That’s your strongest differentiator. A security lead needs to see that number before they see how you do it.<\/p>\n<p>I attached a screenshot to show what I mean.<\/p>\n<p>Spotted 3 other things that need to be tightened. Happy to share.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecf50be5-be08-42e3-8343-1b1e9170b43d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Security built into Lovable is a great move. How deep does it scan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JULHQOBRZNP6KQ\" class=\"app-title\">Basedash Insights<\/a><\/p>\n<div class=\"one-liner\">Fully autonomous data analysis agent for daily insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5168\u81ea\u52a8\u6570\u636e\u5206\u6790\u4ee3\u7406\uff0c\u901a\u8fc7\u8fde\u63a5\u6570\u636e\u6e90\uff0c\u6bcf\u65e5\u4e3b\u52a8\u63a8\u9001\u56fe\u8868\u652f\u6491\u7684\u5173\u952e\u4e1a\u52a1\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u6570\u636e\u63a5\u5165\u540e\u4e0d\u77e5\u5982\u4f55\u5206\u6790\u3001\u9762\u4e34\u201c\u7a7a\u767d\u753b\u5e03\u201d\u56f0\u5883\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\/02059115-65ae-4122-86e3-934dff45ef95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a7b8565-8f91-4a1b-a0fe-1b3d811a12b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbe9c401-a4cd-4c69-8941-9d125565e2c7.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\/a48b34fe-fe5c-434a-bc7f-e2d59868d367.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8Vpa-EnIALU\"><source src=\"https:\/\/youtu.be\/8Vpa-EnIALU\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u4e3b\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">BI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u6307\u6807<\/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\u4e3b\u52a8\u53d1\u73b0\u201d\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u201c\u7a7a\u767d\u753b\u5e03\u201d\u95ee\u9898\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u6d1e\u5bdf\u4f18\u5148\u7ea7\u5982\u4f55\u8bbe\u5b9a\u53ca\u8c03\u6574\uff1f\u90e8\u5206\u53cd\u9988\u5efa\u8bae\u53ef\u805a\u7126\u4e8e\u201c\u5355\u4e00\u5173\u952e\u6307\u6807\u201d\u3002\u6709\u8bc4\u8bba\u8ba4\u4e3a\u5176\u5df2\u8d85\u8d8a\u5206\u6790\uff0c\u6210\u4e3a\u201c\u51b3\u7b56\u5c42\u201d\uff0c\u6a21\u7cca\u4e86\u4f20\u7edfBI\u8fb9\u754c\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 Insights \u5ba3\u79f0\u7684\u201c\u5168\u81ea\u52a8\u201d\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u5bf9\u4f20\u7edfBI\u5de5\u4f5c\u6d41\u7684\u6839\u672c\u6027\u89e3\u6784\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5206\u6790\u80fd\u529b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u95ee\u9898\u5b9a\u4e49\u201d\u8fd9\u4e00\u6700\u9ad8\u8ba4\u77e5\u95e8\u69db\u81ea\u52a8\u5316\u4e86\u3002\u4f20\u7edf\u5206\u6790\u6d41\u7a0b\u4e2d\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u63d0\u51fa\u6b63\u786e\u95ee\u9898\uff0c\u5176\u4ef7\u503c\u8fdc\u9ad8\u4e8e\u540e\u7eed\u7684\u56fe\u8868\u751f\u6210\u3002Insights \u8bd5\u56fe\u7528\u7b97\u6cd5\u66ff\u4ee3\u4ea7\u54c1\u8d1f\u8d23\u4eba\u6216\u6570\u636e\u5206\u6790\u5e08\u7684\u76f4\u89c9\uff0c\u76f4\u63a5\u8f93\u51fa\u201c\u4ec0\u4e48\u503c\u5f97\u5173\u6ce8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u5e26\u6765\u4e86\u53cc\u91cd\u98a0\u8986\uff1a\u4e00\u662f\u5bf9\u88ab\u52a8\u5f0f\u770b\u677f\uff08Dashboard\uff09\u7684\u5426\u5b9a\uff0c\u7528\u4e3b\u52a8\u63a8\u9001\u53d6\u4ee3\u88ab\u52a8\u5237\u65b0\uff1b\u4e8c\u662f\u5bf9\u63d0\u793a\u8bcd\uff08Prompt\uff09\u9a71\u52a8\u578bAI\u5206\u6790\u7684\u626c\u5f03\uff0c\u8bd5\u56fe\u8fbe\u5230\u771f\u6b63\u7684\u201c\u65e0\u611f\u8fd0\u884c\u201d\u3002\u4ece\u8bc4\u8bba\u4e2d\u201c\u57fa\u4e8eBasedash\u5206\u6790Basedash\u201d\u7684\u6848\u4f8b\u53ef\u89c1\uff0c\u5176\u6d1e\u5bdf\u80fd\u53d1\u73b0\u4eba\u7c7b\u60ef\u6027\u601d\u7ef4\u76f2\u533a\uff08\u5982Slack\u96c6\u6210\u4ef7\u503c\uff09\uff0c\u8fd9\u5370\u8bc1\u4e86\u5176\u4f5c\u4e3a\u201c\u5f02\u5e38\u63a2\u6d4b\u5668\u201d\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u98ce\u9669\u4e0e\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u7b97\u6cd5\u5b9a\u4e49\u7684\u201c\u91cd\u8981\u201d\u662f\u5426\u7b49\u540c\u4e8e\u4e1a\u52a1\u7684\u201c\u91cd\u8981\u201d\uff1f\u201c\u65e0\u914d\u7f6e\u201d\u7684\u53e6\u4e00\u9762\u53ef\u80fd\u662f\u201c\u4e0d\u53ef\u63a7\u201d\uff0c\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u9762\u524d\uff0c\u901a\u7528\u7b97\u6cd5\u53ef\u80fd\u6d41\u4e8e\u8868\u9762\u76f8\u5173\u6027\uff0c\u800c\u9519\u8fc7\u6df1\u5c42\u7684\u56e0\u679c\u6d1e\u5bdf\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u4e00\u7ea7\u8b66\u62a5\u7cfb\u7edf\u201d\uff0c\u4f46\u96be\u4ee5\u66ff\u4ee3\u6df1\u5ea6\u7684\u5f52\u56e0\u5206\u6790\u548c\u6218\u7565\u601d\u8003\u3002\u5b83\u4e0d\u662f\u5728\u5851\u9020\u51b3\u7b56\uff0c\u800c\u662f\u5728\u9ad8\u6548\u5730\u8bbe\u7f6e\u51b3\u7b56\u8bae\u7a0b\u2014\u2014\u8fd9\u5df2\u6781\u5177\u4ef7\u503c\uff0c\u4f46\u9700\u8b66\u60d5\u5c06\u5176\u5949\u4e3a\u201c\u51b3\u7b56\u5927\u8111\u201d\u7684\u5e7b\u89c9\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u7b97\u6cd5\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u53ef\u89e3\u91ca\u6027\/\u53ef\u5f15\u5bfc\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\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 Insights<\/span>\n <\/div>\n<div class=\"comment-content\">The first fully autonomous analytics agent. Simply connect your data, and Basedash surfaces clear, chart-backed insights every day \u2014 retention changes, activation drop-offs, revenue shifts. No dashboards to build. No prompts to write. Just answers your team can act on.<\/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>Excited to launch Insights, the next step in our vision for fully autonomous analytics.<\/p>\n<p>Earlier this year we launched Autopilot \u2014 an AI agent you could schedule to analyze your data and send you takeaways. That was a big leap. But you still had to set it up, give it guidance, choose a schedule.<\/p>\n<p>Insights removes all of that. It’s fully proactive. No prompts, no configuration, no scheduling. You connect your data and Basedash just starts surfacing what matters \u2014 automatically, every day.<\/p>\n<p>Each insight is a short, clear observation backed by a chart you can explore. Things like which cohorts are retaining differently, where activation is dropping off, or why a revenue spike happened. <\/p>\n<p>We built this because we kept seeing the same pattern: teams connect their data, build a few charts, and then don’t know what to do next. Insights solves the blank canvas problem entirely. <\/p>\n<p>Would love to hear what you think. Happy to answer questions about how it works under the hood and what’s coming next!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Kudos on the launch, one quick question: how does it prioritize which insights to surface first, and can users tweak those priorities over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> This is a big step forward, removing the setup and just surfacing what matters makes a lot of sense. Love how it tackles the blank canvas problem, excited to see how teams actually use this day to 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<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> Hey, cool thing, as feedback. We understand that actually these kind of metrics that can really help, there’s usually just one or two of them. Like, objectively watching some big dashboard is pretty hard. But if you learn to reduce everything to one single number that would say pretty well what’s going on, that’s, well, either a single number at a moment in time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been able to dogfood Insights for a while on my other product RYSE (social workout tracking app). Figured it’d be fun to show what sorts of insights I am getting for free there just by being hooked up to Basedash.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84ab024b-88ee-4ebf-a95b-bb5f418e31ca.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bryan_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryan_hunter<\/a> Dang, this is always so cool to see<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Basedash Insights surfaces really cool usage trends that we never would have thought to investigate.<\/p>\n<\/p>\n<p>For example, one insight was: “When teams start using Basedash in Slack, chat activity jumps \u2014 and nearly half of it moves there.” That gave us a strong signal that our Slack integration is valuable and something we should promote more, since it’s a meaningful value-add for users. I realize this insight is a bit “meta,” since it’s Basedash generating insights about Basedash, but many of our customers have reported similarly useful insights.<\/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>Super pumped about this launch. The first time you receive an insight that you didn’t even ask for you really appreciate the magic of autonomous analytics. It’s so much better than having to remember to check things yourself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction.<\/p>\n<p>It feels like this goes beyond analytics into something closer to a decision layer.<\/p>\n<p>When the system not only analyzes data but decides what matters, surfaces priorities, and suggests actions, the role of dashboards starts to fade.<\/p>\n<p>Instead of exploring data, teams are being guided toward decisions.<\/p>\n<p>Curious how you think about this long term.<\/p>\n<p>Do you see Basedash evolving as a BI tool, or as infrastructure that actively shapes how companies make 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<\/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\/RUDOZY6DW32DVZ\" class=\"app-title\">Uni-1 by Luma<\/a><\/p>\n<div class=\"one-liner\">A unified foundation model that thinks in pixels<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Uni-1\u662fLuma\u63a8\u51fa\u7684\u7edf\u4e00\u56fe\u50cf\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7\u50cf\u7d20\u7ea7\u601d\u8003\uff0c\u5728\u521b\u610f\u5185\u5bb9\u751f\u6210\u4e0e\u7f16\u8f91\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u56fe\u50cf\u6a21\u578b\u7406\u89e3\u529b\u4e0d\u8db3\u3001\u8f93\u51fa\u540c\u8d28\u5316\u4e25\u91cd\u3001\u96be\u4ee5\u7cbe\u51c6\u9075\u5faa\u590d\u6742\u6307\u4ee4\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\/4119dda2-33ae-4ac6-b015-43f008fe7618.