\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-18<\/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 | 2026-05-18<\/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\/GDRCLPANDCILEI\" class=\"app-title\">LobeHub<\/a><\/p>\n<div class=\"one-liner\">Your Chief Agent Operator for multi-agent work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">408<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LobeHub \u662f\u4e00\u6b3e\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u201c\u9996\u5e2d\u667a\u80fd\u4f53\u8fd0\u8425\u5b98\u201d\uff08CAO\uff09\uff0c\u5b83\u6574\u5408\u591a\u79cdAI\u4ee3\u7406\u5230\u7edf\u4e00\u5e73\u53f0\uff0c\u901a\u8fc7Slack\/iMessage\u7b49\u65e5\u5e38\u901a\u8baf\u5de5\u5177\u81ea\u52a8\u6267\u884c\u4efb\u52a1\u5e76\u4ec5\u5728\u9700\u8981\u51b3\u7b56\u65f6\u6c47\u62a5\uff0c\u89e3\u51b3\u91cd\u5ea6AI\u7528\u6237\u201c\u5f00\u4e86\u5341\u51e0\u4e2aAI\u6807\u7b7e\u9875\u5374\u8981\u4eb2\u624b\u64cd\u4f5c\u201d\u7684\u788e\u7247\u5316\u53ca\u8ba4\u77e5\u8fc7\u8f7d\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\/fc21c5c6-a867-4f5e-a10e-d94bbb5621d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7579db1e-8dc7-4c55-b84c-64149c6abd2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/959224dc-623d-46ac-ac56-c3128eb9eef4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06928814-190a-4a84-9e3b-5dfe1672c727.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3986490-9134-49d9-9e50-51c625ea31e4.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\/312a69c4-9d7c-43d0-8d43-b31157f0cddd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=bwnDSHhFmw8\"><source src=\"https:\/\/www.youtube.com\/watch?v=bwnDSHhFmw8\" 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\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">CAO<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">Agent\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u51cf\u538b<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u76db\u8d5e\u6bcf\u65e5\u7b80\u62a5\u548cIM\u96c6\u6210\uff0c\u4f46\u5173\u952e\u8d28\u7591\u96c6\u4e2d\u5728\uff1a1\uff09\u5e76\u884c\u4e91\u7aef\u4ee3\u7406\u7684\u6210\u672c\u5982\u4f55\u63a7\u5236\uff1f\u56e2\u961f\u56de\u5e94\u5c06\u9650\u5236\u5e76\u884c\u6570\u5e76\u8ba9\u667a\u80fd\u4f53\u611f\u77e5\u9884\u7b97\uff1b2\uff09273K+\u6280\u80fd\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u5982\u4f55\u4fdd\u8bc1\u8def\u7531\u800c\u975e\u566a\u97f3\uff1f\u56e2\u961f\u79f0\u57fa\u4e8e\u5386\u53f2\u8f68\u8ff9\u7684\u534f\u540c\u8fc7\u6ee4\u6bd4\u641c\u7d22\u66f4\u91cd\u8981\uff1b3\uff09\u4efb\u52a1\u5931\u8d25\u5904\u7406\u6d41\u7a0b\u900f\u660e\uff0c\u5931\u8d25\u65f6\u5411\u7528\u6237\u53d1\u9519\u8bef\u7b80\u62a5\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 LobeHub\u7684\u201cCAO\u201d\u6982\u5ff5\u7cbe\u51c6\u547d\u4e2d\u4e86\u884c\u4e1a\u75db\u70b9\uff1a\u5f53\u524dAI\u5de5\u5177\u94fe\u7684\u7206\u53d1\u53cd\u800c\u9020\u6210\u4e86\u201cAI\u64cd\u4f5c\u5458\u75b2\u52b3\u75c7\u201d\u2014\u2014\u7528\u6237\u4ece\u7eaf\u8111\u529b\u52b3\u52a8\u8005\u53d8\u6210\u4e86\u591a\u4e2aAI\u4ee3\u7406\u7684\u201c\u76d1\u5de5\u201d\u3002LobeHub\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u9020\u51fa\u66f4\u5f3a\u5927\u7684\u5355\u5175\u667a\u80fd\u4f53\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u5374\u6709\u6548\u7684\u201cAgent\u7ba1\u7406\u5e73\u9762\u201d\uff1a\u901a\u8fc7\u5c06\u6240\u6709\u4ee3\u7406\u7684\u8fd0\u884c\u3001\u8c03\u5ea6\u3001\u8bb0\u5fc6\u548c\u5931\u8d25\u65e5\u5fd7\u5305\u88c5\u6210\u7c7b\u4f3cCOO\u5411CEO\u6c47\u62a5\u7684\u7b80\u62a5\u673a\u5236\uff0c\u5b83\u5b9e\u73b0\u4e86\u4e24\u4e2a\u5173\u952e\u8f6c\u53d8\u2014\u2014\u4ece\u201c\u4f60\u9700\u8981\u76ef\u7740\u5c4f\u5e55\u201d\u5230\u201c\u901a\u77e5\u4f60\u4f55\u65f6\u4ecb\u5165\u201d\uff0c\u4ece\u201c\u4f60\u7ba1\u7406\u5de5\u5177\u201d\u5230\u201c\u5de5\u5177\u7ba1\u7406\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\u3002\u201c273K+\u6280\u80fd\u201d\u548c\u201c51K+ MCP\u201d\u662f\u5178\u578b\u7684\u5e02\u573a\u90e8\u6570\u5b57\uff0c\u5b9e\u9645\u4fe1\u4efb\u5ea6\u582a\u5fe7\u3002\u8bc4\u8bba\u533a\u6709\u7528\u6237\u76f4\u63a5\u8ffd\u95ee\u201c\u8fd9\u4e9b\u6280\u80fd\u8c01\u9a8c\u8bc1\u8fc7\uff1f\u201d\u56e2\u961f\u627f\u8ba4\u201c\u4e0d\u80fd\u4fdd\u8bc1\u6240\u6709\u6280\u80fd\u90fd\u6709\u6548\u201d\uff0c\u8fd9\u76f4\u6307\u5176\u7ade\u4e89\u529b\u6838\u5fc3\u2014\u2014\u4e00\u4e2a\u7f3a\u4e4f\u4e25\u683c\u8d28\u91cf\u5206\u5c42\u7684\u5de8\u5927\u6280\u80fd\u5e02\u573a\uff0c\u7406\u8bba\u4e0a\u4f1a\u52a0\u5267\u201c\u5bcc\u8005\u6108\u5bcc\u201d\u7684\u9a6c\u592a\u6548\u5e94\uff0c\u8ba9\u8001\u6280\u80fd\u9738\u699c\u3001\u65b0\u6280\u80fd\u6c89\u6ca1\u3002\u540c\u65f6\uff0c\u6240\u8c13\u201cCAO\u201d\u6a21\u5f0f\u9700\u8981\u4e00\u4e2a\u5de8\u5927\u7684\u524d\u63d0\uff1a\u7528\u6237\u613f\u610f\u3001\u4e5f\u6562\u4e8e\u628a\u6700\u7ec8\u51b3\u7b56\u6743\u90e8\u5206\u8ba9\u6e21\u7ed9\u4e00\u4e2a\u4e2d\u95f4\u5c42\u3002\u5bf9\u4e8e\u91d1\u878d\u3001\u533b\u7597\u7b49\u5bf9\u5931\u8d25\u5bb9\u5fcd\u5ea6\u6781\u4f4e\u7684\u9886\u57df\uff0c\u8fd9\u79cd\u7528\u201c\u4e8b\u540e\u7b80\u62a5\u66ff\u4ee3\u5b9e\u65f6\u76d1\u63a7\u201d\u7684\u8303\u5f0f\u5fc5\u987b\u642d\u5efa\u51fa\u6781\u5176\u575a\u56fa\u7684\u62a4\u680f\u3002\u5b83\u662f\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u4f18\u79c0\u201c\u5236\u7247\u4eba\u201d\uff0c\u4f46\u79bb\u771f\u6b63\u7684\u201cCEO\u201d\u8fd8\u6709\u5ba1\u8ba1\u548c\u5b89\u5168\u4e0a\u7684\u9e3f\u6c9f\u8981\u8de8\u8d8a\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\">LobeHub<\/span>\n <\/div>\n<div class=\"comment-content\">LobeHub is a Chief Agent Operator (CAO) that builds, runs, and coordinates your AI agent team. Describe a goal, and it assembles the right agents\/skills, runs tasks in parallel in the cloud, routes work across models, and reports back only when decisions are needed\u2014via your existing channels (Slack\/Discord\/Telegram\/iMessage). Less tab-switching, more outcomes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spent the last few months listening to people tell us our agents were great and they still wouldn’t use them. CAO is what came out of finally taking that seriously. Let CAO handle the rest and go touch some grass \ud83d\ude42<\/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>my favorite detail in this launch: the input placeholder is tailored based on your recent activity.<\/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\/@rivertwilight\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivertwilight<\/a> This is one of those feedback loops a lot of AI products hit works well doesn\u2019t automatically translate to people will be use it. The real shift is always from capability to trust + reliability in 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\/@rivertwilight\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivertwilight<\/a> It is good and AI agents also really helps me alot for many projects and what you created is awesome for a whole Chief agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using LobeHub since the early days. The CAO update is the first time it felt like the product caught up to what I actually wanted from agents. The daily brief alone is worth it.<\/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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> This means a lot \u2014 thank you for sticking with us since the early days.<\/p>\n<p>Honestly, the Daily Brief was the feature that made <em>us<\/em> feel the product finally clicked too. For a long time we were building “a better way to talk to agents.” The shift to “agents that report back to you” changed how the whole thing felt to use. Glad it landed the same way for you.<\/p>\n<p>More coming on the orchestration side soon \u2014 would love to hear what you’d want CAO to handle next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> I’m so proud of the daily brief, and I’m actually feeling much peacer when saw the briefs \ud83d\ude06<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does CAO handle failed tasks retry, swap model, or escalate to me?<\/p>\n<p><\/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>@carter_garcia when a running task failed, agent will send an error brief to user and tell user what happened. It’s just like a report from subordinate who did something wrong \ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does CAO handle cost control? Parallel cloud agents could get expensive fast.