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tkgEb5hO6iM\"><source src=\"https:\/\/www.youtube.com\/watch?v=tkgEb5hO6iM\" 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\/52c03967-73ac-469e-9c16-0da3930f78a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fde395f9-19e3-44ed-96ad-49943a292fbf.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\/d0db6d2e-135f-484f-9c1a-7979e0498d08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc6fab34-9297-4352-a8b7-f7b3b0853ec2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5507c89-398e-4351-93ca-468ca649f5b1.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\/3f13ebc0-50e7-4c92-9e31-cf5dfa5b2c01.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\/be2b56ac-23b0-4056-a346-c4be54a1f57d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55d1c1a3-e5fc-469b-8712-c8b0cc7f7370.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b616a3ed-8dcf-4b30-a6ad-f25cebdc6ad3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fc29e65-502b-4525-a6d3-895c87a0de7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c020dc9-3b17-4982-8d1e-8a98d612ba0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/340e43e5-23f3-4d1e-8e88-9bb774ca11cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73fa2b97-e408-49c6-8633-ddddde2897ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea72654a-9323-4cee-9405-f49fe3e7c01f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d42bf0de-ec9f-41cf-9a0d-8ee7a4fc8657.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\/3bf27771-3330-4719-a46d-3e645ed0ff46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e833201-15d3-4f86-803f-cfe4de722779.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30090bc9-c1e5-4bcb-93ae-827dc1561771.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/954243c0-9320-40a0-9881-46e3806dc2ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50be381f-c3c9-430f-9a67-1d1b8e68b0ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e2f651f-3d9b-4eb2-b268-88fed720409a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1ec893c-b964-4a1a-bff0-16586ea1529d.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7edf\u4e00\u56fe\u50cf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u56fe\u8ddf\u968f<\/span><br \/>\n <span class=\"tag\">\u975e\u901a\u7528\u5316\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u6a21\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u7edf\u4e00\u7406\u89e3\u4e0e\u751f\u6210\u7684\u67b6\u6784\u662f\u91cd\u8981\u65b9\u5411\uff0c\u6d4b\u8bd5\u6548\u679c\u826f\u597d\uff0c\u5c24\u5176\u6b23\u8d4f\u5176\u5bf9\u98ce\u683c\u3001\u7ed3\u6784\u7684\u7406\u89e3\u80fd\u529b\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u89c6\u9891\u751f\u6210\u7684\u5177\u4f53\u53c2\u6570\uff08\u5982\u6700\u5927\u65f6\u957f\uff09\uff0c\u8868\u660e\u5bf9\u529f\u80fd\u6269\u5c55\u7684\u5173\u6ce8\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 Uni-1\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u666e\u901a\u7684\u56fe\u50cf\u6a21\u578b\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662fLuma\u5728\u201c\u667a\u80fd\u7edf\u4e00\u201d\u53d9\u4e8b\u4e0b\u7684\u4e00\u6b21\u5173\u952e\u843d\u5b50\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u6587\u751f\u56fe\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u201c\u601d\u8003\u540e\u518d\u7ed8\u5236\u201d\u7684\u67b6\u6784\u4e3b\u5f20\u2014\u2014\u5c06\u7406\u89e3\u4e0e\u751f\u6210\u7f6e\u4e8e\u540c\u4e00\u6a21\u578b\u4e2d\uff0c\u65e8\u5728\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u8f93\u51fa\u4e0e\u610f\u56fe\u7684\u5bf9\u9f50\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4e3b\u6d41\u56fe\u50cf\u6a21\u578b\u5927\u591a\u9075\u5faa\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u50cf\u7d20\u201d\u7684\u8303\u5f0f\uff0c\u867d\u80fd\u751f\u6210\u89c6\u89c9\u4e0a\u5438\u5f15\u4eba\u7684\u7ed3\u679c\uff0c\u4f46\u5728\u6df1\u5ea6\u7406\u89e3\u98ce\u683c\u3001\u7ed3\u6784\u3001\u6587\u672c\u5185\u6db5\u53ca\u590d\u6742\u53c2\u8003\u56fe\u65b9\u9762\u5b58\u5728\u74f6\u9888\uff0c\u5bfc\u81f4\u8f93\u51fa\u201c\u7cbe\u7f8e\u4f46\u6cdb\u7528\u201d\uff0c\u96be\u4ee5\u76f4\u63a5\u6295\u5165\u4e25\u8083\u7684\u521b\u610f\u751f\u4ea7\u6d41\u7a0b\u3002Uni-1\u5ba3\u79f0\u80fd\u201c\u4e0d\u5bfb\u5e38\u5730\u201d\u5904\u7406\u597d\u98ce\u683c\u3001\u6587\u672c\u3001\u6f2b\u753b\u7b49\u5143\u7d20\uff0c\u5176\u6f5c\u53f0\u8bcd\u6b63\u662f\u76f4\u6307\u8fd9\u4e00\u884c\u4e1a\u901a\u75c5\uff1a\u7f3a\u4e4f\u6df1\u5c42\u63a8\u7406\u7684\u751f\u6210\uff0c\u5929\u82b1\u677f\u89e6\u624b\u53ef\u53ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u7edf\u4e00\u201d\u7684\u542b\u91d1\u91cf\u3002\u6a21\u578b\u662f\u5426\u771f\u7684\u5b9e\u73b0\u4e86\u6df1\u5c42\u7684\u3001\u53ef\u6cdb\u5316\u7684\u201c\u7406\u89e3\u201d\uff0c\u8fd8\u662f\u4ec5\u4ec5\u901a\u8fc7\u66f4\u7cbe\u5de7\u7684\u5de5\u7a0b\u548c\u8bad\u7ec3\u6570\u636e\uff0c\u5728\u7279\u5b9a\u63d0\u793a\u8bcd\u548c\u98ce\u683c\u4e0a\u8868\u73b0\u66f4\u4f73\uff1f\u4ece\u6709\u9650\u7684\u521d\u671f\u53cd\u9988\u770b\uff0c\u7528\u6237\u8ba4\u53ef\u5176\u8f93\u51fa\u201c\u66f4\u5c11\u901a\u7528\u3001\u66f4\u53ef\u7528\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u79ef\u6781\u4fe1\u53f7\uff0c\u4f46\u8ddd\u79bb\u5176\u5ba3\u79f0\u7684\u201c\u901a\u5411\u7edf\u4e00\u667a\u80fd\u7684\u7b2c\u4e00\u6b65\u201d\u4ecd\u6709\u6f2b\u6f2b\u957f\u8def\u3002\u89c6\u9891\u751f\u6210\u529f\u80fd\u7684\u88ab\u63d0\u53ca\uff0c\u4e5f\u6697\u793a\u4e86Luma\u53ef\u80fd\u610f\u5728\u8d85\u8d8a\u9759\u6001\u56fe\u50cf\uff0c\u6784\u5efa\u591a\u6a21\u6001\u7edf\u4e00\u6846\u67b6\u7684\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u82e5\u5176\u6280\u672f\u8def\u5f84\u88ab\u9a8c\u8bc1\u6709\u6548\uff0cUni-1\u53ef\u80fd\u6210\u4e3a\u64ac\u52a8AI\u5185\u5bb9\u521b\u4f5c\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u7684\u5173\u952e\u6760\u6746\uff0c\u4e3a\u4e13\u4e1a\u521b\u4f5c\u8005\u63d0\u4f9b\u771f\u6b63\u53ef\u63a7\u3001\u53ef\u7528\u7684\u52a9\u624b\u3002\u53cd\u4e4b\uff0c\u82e5\u5176\u201c\u7406\u89e3\u201d\u80fd\u529b\u4ec5\u9650\u4e8e\u7279\u5b9a\u9886\u57df\u6216\u672a\u80fd\u663e\u8457\u8d85\u8d8a\u7ade\u54c1\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u53c2\u6570\u7ade\u8d5b\u4e2d\u7684\u4eae\u70b9\uff0c\u800c\u975e\u8303\u5f0f\u8f6c\u53d8\u3002Luma\u6b64\u6b21\u7684\u201c\u58f0\u660e\u201d\u8db3\u591f\u54cd\u4eae\uff0c\u4f46\u5e02\u573a\u7684\u6700\u7ec8\u88c1\u51b3\uff0c\u5c06\u53d6\u51b3\u4e8e\u6a21\u578b\u5728\u771f\u5b9e\u3001\u590d\u6742\u3001\u82db\u523b\u7684\u521b\u610f\u5de5\u4f5c\u6d41\u4e2d\uff0c\u80fd\u5426\u6301\u7eed\u4ea4\u4ed8\u201c\u7406\u89e3\u201d\u540e\u7684\u4ef7\u503c\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\">Uni-1 by Luma<\/span>\n <\/div>\n<div class=\"comment-content\">Uni-1 is the new unified image model from Luma for generation and editing. It reasons through prompts, follows references closely, and handles style, text, memes, and manga unusually well, so outputs feel less generic and more usable for real creative work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was testing it: <br \/><a href=\"https:\/\/x.com\/BusMark_w_Nika\/status\/2036180150677897324?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/BusMark_w_Nika\/status\/2036180150677897324?s=20<\/a> <\/p>\n<\/p>\n<p>Also they have other features interesting, esp. video<\/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>Hi everyone!<\/p>\n<p>With Uni-1, Luma is making a very strong statement about where image models are going. Generation without understanding can only go so far.<\/p>\n<p>By unifying understanding and generation in one architecture, Uni-1 is Luma’s first serious step on the path toward unified intelligence. That is what makes this more interesting than a normal image model launch.<\/p>\n<p>A model that can actually understand style, structure, references, and intent before drawing is a very different thing from a model that just predicts attractive pixels. That is the real signal here.<\/p>\n<p>Try for yourself: <a href=\"https:\/\/app.lumalabs.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.lumalabs.ai\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I have tested it for a couple of use cases… <a href=\"https:\/\/x.com\/beginnersblog1\/status\/2036305537424621855?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/beginnersblog1\/status\/2036305537424621855<\/a><\/p>\n<\/p>\n<p>Really enjoyed it. Thanks to <a href=\"https:\/\/www.producthunt.com\/products\/luma-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"luma-ai\" target=\"_blank\" rel=\"noopener\">@Luma AI<\/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>What’s the maximum lenght of the video generated? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/H3GBGRMS7KYAI6\" class=\"app-title\">Coddo<\/a><\/p>\n<div class=\"one-liner\">Your tasks are the interface<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coddo\u662f\u4e00\u6b3e\u4ee5\u4efb\u52a1\u770b\u677f\u4e3a\u6838\u5fc3\u754c\u9762\u7684AI\u8f85\u52a9\u5f00\u53d1\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5c06\u5f00\u53d1\u5de5\u4f5c\u62bd\u8c61\u4e3a\u4efb\u52a1\u5361\u7247\u3001\u81ea\u52a8\u521b\u5efaGit\u5206\u652f\u5e76\u59d4\u6258AI\u6267\u884c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4f20\u7edfIDE\u4e2d\u56e0\u7ba1\u7406\u591a\u4e2aAI\u7f16\u7801\u4efb\u52a1\u800c\u5bfc\u81f4\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u5206\u652f\u6df7\u4e71\u548c\u7f3a\u4e4f\u89c6\u89c9\u7ed3\u6784\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/467fdc60-4f43-4635-8c61-5ec90ab8192d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a7fa5ad-6e15-4364-8357-cde7bb482e9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f4f55d1-aef2-4504-90b0-74708102ab51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1007e3f2-a45f-4f88-a6ef-a7f815749b99.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u9a71\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u770b\u677f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Git\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u89c4\u8303\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u8303\u5f0f<\/span><br \/>\n <span class=\"tag\">Claude Code\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u4e0a\u4e0b\u6587\u5207\u6362\u548c\u4efb\u52a1\u9057\u5fd8\u7684\u75db\u70b9\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u201c\u6280\u80fd\u201d\u7cfb\u7edf\u5982\u4f55\u786e\u4fdd\u4ee3\u7801\u4e00\u81f4\u6027\uff1b2. \u8de8\u5e73\u53f0\uff08Windows\/Linux\uff09\u652f\u6301\u8ba1\u5212\uff1b3. \u591a\u9879\u76ee\u7ba1\u7406\u80fd\u529b\uff1b4. \u4e0eClaude Code\u7684\u540c\u6b65\u53ca\u81ea\u6709\u804a\u5929\u754c\u9762\u7684\u5b9e\u7528\u6027\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u8de8\u5e73\u53f0\u548c\u591a\u9879\u76ee\u652f\u6301\u5df2\u5728\u89c4\u5212\u4e2d\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 Coddo\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u201c\u66f4\u597d\u7684IDE\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u98a0\u8986\u8f6f\u4ef6\u6784\u5efa\u7684\u5e95\u5c42\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u5c06\u201c\u4efb\u52a1\u201d\u800c\u975e\u201c\u6587\u4ef6\u201d\u6216\u201c\u9879\u76ee\u201d\u4f5c\u4e3a\u7b2c\u4e00\u516c\u6c11\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u201cAI+\u5f00\u53d1\u201d\u5de5\u4f5c\u6d41\u4e2d\u6838\u5fc3\u77db\u76fe\u7684\u4e00\u6b21\u7cbe\u51c6\u624b\u672f\uff1aAI\u80fd\u5feb\u901f\u4ea7\u51fa\u4ee3\u7801\uff0c\u5374\u52a0\u5267\u4e86\u5de5\u7a0b\u7ba1\u7406\u7684\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\u3002\u7b2c\u4e00\u662f**\u62bd\u8c61\u5c42\u4ef7\u503c**\uff1a\u5b83\u901a\u8fc7\u770b\u677f\u754c\u9762\uff0c\u5728\u5f00\u53d1\u8005\u5fc3\u667a\u4e0e\u590d\u6742\u7684\u4ee3\u7801\u53d8\u66f4\u4e4b\u95f4\u5efa\u7acb\u4e86\u4e00\u4e2a\u6e05\u6670\u3001\u7a33\u5b9a\u7684\u7f13\u51b2\u5c42\uff0c\u8ba9\u5f00\u53d1\u8005\u5f97\u4ee5\u505c\u7559\u5728\u201c\u8981\u505a\u4ec0\u4e48\u201d\u7684\u610f\u56fe\u5c42\u9762\uff0c\u800c\u5c06\u201c\u5982\u4f55\u5b9e\u73b0\u201d\u7684\u7410\u788e\u7ec6\u8282\uff08\u5982\u5206\u652f\u7ba1\u7406\u3001AI\u6307\u4ee4\u8c03\u5ea6\uff09\u59d4\u6258\u7ed9\u7cfb\u7edf\u3002\u8fd9\u6709\u671b\u63d0\u5347\u4e13\u6ce8\u5ea6\uff0c\u5c24\u5176\u9002\u5408\u9700\u6c42\u9a71\u52a8\u3001\u4efb\u52a1\u7410\u788e\u7684AI\u8f85\u52a9\u5f00\u53d1\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\u662f**\u89c4\u8303\u5316\u4ef7\u503c**\uff0c\u8fd9\u4e5f\u662f\u5176\u201c\u6280\u80fd\u201d\u7cfb\u7edf\u6240\u6697\u793a\u7684\u66f4\u5177\u6f5c\u529b\u7684\u65b9\u5411\u3002\u5f53\u524dAI\u7f16\u7801\u6700\u5927\u7684\u56e2\u961f\u534f\u4f5c\u75db\u70b9\u5728\u4e8e\u8f93\u51fa\u7684\u968f\u673a\u6027\u548c\u98ce\u683c\u4e0d\u4e00\u81f4\u3002\u5982\u679c\u201c\u6280\u80fd\u201d\u80fd\u6210\u4e3a\u53ef\u7f16\u7801\u3001\u53ef\u5f3a\u5236\u6267\u884c\u7684\u56e2\u961f\u5f00\u53d1\u516c\u7ea6\uff08\u5982\u547d\u540d\u89c4\u8303\u3001\u5b89\u5168\u6a21\u5f0f\uff09\uff0c\u5e76\u8ba9AI\u4ee3\u7406\u4e25\u683c\u9075\u5b88\uff0c\u90a3\u4e48Coddo\u5c31\u4ece\u4e2a\u4eba\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u8dc3\u5347\u4e3a\u56e2\u961f\u4ee3\u7801\u8d28\u91cf\u548c\u53ef\u7ef4\u62a4\u6027\u7684\u5b88\u62a4\u5e73\u53f0\u3002\u8fd9\u6bd4\u4e00\u4e2a\u53ef\u89c6\u5316\u7684\u4efb\u52a1\u7ba1\u7406\u5668\u610f\u4e49\u6df1\u8fdc\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56Claude Code\u4f5c\u4e3a\u5e95\u5c42\u5f15\u64ce\uff0c\u5b58\u5728\u6280\u672f\u7ed1\u5b9a\u548c\u8fed\u4ee3\u8ddf\u968f\u7684\u98ce\u9669\uff0c\u5176\u81ea\u6709\u804a\u5929\u754c\u9762\u88ab\u7528\u6237\u8d28\u7591\u4e5f\u5728\u60c5\u7406\u4e4b\u4e2d\u3002\u5176\u6b21\uff0c\u8fd9\u79cd\u201c\u4efb\u52a1\u81f3\u4e0a\u201d\u7684\u8303\u5f0f\u662f\u5426\u9002\u7528\u4e8e\u6240\u6709\u7c7b\u578b\u7684\u5f00\u53d1\u5de5\u4f5c\uff08\u5982\u9700\u8981\u6df1\u5ea6\u6c89\u6d78\u5f0f\u5bfc\u822a\u7684\u590d\u6742\u67b6\u6784\u8c03\u6574\uff09\u4ecd\u6709\u5f85\u68c0\u9a8c\u3002\u5b83\u53ef\u80fd\u66f4\u64c5\u957f\u529f\u80fd\u589e\u5220\u6539\u7b49\u79bb\u6563\u578b\u4efb\u52a1\uff0c\u800c\u975e\u7cfb\u7edf\u6027\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cCoddo\u662f\u4e00\u6b21\u5927\u80c6\u4e14\u65b9\u5411\u6b63\u786e\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u770b\u677f\u662f\u5426\u7cbe\u7f8e\uff0c\u800c\u5728\u4e8e\u5176\u201c\u6280\u80fd\u201d\u7cfb\u7edf\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u6280\u672f\u58c1\u5792\uff0c\u4ee5\u53ca\u5176\u8303\u5f0f\u80fd\u5426\u88ab\u4e3b\u6d41\u5f00\u53d1\u8005\u6240\u63a5\u7eb3\uff0c\u4ece\u800c\u771f\u6b63\u5b9a\u4e49\u4e00\u79cd\u65b0\u7684\u3001\u4eba\u673a\u534f\u4f5c\u7684\u8f6f\u4ef6\u5f00\u53d1\u65b9\u6cd5\u8bba\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Coddo<\/span>\n <\/div>\n<div class=\"comment-content\">VS Code, Cursor, Windsurf, open files, write code. Same paradigm. Coddo is different. Built around tasks. Define what needs done. Coddo spins up a Git branch, delegates to AI, tracks progress. You stay at the task level. Always. \ud83d\uddc2 Task-first Kanban \u2014 every card is a unit of work \ud83e\udde0 Skills \u2014 your conventions, applied everywhere \ud83c\udf3f Auto Git branches \u2014 clean, isolated, automatic Not a better IDE. A different way to build software. Free. macOS only for now.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I’m Robin, the dev behind Coddo.<\/p>\n<p>I built this because I was drowning in Claude Code tasks with no visual structure. Branches everywhere, context lost between sessions, no idea what was actually running. I wasn’t coding faster, I was just managing mess faster.<\/p>\n<p>So I built a task-first dev environment. Not a better IDE. A different paradigm entirely, your Kanban board is the interface, the code is just the output.<\/p>\n<p>I’ve been using Coddo to build Coddo itself for the past few months. That was the real test.<\/p>\n<p>The app is free to download on macOS.<\/p>\n<p>Curious: what’s the first thing you’d delegate to Claude Code if your whole workflow was organized around tasks?<\/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\/@robinnat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robinnat<\/a> Hey Robin, just a quick q; how does Coddo handle applying reusable “skills” across those messy AI outputs to keep code consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<pre><code>Congratulations on the launch! Do you have plans to release a Windows\/Linux version in the near future?<\/code><\/pre>\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\/@maria_bazhukova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_bazhukova<\/a> Thanks! Yes, Windows and Linux are both planned. We’re focusing on macOS for now but they’re coming. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is so real. I always think of new tasks while working with AI agents and just forget them by the time I’m done reviewing. Love having the Kanban right there for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Thanks! That\u2019s exactly the use case, capture tasks as they come without breaking your flow. Glad it resonates! \ud83d\ude4c\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Cursor daily and still find myself context-switching between “what am I building” and “which file am I in.” congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> Thanks! That\u2019s exactly the problem Coddo is tackling, keeping you focused on what you\u2019re building instead of where you are in the codebase. Hope you give it a try! \ud83d\ude4c\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “skills” concept caught my attention. we work on a lot of healthcare integrations where conventions matter (FHIR naming, security patterns, etc). if this can actually learn and apply team conventions automatically, that’s huge. most AI tools ignore the stylistic consistency that makes codebases maintainable. what kinds of conventions have you tested it 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do handle plan mode inside Coddo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ariel_camus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ariel_camus<\/a> Plan mode is available in the chat. For tasks, they run directly in execution mode. Would you find it useful to have a plan mode option on tasks as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, Is it for one project at a time or multiple projects can be handeled?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hiteshlab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiteshlab<\/a> Hi! Right now it’s one project per window, but you can open multiple windows to work on different projects at the same time. That said, multi-project support is one of our most requested features and it’s at the top of our todo list!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks refreshing!<br \/>\nI love the Kanban first opinion. I\u2019m A bit skeptical about the homemade chat interface instead of the terminal. With the Claude code release pace, nobody can follow to add the same feature levels.<br \/>\nBut congrats for the launch \ud83c\udf89\ud83c\udf7e<\/div>\n<div class=\"comment-actions\">\n<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\/@barnabed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnabed<\/a> Thanks! Totally fair point on the chat. Right now we’re built on top of the CLI, so we stay in sync with Claude Code’s features out of the box. The starting point is to offer a better development experience around Claude Code for now, and from there, build custom features over time that go beyond what the terminal offers. Best of both worlds \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The skills concept is the most interesting part to me. Managing AI agents across a team means everyone ends up with slightly different prompting patterns and code conventions drift fast. If skills can encode team standards and actually get applied consistently, that’s a much bigger deal than the kanban UI. Does the skills layer work per-project or is it shared across the 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<\/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\/AX2OI5LVJXTJA3\" class=\"app-title\">3Flow AI<\/a><\/p>\n<div class=\"one-liner\">Generate design images and 3D models for product design<\/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>3Flow AI\u662f\u4e00\u6b3e\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u80fd\u5728\u4ea7\u54c1\u8bbe\u8ba1\u65e9\u671f\u9636\u6bb5\u5feb\u901f\u751f\u6210\u8bbe\u8ba1\u56fe\u50cf\u548c3D\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5de5\u5177\u5728\u521b\u610f\u6784\u601d\u548c\u6982\u5ff5\u9a8c\u8bc1\u9636\u6bb5\u901f\u5ea6\u6162\u3001\u6d41\u7a0b\u7b28\u91cd\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/695c37c5-933b-4bcb-a723-d126c042f457.