<\/p>\n<p><\/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\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@Peyton Perez<\/strong><\/a> Yes, that’s exactly what we encountered in building CAO! The solutions that we have in mind at the moment are:<\/p>\n<p>1. Control the number of parallels, not everyone needs to batch full parallelism, we can constrain or control the number of agents called in parallel;<\/p>\n<p>Provide the Agent with the ability to control the budget (allow the user to set the budget and make the agent aware of the current cost. and provide hard access at the Harness level)<\/p>\n<p>For hetero agent (Claude Code \/ Codex), we have a plan to implement an intelligent scheduling system based on reset time blocks, and reasonably distribute tokens to the corresponding time blocks for execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The daily brief idea is outstanding, can you control how often it checks in, or is that fully up to CAO?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Love that you\u2019re excited about the daily brief! Great question \u2014 you have full control over the check-in frequency! You can customize it to whatever fits your workflow: daily (the default), every 12 hours, weekly, whatever works for you. If you\u2019re heads down on a launch and want more frequent updates, you can crank it up; if you want to disconnect a bit over the weekend, you can set it to less frequent.<\/p>\n<p>The only exception is true emergencies \u2014 like a critical server alert or a time-sensitive client issue \u2014 those will ping you right away no matter your settings, so you never miss something that can\u2019t wait.<\/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>Launch video is up on our YouTube \u2014 would love feedback on the pacing. Cut it down from 3 minutes to 70 seconds and I think it’s better but you tell me.<\/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\/@rika_lee1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rika_lee1<\/a> love your motion \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rika_lee1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rika_lee1<\/a> nice motion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 waiting months to post about this one. CAO is the update I’ve been quietly demoing to friends since the alpha \u2014 reactions ranged from “wait, that’s it?” to “wait, that’s <em>it<\/em>.” Both meant in a good way. Go 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amazing_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amazing_1<\/a> That’s the ideal reaction curve honestly \ud83d\ude02 \u2014 same four words, completely different energy depending on whether the penny has dropped yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>273K+ Skills and 51K+ MCPs sounds fantastically large. Where do these skills come from? Has anyone verified them? In other words, is there any kind of quality evaluation beyond what you probably did with a vector database, which can show semantic similarity but does not guarantee that the skill or MCP actually works?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> We value the skill quality so we are building the skill curation system right now. Soon there will be some human editor featured skills and collections. We know we cannot guarantee every skill works, but we can recommend those we really love.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the IM Channel is the killer feature for me. Upvoted.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thanks Luo! If you want more IM channels supported, feel free to reach out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “one daily brief instead of 15 tabs” framing is what gets me. Most agentic tools still make you babysit the <\/p>\n<p>process, which kind of defeats the point.<\/p>\n<p>I’m Curious how CAO handles conflicting priorities across agents when you have multiple goals running in parallel.<\/p>\n<p>Does it surface that to you, or just pick one and move on?<\/p>\n<p>Also, the 273K+ skills number is wild. How does it handle <\/p>\n<p>Skill quality vs quantity? That seems like the hard problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@parth_makwana07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parth_makwana07<\/a> Great questions \u2014 both touch the hardest problems we’ve been working on.<\/p>\n<p><strong>On conflicting priorities:<\/strong> CAO surfaces, never silently picks. When two goals collide on the same resource (your time, a shared file, a model budget), it pauses at the conflict point and adds it to your “needs decision” list in the Daily Brief \u2014 with context on what each path costs. The principle is simple: low-stakes calls (tone, formatting, retry strategy) it makes alone; anything that changes <em>what<\/em> gets done, you decide. We’d rather interrupt you once than have you discover a wrong autonomous choice later.