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wpprmGP20Fg\"><source src=\"https:\/\/www.youtube.com\/watch?v=wpprmGP20Fg\" 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\/9c14c4a0-f666-4e95-ada2-49d8b64bc982.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87d47b47-c34c-42f4-bb01-38d86a1d08c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71b9c70d-2464-44bc-b1fa-ac3ddd98e037.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\">3D Modeling<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u62103D\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6982\u5ff5\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">3D\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u4f5c\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\u666e\u904d\u8ba4\u53ef\u5176\u586b\u8865\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7a7a\u767d\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u5173\u5207\u70b9\u9ad8\u5ea6\u96c6\u4e2d\u4e8e3D\u6a21\u578b\u7684\u5b9e\u9645\u5bfc\u51fa\u683c\u5f0f\uff08\u5982FBX\u3001OBJ\uff09\u4ee5\u53ca\u4e0eBlender\u3001Fusion 360\u7b49\u4e3b\u6d41\u5de5\u5177\u7684\u517c\u5bb9\u6027\u95ee\u9898\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u4ea7\u54c1\u7684\u5b9e\u7528\u6027\u4e0e\u96c6\u6210\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 3Flow AI\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75db\u611f\u5f3a\u70c8\u7684\u7f1d\u9699\u5e02\u573a\uff1a3D\u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u201c\u4ece0\u52301\u201d\u7684\u6df7\u6c8c\u9636\u6bb5\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u6210\u719f\u7684\u7cbe\u7ec6\u5efa\u6a21\u8f6f\u4ef6\uff0c\u800c\u662f\u5145\u5f53\u201c\u521b\u610f\u52a0\u901f\u5668\u201d\uff0c\u7528AI\u66b4\u529b\u751f\u6210\u548c\u8fed\u4ee3\u6765\u8de8\u8d8a\u521d\u59cb\u521b\u610f\u7a7a\u767d\uff0c\u8fd9\u5207\u4e2d\u4e86\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u201c\u8bd5\u9519\u6210\u672c\u9ad8\u201d\u7684\u6838\u5fc3\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e0e\u7528\u6237\u8bc4\u8bba\u7684\u5fae\u5999\u8131\u8282\u66b4\u9732\u4e86\u5176\u5f53\u524d\u7684\u6838\u5fc3\u77db\u76fe\u3002\u4ea7\u54c1\u6807\u8bed\u548c\u4ecb\u7ecd\u5f3a\u8c03\u201c\u751f\u62103D\u6a21\u578b\u201d\uff0c\u4f46\u7528\u6237\u7684\u8fde\u73af\u8ffd\u95ee\u5374\u76f4\u6307\u672c\u8d28\uff1a\u5b83\u751f\u6210\u7684\u7a76\u7adf\u662f\u53ef\u4f9b\u540e\u7eed\u6df1\u5165\u7f16\u8f91\u7684**\u771f\u7f51\u683c\u6a21\u578b**\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5177\u67093D\u98ce\u683c\u7684**\u8d34\u56fe\u6216\u4f53\u7d20\u8868\u793a**\uff1f\u8fd9\u4e2a\u6280\u672f\u5b9e\u73b0\u4e0a\u7684\u5dee\u5f02\uff0c\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u505c\u7559\u5728\u201c\u6982\u5ff5\u53ef\u89c6\u5316\u201d\u7684\u70ab\u6280\u5c42\u9762\uff0c\u8fd8\u662f\u80fd\u771f\u6b63\u5d4c\u5165\u751f\u4ea7\u7ba1\u7ebf\u3001\u6210\u4e3a\u201c\u539f\u578b\u751f\u6210\u201d\u7684\u9769\u547d\u6027\u5de5\u5177\u3002\u7528\u6237\u7684\u63d0\u95ee\uff08\u5bfc\u51fa\u683c\u5f0f\u3001\u4e0eBlender\/Fusion 360\u7684\u96c6\u6210\uff09\u6b63\u662f\u5bf9\u5176\u5b9e\u9645\u5de5\u4e1a\u5316\u80fd\u529b\u7684\u7075\u9b42\u62f7\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c3Flow AI\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u751f\u6210\u201d\u8fd9\u4e2a\u70ab\u9177\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u201c\u6865\u6881\u201d\u7684\u5b8c\u6210\u5ea6\u3002\u82e5\u80fd\u5b9e\u73b0\u9ad8\u8d28\u91cf\u3001\u53ef\u7f16\u8f91\u7684\u7f51\u683c\u8f93\u51fa\u5e76\u6253\u901a\u4e3b\u6d41\u8f6f\u4ef6\u751f\u6001\uff0c\u5b83\u5c06\u771f\u6b63\u628aAI\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u6760\u6746\u201d\uff0c\u5927\u5e45\u538b\u7f29\u4ece\u7075\u611f\u5230\u53ef\u64cd\u4f5c\u539f\u578b\u7684\u65f6\u95f4\u3002\u53cd\u4e4b\uff0c\u82e5\u53ea\u80fd\u8f93\u51fa\u56fe\u50cf\u6216\u5c01\u95ed\u683c\u5f0f\uff0c\u5b83\u5219\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6709\u8da3\u4f46\u96be\u4ee5\u878d\u5165\u4e25\u8083\u5de5\u4f5c\u6d41\u7684\u521b\u610f\u73a9\u5177\u3002\u5176117\u7684\u6295\u7968\u6570\u4e5f\u53cd\u6620\u4e86\u5e02\u573a\u5728\u70ed\u70c8\u89c2\u671b\uff0c\u7b49\u5f85\u4e00\u4e2a\u66f4\u660e\u786e\u7684\u6280\u672f\u80fd\u529b\u7b54\u590d\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5728\u4e8e\u5bf9\u201c3D\u6a21\u578b\u201d\u8fd9\u4e00\u627f\u8bfa\u7684\u5b9a\u4e49\u4e0e\u5b9e\u73b0\u6df1\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\">3Flow AI<\/span>\n <\/div>\n<div class=\"comment-content\">3Flow AI is a browser-based AI workspace for 3D designers. Generate design images, 3D models, and transform ideas into product designs in seconds. We built 3Flow AI for the early stages of product design, where speed and clarity are everything. It’s where ideas are raw, messy, and evolving \u2014 and where traditional tools slow you down.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">3Flow AI is an early step toward bringing AI directly into the 3D design workflow, helping designers explore more ideas, test concepts quickly, and move from idea \u2192 prototype in a fraction of the time.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What 3D file formats can you import and export from the workspace? This fills a real gap in the design workflow, kudos on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@marcworms\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marcworms\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcworms<\/a> Very interesting. But does it create and export 3d models (in formats such as fbx, obj, etc), or is it just generating images using 3d look styling?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing concept! Would love to know more about export formats and how well the models integrate into common workflows like Blender or Fusion 360.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YNLYRQN7WS7DL7\" class=\"app-title\">Keystone<\/a><\/p>\n<div class=\"one-liner\">Teach your repo how to run itself<\/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>Keystone\u80fd\u81ea\u52a8\u4e3a\u4efb\u610fGit\u4ee3\u7801\u5e93\u5206\u6790\u5e76\u751f\u6210\u53ef\u7acb\u5373\u5de5\u4f5c\u7684\u5f00\u53d1\u5bb9\u5668\u914d\u7f6e\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u624b\u52a8\u914d\u7f6e\u590d\u6742\u3001\u8de8\u73af\u5883\u4e0d\u4e00\u81f4\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5feb\u901f\u642d\u5efa\u9879\u76ee\u5f00\u53d1\u73af\u5883\u6216\u4e3aAI\u7f16\u7a0b\u4ee3\u7406\u63d0\u4f9b\u6807\u51c6\u5316\u6c99\u7bb1\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\/732a21bf-1068-4e51-8542-2f53d4caf206.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7835f7a-6854-40fd-b562-3c76507c88d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2cca7e4-13e3-47e7-be99-de85424b9c08.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\/2f705eda-9c27-4e1b-ba5b-0ee9fd970e52.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UzUdCgKHmb8\"><source src=\"https:\/\/www.youtube.com\/watch?v=UzUdCgKHmb8\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Data Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u5bb9\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">Docker\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VS Code\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e93\u81ea\u63cf\u8ff0<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">GitHub Codespaces<\/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\u4ece\u5185\u90e8\u5de5\u5177\u5230\u5f00\u653e\u4ea7\u54c1\u7684\u6f14\u8fdb\uff0c\u5e76\u8d5e\u626c\u5176\u4f5c\u4e3aAI\u6a21\u578b\u57fa\u51c6\u6d4b\u8bd5\u5de5\u5177\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u63d0\u95ee\u96c6\u4e2d\u5728\uff1a\u5bf9\u590d\u6742\u9879\u76ee\uff08\u5982ML\uff09\u914d\u7f6e\u751f\u6210\u7684\u51c6\u786e\u6027\uff1b\u4ee5\u53ca\u8fd9\u662f\u5426\u610f\u5473\u7740\u5f00\u53d1\u8005\u89d2\u8272\u5c06\u4ece\u7f16\u5199\u4ee3\u7801\u8f6c\u5411\u7cfb\u7edf\u7f16\u6392\u4e0e\u884c\u4e3a\u5f15\u5bfc\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Keystone\u770b\u4f3c\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u73af\u5883\u914d\u7f6e\u81ea\u52a8\u5316\u201d\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\u4e3aAI\u7f16\u7a0b\u4ee3\u7406\u94fa\u8def\u3002\u5b83\u5e76\u975e\u4ec5\u4ec5\u66ff\u4ee3`docker init`\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u89e3\u51b3AI\u4ecb\u5165\u5b9e\u9645\u5f00\u53d1\u5de5\u4f5c\u6d41\u65f6\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\u2014\u2014\u5982\u4f55\u8ba9\u4e00\u4e2a\u9ed1\u76d2\u5f0f\u7684\u4ee3\u7801\u751f\u6210AI\uff0c\u5b89\u5168\u3001\u53ef\u9760\u5730\u5728\u4e0e\u76ee\u6807\u4ee3\u7801\u5e93\u5b8c\u5168\u4e00\u81f4\u7684\u73af\u5883\u4e2d\u8fd0\u884c\u548c\u9a8c\u8bc1\u5176\u4ea7\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u4ee3\u7801\u5e93\u5e94\u81ea\u6211\u63cf\u8ff0\u5176\u7406\u60f3\u73af\u5883\u201d\u4f5c\u4e3a\u54f2\u5b66\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u4e3a\u201c\u81ea\u4e3b\u7f16\u7a0b\u201d\u6784\u5efa\u57fa\u7840\u8bbe\u65bd\u3002\u5f53\u524dAI\u5199\u4ee3\u7801\u7684\u74f6\u9888\u4e4b\u4e00\uff0c\u662f\u96be\u4ee5\u7406\u89e3\u548c\u590d\u73b0\u4eba\u7c7b\u5f00\u53d1\u8005\u8111\u4e2d\u9690\u6666\u7684\u73af\u5883\u4f9d\u8d56\u4e0e\u6784\u5efa\u6d41\u7a0b\u3002Keystone\u8bd5\u56fe\u7528AI\uff08Claude Code\/Codex\uff09\u53bb\u7406\u89e3\u4ee3\u7801\u5e93\uff0c\u5e76\u8f93\u51fa\u673a\u5668\u53ef\u7cbe\u786e\u6267\u884c\u7684\u5bb9\u5668\u5b9a\u4e49\uff0c\u8fd9\u6784\u5efa\u4e86\u4e00\u4e2a\u95ed\u73af\uff1aAI\u5206\u6790\u4ee3\u7801\u5e93 -> AI\u751f\u6210\u5176\u8fd0\u884c\u73af\u5883 -> AI\u5728\u8be5\u73af\u5883\u4e2d\u9a8c\u8bc1\u4ee3\u7801\u3002\u8fd9\u5927\u5e45\u964d\u4f4e\u4e86\u4eba\u7c7b\u4e3aAI\u201c\u6253\u4e0b\u624b\u201d\u3001\u642d\u5efa\u6c99\u7bb1\u7684\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cML\u590d\u6742\u9879\u76ee\u51c6\u786e\u6027\u201d\u7684\u63d0\u95ee\u76f4\u51fb\u8981\u5bb3\u3002\u5bf9\u4e8e\u4f9d\u8d56\u3001\u7248\u672c\u3001\u7cfb\u7edf\u5e93\u6781\u4e3a\u654f\u611f\u7684\u9879\u76ee\uff0c\u81ea\u52a8\u63a8\u65ad\u7684\u53ef\u9760\u6027\u662f\u5de5\u7a0b\u4e0a\u7684\u5de8\u5927\u8003\u9a8c\u3002\u4e00\u65e6\u51fa\u9519\uff0c\u8c03\u8bd5\u751f\u6210\u7684\u914d\u7f6e\u53ef\u80fd\u6bd4\u624b\u52a8\u7f16\u5199\u66f4\u8017\u65f6\u3002\u8fd9\u8981\u6c42\u5176\u80cc\u540e\u7684AI\u4e0d\u4ec5\u61c2\u4ee3\u7801\u8bed\u4e49\uff0c\u66f4\u8981\u6df1\u8c19\u5404\u8bed\u8a00\u751f\u6001\u7684\u6784\u5efa\u4f53\u7cfb\u4e0e\u9690\u5f0f\u7ea6\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cImbue\u56e2\u961f\u901a\u8fc7\u6b64\u5de5\u5177\u63a2\u7d22\u7684\uff0c\u6b63\u662f\u201c\u5f00\u53d1\u8005\u89d2\u8272\u6f14\u53d8\u201d\u7684\u547d\u9898\u3002\u5982\u679c\u73af\u5883\u914d\u7f6e\u3001\u6d4b\u8bd5\u8fd0\u884c\u3001\u4f9d\u8d56\u63a8\u65ad\u5747\u53ef\u7531\u4ee3\u7406\u5b8c\u6210\uff0c\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u4ef7\u503c\u5c06\u66f4\u5411\u7cfb\u7edf\u8bbe\u8ba1\u3001\u95ee\u9898\u5b9a\u4e49\u4e0e\u884c\u4e3a\u89c4\u8303\u503e\u659c\u3002Keystone\u4e0d\u662f\u5355\u7eaf\u7684\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\uff0c\u5b83\u662f\u4e00\u4e2a\u4f7f\u80fd\u5668\uff0c\u8ba9\u5f00\u53d1\u8005\u4ece\u5177\u4f53\u7684\u3001\u53ef\u89c4\u8303\u5316\u7684\u5b9e\u65bd\u5de5\u4f5c\u4e2d\u8fdb\u4e00\u6b65\u62bd\u8c61\u51fa\u6765\uff0c\u6210\u4e3a\u201c\u667a\u80fd\u5f00\u53d1\u6d41\u7a0b\u201d\u7684\u67b6\u6784\u5e08\u4e0e\u76d1\u7763\u8005\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u51c6\u786e\u7387\uff0c\u4ee5\u53ca\u80fd\u5426\u5f62\u6210\u201c\u751f\u6210-\u9a8c\u8bc1-\u53cd\u9988\u201d\u7684\u589e\u5f3a\u5faa\u73af\uff0c\u4ece\u800c\u8ba9\u4ee3\u7801\u5e93\u7684\u201c\u81ea\u63cf\u8ff0\u201d\u80fd\u529b\u968f\u7740\u4f7f\u7528\u4e0d\u65ad\u8fdb\u5316\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Keystone<\/span>\n <\/div>\n<div class=\"comment-content\">Keystone self-configures a working devcontainer for any git repo, all on its own. Give it a repo. Get back a Dockerfile, devcontainer.json, and a passing test runner. It runs a coding agent inside a sandboxed Modal environment so your machine is never touched. It\u2019s open-source, works with Claude Code and Codex, and the dev containers it produces work in VS Code and GitHub Codespaces. pip install imbue-keystone<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thad_hughes_imbue\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thad_hughes_imbue\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thad_hughes_imbue<\/a> it has been great to see you evolve this work on container setup over the last year from just something for us, to something anyone can use<\/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\">At Imbue, we think code repos should self-describe their ideal environment. That\u2019s why we built Keystone, to help agents automatically configure their own perfect Docker playground.<\/p>\n<p>Excited to hear your feedback!<\/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\/@mrtibbets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrtibbets<\/a> How accurate has Keystone been so far at generating correct Docker configs for complex repos with multiple deps, like ML projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrtibbets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrtibbets<\/a> Really interesting direction.<\/p>\n<p>It feels like tools like this are shifting the role of developers from writing code to orchestrating systems.<\/p>\n<p>If agents can configure environments, run tests, and adapt to different repos, the developer\u2019s role becomes less about implementation and more about guiding behavior.<\/p>\n<p>Curious how you think about this long term.<\/p>\n<p>Do you see Imbue\u2019s tools as improving developer productivity, or as part of a broader shift where developers become orchestrators of agent-driven systems?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Proud of you <a href=\"https:\/\/www.producthunt.com\/@thad_hughes_imbue\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thad_hughes_imbue\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thad_hughes_imbue<\/a> for the work shipping this! I’ve learned so much from using Keystone as a benchmark to understand cost, performance, and failure modes of Claude Code vs. Codex vs. Opencode.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 idea of codebases becoming more autonomous is really interesting.<\/p>\n<p>Feels like we\u2019re slowly shifting from writing code to orchestrating systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/EQQMZ3VTISUPGS\" class=\"app-title\">ClipTask<\/a><\/p>\n<div class=\"one-liner\">Turns screen recording into structured, AI-generated tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClipTask \u662f\u4e00\u6b3e\u5c06\u5c4f\u5e55\u5f55\u50cf\u81ea\u52a8\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001AI\u751f\u6210\u4efb\u52a1\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u53cd\u9988\u56e0\u5197\u957f\u89c6\u9891\u548c\u96f6\u6563\u4fe1\u606f\u800c\u96be\u4ee5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u4efb\u52a1\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/76a2b7ec-f884-44a7-81bd-a94003d255c8.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/cdc5ade5b0eb4e87aff3819d5cb0874c\"><source src=\"https:\/\/www.loom.com\/share\/cdc5ade5b0eb4e87aff3819d5cb0874c\" 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\/a378a545-ac51-40ea-833d-10d638a69278.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06b825c2-d471-4138-bbba-0511764b2c1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cd5d6de-8f69-4040-8fd3-e0e0ad4f71da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70eab597-fabd-4b1f-9482-20326593e571.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccbc73ad-fd4d-46fb-9e9e-5188a5705ebc.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4efb\u52a1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201cLoom\u6096\u8bba\u201d\uff08\u5f55\u5236\u5feb\u3001\u89e3\u6790\u6162\uff09\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1aAI\u5982\u4f55\u5904\u7406\u5f55\u5236\u4e2d\u7684\u81ea\u6211\u7ea0\u6b63\uff1b\u6570\u636e\u5b89\u5168\u4e0e\u5b58\u50a8\u7b56\u7565\uff1b\u5bf9\u5b9e\u65f6\u901a\u8bdd\u7684\u652f\u6301\uff1b\u4ee5\u53ca\u4e0eJira\u3001Linear\u7b49\u4e3b\u6d41\u5de5\u5177\u7684\u96c6\u6210\u4f18\u5148\u7ea7\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 ClipTask\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u5999\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u5e02\u573a\uff1a\u5b83\u5e76\u975e\u66ff\u4ee3Loom\u7b49\u5f55\u5236\u5de5\u5177\u6216Jira\u7b49\u4efb\u52a1\u7ba1\u7406\u5de5\u5177\uff0c\u800c\u662f\u586b\u8865\u4e86\u4e8c\u8005\u4e4b\u95f4\u5173\u952e\u7684\u3001\u52b3\u52a8\u5bc6\u96c6\u7684\u201c\u89e3\u6790-\u8f6c\u8bd1\u201d\u7a7a\u767d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u6280\u5f0f\u7684AI\u8f6c\u5f55\uff0c\u800c\u5728\u4e8e\u5c06\u975e\u7ed3\u6784\u5316\u7684\u3001\u5145\u6ee1\u5197\u4f59\u7684\u8bed\u97f3\u53d9\u4e8b\uff0c\u91cd\u6784\u4e3a\u53ef\u4f9b\u5f00\u53d1\u7684\u3001\u539f\u5b50\u5316\u7684\u884c\u52a8\u9879\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4ea7\u54c1\u7ecf\u7406\u3001\u521b\u59cb\u4eba\u6216QA\u4eba\u5458\u7684\u201c\u601d\u7ef4\u6d41\u201d\u8fdb\u884c\u5de5\u4e1a\u5316\u5206\u89e3\uff0c\u662f\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7a0b\u5316\u7684\u91cd\u8981\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u6070\u6070\u6e90\u4e8e\u6b64\u4ef7\u503c\u6838\u5fc3\u3002\u9996\u5148\uff0cAI\u7684\u8bed\u5883\u7406\u89e3\u80fd\u529b\u9762\u4e34\u8003\u9a8c\uff0c\u4f8b\u5982\u7528\u6237\u63d0\u53ca\u7684\u201c\u81ea\u6211\u7ea0\u6b63\u201d\u573a\u666f\uff0c\u8fd9\u8981\u6c42\u6a21\u578b\u5177\u5907\u5bf9\u8bdd\u7ea7\u522b\u7684\u610f\u56fe\u7504\u522b\uff0c\u800c\u975e\u7b80\u5355\u7684\u8bed\u53e5\u5207\u5272\u3002\u5176\u6b21\uff0c\u6570\u636e\u5b89\u5168\u662f\u4f01\u4e1a\u7ea7\u91c7\u7eb3\u7684\u95e8\u69db\uff0c\u5904\u7406\u654f\u611f\u7684\u5c4f\u5e55\u5f55\u50cf\u4f7f\u5176\u5fc5\u987b\u6784\u5efa\u8d85\u8d8a\u666e\u901aSaaS\u7684\u6570\u636e\u5408\u89c4\u4f53\u7cfb\u3002\u6700\u540e\uff0c\u5176\u4f5c\u4e3a\u201c\u7ba1\u9053\u201d\u7684\u4ef7\u503c\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e0b\u6e38\u51fa\u53e3\uff08\u5982Linear\u3001Jira\uff09\u7684\u96c6\u6210\u6df1\u5ea6\u4e0e\u6d41\u7545\u5ea6\uff0c\u5426\u5219\u5c06\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u4fe1\u606f\u5b64\u5c9b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u667a\u80fd\u89e3\u6790\u201d\u505a\u5230\u8db3\u591f\u53ef\u9760\uff0c\u4ee5\u5efa\u7acb\u4fe1\u4efb\uff1b\u540c\u65f6\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5e94\u907f\u514d\u6210\u4e3a\u5355\u7eaf\u7684\u529f\u80fd\u63d2\u4ef6\uff0c\u800c\u9700\u5728\u4efb\u52a1\u7ed3\u6784\u5316\u6570\u636e\u7684\u79ef\u7d2f\u4e0a\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u6d1e\u5bdf\u80fd\u529b\uff0c\u4f8b\u5982\u53cd\u9988\u6a21\u5f0f\u5206\u6790\u6216\u5f00\u53d1\u5468\u671f\u9884\u6d4b\uff0c\u4ece\u800c\u4ece\u201c\u7ba1\u9053\u201d\u5347\u7ea7\u4e3a\u201c\u51b3\u7b56\u8f85\u52a9\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\">ClipTask<\/span>\n <\/div>\n<div class=\"comment-content\">ClipTask turns screen recordings into structured, AI-generated tasks. Record your screen, explain what\u2019s wrong or what needs to change, and ClipTask extracts clear action items\u2014each with its own clip, title, and summary\u2014so your team can execute fast.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I\u2019m the maker of ClipTask.<\/p>\n<p>I built it because product feedback too often gets stuck in long Loom videos, scattered Slack messages, and \u201csomeone please turn this into tickets.\u201d I wanted the fastest path from explaining to executing.<\/p>\n<p>How ClipTask works:<br \/>\n– Record your screen while you explain what\u2019s wrong \/ what needs to change<br \/>\n– ClipTask transcribes and extracts action items automatically<br \/>\n– Each task gets a title + summary + its own video clip (no rewatching long recordings)<\/p>\n<p>Who it\u2019s for: PMs, founders, QA, and dev teams shipping fast.