<\/p>\n<p><strong>On 273K skills \u2014 quality vs. quantity:<\/strong> You’re right, this is the real problem. Raw count is just the supply side. What actually matters is the matching layer \u2014 given your task + context + history, which 3 skills should this agent load? We treat it as a large-scale collaborative filtering problem, not a search problem. Skills get ranked by real trajectory data: did agents using this skill on similar tasks actually succeed? The flywheel is what makes the number useful \u2014 without it, 273K is just noise.<\/p>\n<p>Quantity is the floor. Quality of routing is the ceiling. We’re spending most of our time on the ceiling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@parth_makwana07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parth_makwana07<\/a> parth_makwana07 Spot on with the ‘babysitting’ problem. Most agentic tools fail because their UI\/UX forces you to monitor every single step. Moving that complexity into a unified daily brief, and filtering 273K+ skills based on historic trajectory, shifts the entire paradigm from tool to infrastructure. This is exactly where elite AI design needs to go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt \ud83d\udc4b Arvin here, founder of LobeHub.<\/p>\n<\/p>\n<p>Quick question before I pitch anything: <strong>how many AI tabs do you have open right now?<\/strong><\/p>\n<\/p>\n<p>Claude Code in one window. Codex in another. Maybe OpenClaw or Hermes pinging you in Slack. On paper, you have an AI team. In practice, <strong>you became its operator<\/strong> \u2014 manually switching contexts, syncing progress across terminals, queuing up a “complex enough” task before bed because letting Claude Code idle feels like burning money.<\/p>\n<\/p>\n<p>BCG calls this <a href=\"https:\/\/www.bcg.com\/news\/5march2026-when-using-ai-leads-brain-fry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>“AI Brain Fry”<\/strong><\/a> \u2014 cognitive overload, fragmented attention, decision fatigue. 14% of heavy AI users already report it. We were promised AI would make work lighter. Somehow it made us tired in a new way.<\/p>\n<p><strong>We don’t think the answer is a smarter agent. We think you shouldn’t be the operator at all.<\/strong><\/p>\n<\/p>\n<p>A company with a CEO but no COO is one where the founder personally chases every deadline and debugs every fire. That’s exactly what your AI workflow looks like today.<\/p>\n<\/p>\n<p>So we’re naming the role: <strong>CAO \u2014 Chief Agent Operator<\/strong>. And we’re building LobeHub to be yours.<\/p>\n<\/p>\n<p><strong>Why “CAO” and not “AI agent platform”?<\/strong> Because “agent tools” implies you have one agent and your job is to <em>use<\/em> it. The reality in 2026 is that you already have several agents running. This category doesn’t need a better single agent \u2014 it needs a layer above them. Someone (something) to run the team.<\/p>\n<\/p>\n<p><strong>Why this is possible now, and wasn’t 2 years ago \u2014 three things shifted at once:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Agent self-evolution moved from papers to products.<\/strong> OpenClaw and Hermes proved agents can learn from sessions and turn successful workflows into reusable skills. LobeHub covers their capabilities \u2014 and goes further, because we’re cloud-native: memory and skills evolve across sessions, devices, and teams.<\/p>\n<\/li>\n<li>\n<p><strong>MCP and Skills became the de facto standard.<\/strong> The LobeHub Marketplace now hosts <strong>57k MCP servers and 270k skills<\/strong>. Your CAO has enough tools to actually do the job.<\/p>\n<\/li>\n<li>\n<p><strong>Multi-agent left the demo stage.<\/strong> The future isn’t a single super-agent. It’s an <em>organization<\/em> of agents \u2014 and organizations need an operator.<\/p>\n<\/li>\n<\/ol>\n<p><strong>What you can do with LobeHub today:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83e\udde0 Run multi-agent teams with shared memory and skills, not isolated chat windows<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0c Plug into 57k MCP servers and 270k community skills out of the box<\/p>\n<\/li>\n<li>\n<p>\ud83d\udce1 Deploy your CAO across Discord, Telegram, Slack, Lark, and iMessage WhatsApp soon\u2014 one agent team, every surface<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee0\ufe0f Open source, self-hostable, and built on a runtime we’ve shipped to production for 3 years<\/p>\n<\/li>\n<\/ul>\n<p>I treated agents as first-class citizens on day one of LobeChat, back when “agent” still meant “a prompt with a name.” Three years later, tools, MCP, skills, memory, and runtime finally compose into something that feels qualitatively different.<\/p>\n<p>We’re nowhere near the CAO I have in my head. Heterogeneous agent adoption, team workspaces, Agent Group 2.0 \u2014 all on the roadmap. But the direction is clear: <strong>free people from babysitting their AI, so they can spend that energy on what actually matters.<\/strong><\/p>\n<p>I’ll be here all day answering questions. Brutal feedback especially welcome \u2014 tell me what’s missing, what’s broken, or what you’d want your CAO to handle first. \ud83d\ude4f<\/p>\n<\/p>\n<p>\u2014 Arvin, founder @ LobeHub<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arvinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arvinx<\/a> ship \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using it for icons. Really cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samihindi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samihindi<\/a> Thanks! Have fun with icons~ \ud83d\ude06<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>\ud83d\ude01 273K Skills + 51K MCP servers behind one prompt feels a little unreal even to me. Let me know what you end up running through it \u2014 I want to see the weird stuff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cy948\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cy948<\/a> Haha for real, the numbers sound fake until you actually wire something up and watch it route \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\">\n<p>A new skill with zero history can’t compete with one that’s been routed 10K times. Wonder how do you avoid rich-get-richer if that makes sense? All in all, solid 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\/@artstavenka1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks for the affirmation! I strongly agree with “A new skill with zero history can’t compete with one that’s been routed 10K times.”. The evolution and iteration of skills I think it may be the same as human society, where the Matthew effect is a dominant part. The more recognition is used, the more powerful the skills may become. But there is also a possibility – that is, it needs to be more personalized, so at this time, it is actually tailored to the user’s own needs, and becoming more personalized may solve the rich-get-richer problem<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does CAO work with custom local models via something like Ollama, or only cloud APIs?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaius_loxley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaius_loxley<\/a> yes\uff0c We support local model provider like Ollama\/vLLM\/LM Studio. You can just download our desktop and then set the provider.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/666b0b6d-a6a9-4073-b416-76fc84ec5dcb.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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heterogeneous agents was the technical bet I was most nervous about. Claude Code, Codex, OpenClaw \u2014 none of them were designed to be managed by something else. Took longer than we planned. Worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dongyusu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dongyusu<\/a> great job, Tsuki!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What happens if an agent gets stuck in a loop? Does CAO intervene or just surface it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> If the retry also stalls or the cost\/risk crosses your budget, it stops and surfaces it to you with the trace, the suspected cause, and 2\u20133 suggested next moves. No silent burning of tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does CAO log all agent interactions so I can audit why a decision was surfaced?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> Actually the harnesss behind LobeHub totally support it. And we will have a blog to talk about it soon in this week, Stay tuned! \ud83e\udd18<\/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>Can i manually override the agent team CAO assembles, or is it fully autonomous?