<\/p>\n<p>I\u2019d love your feedback:<br \/>\n1. Which integration should we prioritize next: Jira, Linear, or ClickUp?<br \/>\n2. What\u2019s your biggest pain when turning video feedback into tasks?<\/p>\n<p>Thanks for checking it out \u2014 I\u2019m here all day to answer questions \ud83d\ude4c<\/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>This will be really helpful when we have bunch of issues to assign to Claude or Codex<a href=\"https:\/\/www.producthunt.com\/@stanislav_nikitin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stanislav_nikitin1<\/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>Hey Stas! This is genuinely useful – the kind of tool that makes you wonder why it didn’t exist five years ago.<\/p>\n<p>It solves something I didn’t realize had a name. I’ve been calling it “the Loom paradox” – the recording takes 5 minutes to make and 25 minutes to extract meaning from, which means it’s faster for the sender and slower for everyone else. The fact that you’re turning that into structured tasks with individual clips is a real unlock.<\/p>\n<p>How does it handle the moment where someone backtracks mid-recording? “Actually wait, ignore that last part, the real issue is…” – does it catch the correction or does it dutifully create a task from the thing you were told to ignore?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a>. Thank you for your comment. Love \u201cthe Loom paradox\u201d \ud83d\ude04 That\u2019s <em>exactly<\/em> what we\u2019re trying to fix.<\/p>\n<p>On the \u201cactually wait, ignore that\u2026\u201d moment: today we handle it in two ways:<\/p>\n<ol>\n<li>\n<p><strong>Context-aware extraction<\/strong> \u2014 the model considers the full narrative and will often drop\/merge items that get explicitly corrected later.<\/p>\n<\/li>\n<li>\n<p><strong>Review before sending<\/strong> \u2014 you can quickly disable any task before exporting, so nothing \u201cwrong\u201d gets pushed into your workflow.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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>Turning a screen recording into structured tasks is the kind of friction removal that sounds obvious in hindsight. Does it work with any app or only specific 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaito_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaito_builds<\/a> Thanks! \ud83d\ude4c<br \/>Right now, we\u2019re not directly integrated with tools like Jira\/Linear yet. The current flow is: record + AI generates structured tasks inside ClipTask, and you can review\/edit them.<\/p>\n<p>Our roadmap is to support <strong>export\/push<\/strong> to the most common task trackers (Jira, Linear, ClickUp, etc.) so tasks can land where teams already work.<\/p>\n<p>Which tool do you use most? That\u2019ll help us prioritize the first 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “someone please turn this into tickets” problem is painfully real. I’ve sat through 20 min Loom videos where the actual bug is in the first 30 seconds and the rest is just someone thinking out loud.<\/p>\n<p>For the integration question, Linear would be my pick. Most teams I know that move fast are already on it and the API is clean enough that you could probably push tasks there with minimal friction.<\/p>\n<p>Does it work with live calls too or just recordings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> 100% agree. The bug is often in the first 30 seconds and the rest is just thinking out loud \ud83d\ude05<\/p>\n<p>integrations: Linear is high on our list (clean API + the teams we talk to love it), so this is great confirmation.<\/p>\n<p>On live calls: right now ClipTask is optimized for <strong>recordings<\/strong> (screen + voice). For live calls, the best flow is: record the call \/ share screen \u2192 then upload it through ClipTask.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very impressed! For teams with sensitive product info, how is data handled? Are the screen recordings and transcriptions stored on your servers, and if so, for how long? Can admins set policies like \u201cauto\u2011delete after 30 days\u201d? And do you support SSO for enterprise teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/THCMFMMRMVST4O\" class=\"app-title\">Splitsense<\/a><\/p>\n<div class=\"one-liner\">AI that turns traffic into more revenue while you sleep<\/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>Splitsense\u662f\u4e00\u6b3e\u901a\u8fc7AI\u81ea\u52a8\u751f\u6210\u3001\u6d4b\u8bd5\u5e76\u4f18\u5316\u7f51\u7ad9\u6587\u6848\u53d8\u4f53\uff0c\u5b9e\u73b0\u65e0\u4ee3\u7801A\/B\u6d4b\u8bd5\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u8fd0\u8425\u53ca\u8425\u9500\u4eba\u5458\u5728\u65e0\u9700\u624b\u52a8\u7f16\u5199\u548c\u731c\u6d4b\u7684\u60c5\u51b5\u4e0b\uff0c\u63d0\u5347\u7f51\u7ad9\u8f6c\u5316\u7387\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\/e722df75-28ea-4fd8-83da-9f66f78ec057.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb8b063d-cfc4-4474-b18a-04e831ef8205.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ed6bb86-f637-45cd-ad49-00bfdfd3bd28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9834f946-27ef-49b5-b0b9-8eacec86f403.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/642dcc2b-57df-4ee0-9186-61f98fcb6d59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebfacc4a-63b5-4635-9afb-c6ed91329764.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\/cbd7a87b-c84d-4922-abff-afa9fb092aff.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/whtGu2LGpK0\"><source src=\"https:\/\/youtu.be\/whtGu2LGpK0\" 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\">A\/B Testing<\/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\u8425\u9500\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801A\/B\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8f6c\u5316\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6587\u6848\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6d41\u91cf\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u4ea7\u54c1\u9002\u7528\u6027\u548c\u63a7\u5236\u6743\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u9002\u7528\u4e8e\u4efb\u4f55\u7f51\u7ad9\uff0c\u90e8\u7f72\u7b80\u5355\u3002\u6838\u5fc3\u53cd\u9988\u5728\u4e8e\u4ea7\u54c1\u5f53\u524d\u8bbe\u8ba1\u4e3a\u5168\u81ea\u52a8\uff0c\u4ee5\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u56e2\u961f\u4e5f\u6ce8\u610f\u5230\u9ad8\u7ea7\u7528\u6237\u5bf9\u66f4\u7cbe\u7ec6\u63a7\u5236\u7684\u9700\u6c42\uff0c\u5e76\u6301\u5f00\u653e\u6001\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Splitsense\u5c06\u201c\u589e\u957f\u201d\u4e2d\u6700\u4e3a\u7ecf\u5178\u7684A\/B\u6d4b\u8bd5\u65b9\u6cd5\u8bba\u8fdb\u884c\u4e86\u5f7b\u5e95\u7684\u81ea\u52a8\u5316\u5c01\u88c5\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u751f\u6210\u6587\u6848\u201d\u8fd9\u4e00\u5355\u70b9\u6280\u672f\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u4ece\u5206\u6790\u3001\u751f\u6210\u3001\u6d4b\u8bd5\u5230\u4f18\u5316\u7684\u5b8c\u6574\u95ed\u73af\u7cfb\u7edf\uff0c\u5e76\u5c06\u76ee\u6807\u7528\u6237\u4ece\u9700\u8981\u4e13\u4e1a\u77e5\u8bc6\u7684\u589e\u957f\u8d1f\u8d23\u4eba\u4e0b\u653e\u81f3\u66f4\u5e7f\u6cdb\u7684\u7f51\u7ad9\u8fd0\u8425\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201c\u5728\u4f60\u7761\u89c9\u65f6\u5c06\u6d41\u91cf\u8f6c\u5316\u4e3a\u66f4\u591a\u6536\u5165\u201d\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e2d\u5c0f\u578b\u4f01\u4e1a\u4e3b\u6216\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u7126\u8651\uff1a\u7f3a\u4e4f\u6301\u7eed\u8fdb\u884c\u79d1\u5b66\u4f18\u5316\u7684\u4eba\u529b\u3001\u65f6\u95f4\u548c\u4e13\u4e1a\u77e5\u8bc6\u3002\u5b83\u63d0\u4f9b\u7684\u5e76\u975e\u6781\u81f4\u7684\u63a7\u5236\u529b\uff0c\u800c\u662f\u7528\u6280\u672f\u786e\u5b9a\u6027\u66ff\u4ee3\u4eba\u529b\u4e0d\u786e\u5b9a\u6027\uff0c\u7528\u7cfb\u7edf\u6027\u7684\u201c\u6d4b\u8bd5\u201d\u66ff\u4ee3\u968f\u673a\u7684\u201c\u731c\u6d4b\u201d\u3002\u4ece\u8bc4\u8bba\u533a\u7684\u95ee\u7b54\u53ef\u4ee5\u770b\u51fa\uff0c\u8fd9\u79cd\u201c\u5168\u81ea\u52a8\u201d\u7684\u8bbe\u8ba1\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u964d\u4f4e\u4e86\u5165\u95e8\u95e8\u69db\uff0c\u4f46\u4e5f\u8ba9\u4e60\u60ef\u4e8e\u638c\u63a7\u7ec6\u8282\u7684\u201c\u6743\u529b\u7528\u6237\u201d\u4ea7\u751f\u7591\u8651\u3002\u56e2\u961f\u201c\u4e3a\u9ad8\u7ea7\u7528\u6237\u63d0\u4f9b\u66f4\u7cbe\u7ec6\u63a7\u5236\u201d\u7684\u5f00\u653e\u6001\u5ea6\u662f\u660e\u667a\u7684\uff0c\u8fd9\u9884\u793a\u7740\u5176\u53ef\u80fd\u4ece\u4e00\u6b3e\u201c\u81ea\u52a8\u9b54\u6cd5\u9ed1\u76d2\u201d\u6f14\u8fdb\u4e3a\u4e00\u4e2a\u53ef\u914d\u7f6e\u7684\u201c\u589e\u957f\u667a\u80fd\u5e73\u53f0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4fe1\u4efb\u95ee\u9898\uff1a\u7528\u6237\u662f\u5426\u6562\u4e8e\u5c06\u7f51\u7ad9\u6838\u5fc3\u8f6c\u5316\u8282\u70b9\u7684\u6587\u6848\u51b3\u7b56\u5b8c\u5168\u4ea4\u7ed9\u4e00\u4e2aAI\uff1f\u5c24\u5176\u662f\u5728\u7f3a\u4e4f\u900f\u660e\u51b3\u7b56\u8fc7\u7a0b\u7684\u60c5\u51b5\u4e0b\u3002\u5176\u6b21\uff0c\u4ef7\u503c\u8861\u91cf\u95ee\u9898\uff1a\u5728\u590d\u6742\u7684\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u8f6c\u5316\u7387\u7684\u63d0\u5347\u5f80\u5f80\u53d7\u591a\u91cd\u56e0\u7d20\u5f71\u54cd\uff0c\u5982\u4f55\u5f52\u56e0\u5e76\u8bc1\u660e\u662fAI\u4f18\u5316\u6587\u6848\u7684\u76f4\u63a5\u7ed3\u679c\uff0c\u5c06\u662f\u8bf4\u670d\u7528\u6237\u6301\u7eed\u4ed8\u8d39\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u7ade\u4e89\u58c1\u5792\u95ee\u9898\uff1a\u65e0\u4ee3\u7801A\/B\u6d4b\u8bd5\u5e76\u975e\u65b0\u6982\u5ff5\uff0c\u5176\u6838\u5fc3\u62a4\u57ce\u6cb3\u5728\u4e8eAI\u4f18\u5316\u7b97\u6cd5\u7684\u6709\u6548\u6027\u4e0e\u72ec\u7279\u6027\uff0c\u8fd9\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u4e0e\u573a\u666f\u8bad\u7ec3\uff0c\u521d\u671f\u7528\u6237\u7684\u5b9e\u9645\u6548\u679c\u6848\u4f8b\u5c06\u662f\u5176\u751f\u5b58\u4e0e\u53d1\u5c55\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cSplitsense\u4ee3\u8868\u4e86\u4e00\u79cd\u503c\u5f97\u5173\u6ce8\u7684\u8d8b\u52bf\uff1a\u5c06\u4e13\u4e1a\u7684\u3001\u6570\u636e\u9a71\u52a8\u7684\u589e\u957f\u624b\u6bb5\u4ea7\u54c1\u5316\u3001\u6c11\u4e3b\u5316\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u662f\u5426\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u95ed\u73af\u7cfb\u7edf\u5728\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u80fd\u5426\u6301\u7eed\u3001\u7a33\u5b9a\u5730\u8f93\u51fa\u53ef\u611f\u77e5\u7684\u8f6c\u5316\u63d0\u5347\uff0c\u5e76\u5efa\u7acb\u8d77\u7528\u6237\u4e0eAI\u534f\u540c\u5de5\u4f5c\u7684\u4fe1\u4efb\u6a21\u5f0f\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\">Splitsense<\/span>\n <\/div>\n<div class=\"comment-content\">Connect your website and let AI automatically generate, test, and optimise variations, perform structured A\/B & optimisation tests, all without writing any code. Increase conversions without writing a single line of copy.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI’m George, one of the co-founders of SplitSense.<\/p>\n<p>I was already doing manual testing and trying different copy variations across DevRemote and a few other sites I was running, trying to figure out what actually helped my website convert traffic. It worked, but it was slow, messy, and completely unscalable.<\/p>\n<p>So I built SplitSense to automate exactly that. Drop in your URL, and the AI analyses your site, picks the highest-impact pages to test, then generates copy variants automatically. <\/p>\n<p>No dev, no complicated setup, just experiments running in the background while you get on with everything else.<\/p>\n<p>Would love to hear from anyone who’s been through the same frustration, manually tweaking headlines, guessing at CTAs, never quite sure if it made a difference. What’s the biggest thing that’s stopped you from testing your copy properly?<\/p>\n<p>Happy to answer anything. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! Does it work on any type of website?<\/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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Hey Maxwell, thanks for taking the time to reply, it does indeed, you simply get the code snippet after onboarding and put that onto your website and thats it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>This sounds interesting. I always wonder with tools like this, how much control do you actually have over what the AI is testing and changing?<\/p>\n<\/blockquote>\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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Great question. The idea behind this is that its completely autonomous, so you don’t have much control, but this is by design. We analyse your websites data under the hood to figure out what to test and then tell you why. However, its of course something we can look at<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Hey Becky! Adding to George’s reply, our intent is to enable everyone to test & change copy to find what works best for their product regardless of familiarity with, or skill level in, copy writing and data analysis. That’s why the current experience is hands-free until the key review & approval stage before anything changes on your site.<\/p>\n<p>We’re definitely open to providing more fine-grained control for power users though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CFPK5G4UB7CCXP\" class=\"app-title\">CronBox<\/a><\/p>\n<div class=\"one-liner\">Where AI agents work at a schedule in the cloud<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CronBox\u662f\u4e00\u6b3e\u4e91\u7aefAI\u667a\u80fd\u4f53\u5b9a\u65f6\u4efb\u52a1\u5e73\u53f0\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u50cf\u8bbe\u7f6eCron\u4f5c\u4e1a\u4e00\u6837\uff0c\u5728\u4e91\u7aef\u8c03\u5ea6AI\u667a\u80fd\u4f53\u6267\u884c\u7f51\u9875\u76d1\u63a7\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u89c6\u9891\u5904\u7406\u7b49\u590d\u6742\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u6267\u884c\u91cd\u590d\u6027\u5de5\u4f5c\u6216\u7f3a\u4e4f\u672c\u5730\u8ba1\u7b97\u8d44\u6e90\u65f6\u7684\u81ea\u52a8\u5316\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\/3d58c268-829e-4e59-b732-512fa8cffebd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d93ee4f5-b15a-4960-a399-3811eac0afaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efa89129-129a-4b65-bf7c-f3990e479dcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d03fd5cb-cc61-4c90-96d5-9815f18dbd8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u5b9a\u65f6\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u4f5c\u4e1a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u9700\u6c42\uff0c\u5f3a\u8c03\u5176\u5f3a\u5927\u4e0e\u7075\u6d3b\u6027\uff0c\u5e76\u5bf9\u6bd4\u7ade\u54c1\u6307\u51fa\u81ea\u8eab\u4f18\u52bf\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u624b\u52a8\u68c0\u67e5\u65f6\u95f4\u3002\u6709\u7528\u6237\u8be2\u95ee\u6700\u5c0f\u8c03\u5ea6\u95f4\u9694\u548c\u91cd\u8bd5\u903b\u8f91\uff0c\u5df2\u83b7\u89e3\u7b54\uff08\u652f\u630130\u5206\u949f\u4ee5\u4e0a\u95f4\u9694\u53ca\u5185\u7f6e\u91cd\u8bd5\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 CronBox\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u7b80\u5355\u7684\u201c\u5b9a\u65f6\u4efb\u52a1+AI\u201d\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f20\u7edf\u81ea\u52a8\u5316\u8fb9\u754c\u7684\u5927\u80c6\u91cd\u6784\u3002\u5b83\u8bd5\u56fe\u5c06\u201c\u667a\u80fd\u4f53\u201d\u4ece\u4e00\u6b21\u6027\u7684\u5bf9\u8bdd\u4ea4\u4e92\uff0c\u5347\u7ea7\u4e3a\u53ef\u8ba1\u5212\u3001\u53ef\u4f9d\u8d56\u3001\u62e5\u6709\u5b8c\u6574\u8ba1\u7b97\u73af\u5883\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u901a\u8fc7\u8d4b\u4e88\u667a\u80fd\u4f53\u771f\u5b9e\u7684\u8ba1\u7b97\u6c99\u7bb1\uff08\u4f9d\u6258InstaVM\uff09\uff0c\u4f7f\u5176\u80fd\u6267\u884c\u5b89\u88c5\u8f6f\u4ef6\u3001\u5904\u7406\u591a\u5a92\u4f53\u3001\u8fdb\u884c\u7f51\u7edc\u8c03\u7528\u7b49\u590d\u6742\u64cd\u4f5c\uff0c\u8fd9\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u524d\u4e91\u7aefAI API\uff08\u5982\u63d0\u53ca\u7684Claude Code\uff09\u5728\u529f\u80fd\u5c01\u95ed\u6027\u4e0a\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u5c06\u9ad8\u5ea6\u4e0d\u786e\u5b9a\u6027\u7684LLM\u667a\u80fd\u4f53\u7f6e\u4e8e\u9700\u8981\u786e\u5b9a\u6027\u7684\u5b9a\u65f6\u4efb\u52a1\u573a\u666f\uff0c\u201c\u7ea0\u6b63\u81ea\u5df1\u7684\u9519\u8bef\u201d\u542c\u8d77\u6765\u7f8e\u597d\uff0c\u4f46\u5728\u5173\u952e\u4e1a\u52a1\u4e2d\uff0c\u8fd9\u79cd\u4e0d\u53ef\u63a7\u6027\u53ef\u80fd\u662f\u81f4\u547d\u4f24\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5c06\u201c\u8c03\u5ea6\u201d\u3001\u201c\u8ba1\u7b97\u73af\u5883\u201d\u3001\u201cAI\u6307\u4ee4\u201d\u4e09\u8005\u6346\u7ed1\uff0c\u590d\u6742\u5ea6\u9661\u589e\uff0c\u5bf9\u7528\u6237\u7684\u63d0\u793a\u5de5\u7a0b\u548c\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5c06\u7528\u6237\u7fa4\u5c40\u9650\u4e8e\u6280\u672f\u6781\u5ba2\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6210\u672c\u63a7\u5236\u5c06\u7ecf\u53d7\u4e25\u5cfb\u8003\u9a8c\uff0c\u6bcf\u4e2a\u4efb\u52a1\u542f\u52a8\u4e00\u4e2a\u5b8c\u6574\u7684\u6c99\u7bb1\uff0c\u5bf9\u4e8e\u9ad8\u9891\u6216\u957f\u4efb\u52a1\uff0c\u6210\u672c\u53ef\u80fd\u5feb\u901f\u6500\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCronBox\u662f\u5728\u7528\u4e91\u539f\u751f\u548c\u6c99\u7bb1\u6280\u672f\uff0c\u4e3aAI\u667a\u80fd\u4f53\u201c\u677e\u7ed1\u201d\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u5b9e\u9a8c\u573a\uff0c\u9a8c\u8bc1\u667a\u80fd\u4f53\u80fd\u5426\u5728\u65e0\u4eba\u503c\u5b88\u72b6\u6001\u4e0b\u53ef\u9760\u5b8c\u6210\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5f00\u542f\u81ea\u52a8\u5316\u65b0\u8303\u5f0f\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u4f1a\u6210\u4e3a\u53c8\u4e00\u4e2a\u51f8\u663e\u5f53\u524dAI\u80fd\u529b\u8fb9\u754c\u7684\u6709\u8da3\u6848\u4f8b\u3002\u5176\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5728\u201c\u667a\u80fd\u7684\u7075\u6d3b\u6027\u201d\u4e0e\u201c\u4efb\u52a1\u7684\u53ef\u9760\u6027\u201d\u4e4b\u95f4\uff0c\u80fd\u5426\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\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\">CronBox<\/span>\n <\/div>\n<div class=\"comment-content\">Cron for the AI age. Schedule website watches, agent jobs, literally anything that run on real compute. Agents are here to change everything, including Cron jobs. We have given each agent their own powerful computer to use, run code, do network calls etc. You can schedule a job to get the PR from GitHub and review code. Watch a pricing page for any change and mail you. Download a youtube video and cut it into shorts and mail the artifacts. Anything.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello!<\/p>\n<p>I was taken aback when an AI agent edited a video for me in one shot. I looked at it while it installed ffmpeg, used yt-dlp and corrected its own mistakes. Fast forward, I was on a bus and I needed something to be done by an AI agent but I didn’t have my laptop with me – I wished I could I fire up a browser tab and an agent would be there to do the task. Hence, cronbox was born – a way to launch AI agents in the cloud and schedule them for tasks.<\/p>\n<p>If you have been following news, Claude code also released scheduling in the cloud. I checked it out and its pretty restrictive. It fails to even take the screenshot of your website. Couldn’t display the generated SVG. Can’t do outbound network calls and so on. Also, we email you with the results, they don’t.<\/p>\n<p>All this power comes from ephemeral sandboxes provided by <a href=\"https:\/\/instavm.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/instavm.io<\/a><\/p>\n<p>We solve all those issues for you. Give it a spin or check out the shared job <a href=\"https:\/\/cronbox.sh\/jobs\/pelican-\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cronbox.sh\/jobs\/pelican-<\/a>…<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i spend too much time checking updates manually, this kind of system would handle that silently in the background.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the minimum scheduling interval you support and is there built in retry logic for failed jobs? Great idea bringing cron jobs to AI agents, congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@borrellr_ 30 mins gap between runs at least. And yes, there is a retry logic added already in llm instruction. Thanks!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7E3HAE2CTVUYQD\" class=\"app-title\">Maritime<\/a><\/p>\n<div class=\"one-liner\">Deploy and Host AI Agents for $1\/month<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Maritime\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u4e91\u7aef\u90e8\u7f72\u5e73\u53f0\uff0c\u4ee5\u6781\u4f4e\u7684\u6210\u672c\u548c\u7b80\u5316\u7684\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5c06\u672c\u5730AI\u4ee3\u7406\uff08\u5982OpenClaw\u3001ZeroClaw\uff09\u53ef\u9760\u3001\u5f39\u6027\u5730\u90e8\u7f72\u81f3\u4e91\u7aef\u5e76\u6301\u7eed\u8fd0\u884c\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\/3b1336a2-5937-4ce8-b589-c3c623214742.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d501f55f-e4f6-440b-90c8-b1a2d5536c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84057ae5-d895-4817-ae7b-e0234b87b90f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8990a0bf-ee2f-476c-b09b-d204678c8fc8.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\/463525a5-e7f5-497c-872b-a8a9eb7843ba.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wMRh-XSr1DE\"><source src=\"https:\/\/www.youtube.com\/watch?v=wMRh-XSr1DE\" 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\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4e91\u6258\u7ba1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u5f39\u6027\u4f38\u7f29<\/span><br \/>\n <span class=\"tag\">\u514d\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/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\u51761\u7f8e\u5143\/\u6708\u7684\u98a0\u8986\u6027\u5b9a\u4ef7\u548c\u89e3\u51b3\u4ee3\u7406\u90e8\u7f72\u75db\u70b9\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5177\u4f53\u5b9a\u4ef7\u9636\u68af\u3001\u5b89\u5168\u63aa\u65bd\u3001\u652f\u6301\u6846\u67b6\u4ee5\u53ca\u5e94\u5bf9\u6d41\u91cf\u7a81\u53d1\u7684\u5f39\u6027\u4f38\u7f29\u673a\u5236\u3002\u521b\u59cb\u4eba\u56de\u590d\u8be6\u7ec6\u89e3\u91ca\u4e86\u6309\u7528\u91cf\u8ba1\u8d39\u3001\u73af\u5883\u9694\u79bb\u3001\u52a0\u5bc6\u53ca\u52a8\u6001\u6269\u7f29\u5bb9\u7b49\u8bbe\u8ba1\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 Maritime\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u5e02\u573a\u7f1d\u9699\uff1aAI\u667a\u80fd\u4f53\u4ece\u539f\u578b\u5230\u4ea7\u54c1\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u90e8\u7f72\u56f0\u5883\u3002\u5176\u5ba3\u79f0\u76841\u7f8e\u5143\/\u6708\u95e8\u69db\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u8425\u9500\u94a9\u5b50\u548c\u4ef7\u503c\u5ba3\u8a00\uff0c\u5b9e\u8d28\u662f\u201c\u6309\u5b9e\u9645\u8ba1\u7b97\u7528\u91cf\u4ed8\u8d39\u201d\u7684\u4e91\u51fd\u6570\u6a21\u5f0f\u5728AI\u667a\u80fd\u4f53\u9886\u57df\u7684\u5e94\u7528\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u8bb8\u591aAI\u9879\u76ee\uff0c\u5c24\u5176\u662f\u5b9e\u9a8c\u6027\u3001\u95f4\u6b47\u6027\u4efb\u52a1\u4ee3\u7406\u7684\u6838\u5fc3\u6210\u672c\u7126\u8651\u2014\u2014\u4e3a\u95f2\u7f6e\u8d44\u6e90\u4ed8\u8d39\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u67b6\u6784\u6709\u591a\u72ec\u7279\uff08\u5bb9\u5668\u9694\u79bb\u3001\u5f39\u6027\u4f38\u7f29\u5df2\u662f\u4e91\u539f\u751f\u5e38\u6001\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06AI\u667a\u80fd\u4f53\u89c6\u4e3a\u4e00\u7b49\u516c\u6c11\uff0c\u63d0\u4f9b\u5782\u76f4\u5316\u7684\u62bd\u8c61\u5c42\u3002\u5b83\u5c06\u5f00\u53d1\u8005\u4ece\u9009\u62e9\u4e91\u5382\u5546\u3001\u914d\u7f6e\u5bb9\u5668\u3001\u7ba1\u7406\u7f51\u5173\u3001\u76d1\u63a7\u6269\u7f29\u5bb9\u7b49\u4e00\u7cfb\u5217\u7e41\u7410\u7684DevOps\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u627f\u8bfa\u201cNo DevOps\u201d\u3002\u8fd9\u79cd\u805a\u7126\u7b80\u5316\u4e86\u4ece\u201c\u80fd\u8dd1\u201d\u5230\u201c\u80fd\u670d\u52a1\u201d\u7684\u6d41\u7a0b\uff0c\u6709\u671b\u663e\u8457\u52a0\u901fAI\u667a\u80fd\u4f53\u7684\u8fed\u4ee3\u548c\u5b9e\u9a8c\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201cAI\u667a\u80fd\u4f53\u201d\u672c\u8eab\u5b9a\u4e49\u5bbd\u6cdb\uff0c\u4ece\u7b80\u5355\u7684\u94fe\u5f0f\u4efb\u52a1\u5230\u590d\u6742\u7684\u81ea\u4e3b\u5de5\u4f5c\u6d41\uff0c\u5176\u8d44\u6e90\u9700\u6c42\u548c\u8fd0\u884c\u6a21\u5f0f\u5dee\u5f02\u5de8\u5927\u3002\u5e73\u53f0\u80fd\u5426\u901a\u5403\u6240\u6709\u7c7b\u578b\uff0c\u5e76\u4fdd\u6301\u6210\u672c\u4e0e\u6027\u80fd\u7684\u7ade\u4e89\u529b\uff0c\u6709\u5f85\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u5b89\u5168\u4e0e\u6570\u636e\u9690\u79c1\u95ee\u9898\u5c06\u662f\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u6838\u5fc3\u5173\u5207\uff0c\u4ec5\u51ed\u201c\u73af\u5883\u9694\u79bb\u201d\u548c\u201c\u52a0\u5bc6\u201d\u53ef\u80fd\u4e0d\u8db3\u4ee5\u6253\u6d88\u987e\u8651\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u7684\u201c\u7528\u91cf\u8ba1\u8d39\u201d\u5728\u667a\u80fd\u4f53\u4ea4\u4e92\u590d\u6742\u3001\u8fd0\u884c\u65f6\u95f4\u957f\u7684\u573a\u666f\u4e0b\uff0c\u53ef\u80fd\u8fc5\u901f\u7d2f\u79ef\u6210\u672c\uff0c1\u7f8e\u5143\u7684\u95e8\u69db\u5bb9\u6613\u9020\u6210\u201c\u4f4e\u4ef7\u5f15\u6d41\uff0c\u7528\u91cf\u6536\u5272\u201d\u7684\u7528\u6237\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMaritime\u662fAI\u5e73\u6c11\u5316\u6d6a\u6f6e\u4e2d\u4e00\u6b21\u52a1\u5b9e\u7684\u57fa\u5efa\u5c1d\u8bd5\u3002\u5b83\u672a\u5fc5\u9002\u5408\u9ad8\u541e\u5410\u3001\u9ad8\u7a33\u5b9a\u6027\u7684\u6838\u5fc3\u751f\u4ea7\u8d1f\u8f7d\uff0c\u4f46\u4e3a\u5927\u91cf\u7684\u4e1a\u4f59\u7231\u597d\u8005\u3001\u521d\u521b\u56e2\u961f\u548c\u6982\u5ff5\u9a8c\u8bc1\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u96f6\u98ce\u9669\u7684\u542f\u52a8\u73af\u5883\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u7b80\u5316\u4e0e\u53ef\u63a7\u3001\u6210\u672c\u900f\u660e\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u70b9\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\">Maritime<\/span>\n <\/div>\n<div class=\"comment-content\">Maritime is a deployment platform for AI agents that lets you run OpenClaw, ZeroClaw, and custom agents in the cloud without managing infrastructure. You can deploy in minutes, run agents reliably, and scale as needed, all through a simple interface starting at $1\/month.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b Maria here, co-founder of Maritime.<\/p>\n<\/p>\n<p>Over the past year, I\u2019ve spent a lot of time working on AI agents through MIT and the OpenClaw ecosystem, and one thing kept coming up again and again:<\/p>\n<\/p>\n<p>Building agents is getting easier. Deploying them is still a pain.<\/p>\n<\/p>\n<p>A lot of people have something cool running locally, but getting it live in the cloud in a reliable way, without dealing with infra headaches, scaling issues, or paying for a server that mostly sits idle, is still a real blocker.<\/p>\n<p>That\u2019s why we built Maritime.<\/p>\n<\/p>\n<p>Maritime is a simple platform for deploying and running AI agents in the cloud. No DevOps, no complicated setup, just get your agent live and keep it running.<\/p>\n<\/p>\n<p>Right now, you can:<\/p>\n<ul>\n<li>\n<p>deploy OpenClaw, ZeroClaw, or your own custom agents<\/p>\n<\/li>\n<li>\n<p>run multiple agents at once<\/p>\n<\/li>\n<li>\n<p>manage everything in one place<\/p>\n<\/li>\n<li>\n<p>scale without having to think too much about infrastructure<\/p>\n<\/li>\n<\/ul>\n<p>We also wanted to make it genuinely accessible, so pricing starts at $1\/month. The whole point was to remove friction for builders who want to experiment, ship, and learn fast.<\/p>\n<\/p>\n<p>We\u2019re currently in beta. <strong>If this sounds useful, sign up for the waitlist and include a short note on what you want to build. We\u2019re reviewing everyone manually and will reach out to the top users over the next 2 weeks with beta access.<\/strong><\/p>\n<\/p>\n<p>If you\u2019ve ever built an agent and thought, \u201cI don\u2019t want to spend $20 a month just to keep this thing online,\u201d we probably built this for you.<\/p>\n<\/p>\n<p>Would really love your feedback: what makes sense, what feels confusing, what\u2019s missing, and what you wish existed. I\u2019ll be around in the comments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>curious about how the pricing changes as request scales. also, what security measures do you have in place for data security?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kshitij11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij11<\/a> great question \u2014 pricing is mostly driven by usage, not idle time<\/p>\n<p>the base plan covers lightweight agents (~$1\/mo), and as request volume increases, we charge based on compute\/runtime so you\u2019re only paying when the agent is actually doing work<\/p>\n<\/p>\n<p>on security: each agent runs in an isolated environment, credentials are encrypted at rest and only decrypted during execution, and everything is ephemeral \u2014 no long-running processes holding sensitive data<\/p>\n<\/p>\n<p>happy to go deeper if you’re thinking about a specific use case<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>$1\/month is wild. What agents can I run on this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Any kind: whether it\u2019s CrewAI, LangGraph, Openclaw, Zeroclaw, it\u2019ll run on Maritime<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>$1\/month for agent hosting is a no-brainer price point. The biggest friction with running AI agents right now isn’t building them, it’s keeping them alive and accessible somewhere. This solves that cleanly.<\/p>\n<p>How does it handle scaling when an agent suddenly gets a burst of traffic? Like if someone shares your agent link on Twitter and 500 people hit it at once.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> exactly \u2014-that was the whole idea. building agents is getting easier, but hosting them reliably is still way more painful than it should be<\/p>\n<\/p>\n<p>for bursts, we spin agents up on demand and can run multiple isolated executions in parallel, so one spike doesn\u2019t just route everything through a single always-on process<\/p>\n<\/p>\n<p>if 500 people hit an agent at once, the system scales by allocating more execution environments as needed rather than expecting one server to handle everything alone<\/p>\n<\/p>\n<p>we\u2019re designing it to be elastic by default, which matters a lot for agents because traffic is usually quiet\u2026 until it suddenly isn\u2019t<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = 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