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_harris11\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> In fact, one of the most valuable aspects of LobeHub is that every Agent Team member is highly customizable. So you are free to assemble any agent into a team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If CAO needs a decision at 2am, does it wait or send a notification based on my quiet hours?<\/p>\n<p>BTW congrats on launch\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does CAO decide which skills to assemble for a novel goal? Pre trained or learns over time?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@barnaby_lloyd\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a> learn over time. We provide a self-evolving system for each agent, each agent will dream and iterate on itself at night, and tell the user in the daily brief.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Reports back only when decisions are needed, this alone would save me 20+ Slack notifs a day.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wyatt_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wyatt_carter<\/a> That was the whole design goal. Hope it delivers on it for you \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does CAO handle parallel task conflicts? Say two agents need the same resource.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@owen_shaw2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> actually we have a task dependency module, agent can set task dependency graph. In this way, when executed with one click, our system will implement automated task scheduling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you find anything weird on the marketing pages today, ping me. I’ve been staring at them too long to see bugs anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rdmclin2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rdmclin2<\/a> The “stared at it too long” stage is real. At some point your brain just starts auto-correcting the typos before your eyes even register them ~<\/p>\n<p>Will keep an eye out. If anyone in the comments spots something, I’ll route it your way instead of letting it pile up in a Linear backlog you’ll find on Monday.<\/p>\n<p>Go get some water. The pages look 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cloud runtime scaled smoother than I expected on the staging load tests. Fingers crossed it holds up when you all actually use it \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nekomeowww\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nekomeowww<\/a> Staging is a polite environment. Real users are not \ud83d\ude05<\/p>\n<p>Load tests told us we’d be fine. Real traffic will tell us where we were wrong. Already have a bet going internally on which subsystem cracks first \u2014 current odds are on the scheduler under burst Daily Brief generation at 9am across timezones.<\/p>\n<p>Thanks for the work getting it there. Now we find out what we missed \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>IM Gateway was a rabbit hole. Nine messaging platforms, nine sets of quirks. WeChat alone could’ve been its own launch. Happy it’s out the door. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@onlyyoulove3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onlyyoulove3<\/a> Ha, you’re not wrong. WeChat alone almost became its own roadmap \u2014 the auth flow, the message format quirks, the silent rate limits that only show up at 2am on a Sunday. Every platform had its own version of “this should be 2 days” turning into 2 weeks.<\/p>\n<p>But it had to be all nine. The whole CAO premise falls apart if your agent only lives in the inboxes you <em>don’t<\/em> actually use. People are on WeChat and Lark and Discord \u2014 not on whichever one is easiest for us to integrate.<\/p>\n<p>Glad it’s shipped. Onto the next rabbit hole.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 hardest part wasn’t building CAO. It was deleting the version of LobeHub that didn’t need one. Glad we did.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@canisminor1990\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@canisminor1990<\/a> \ud83d\ude4c\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 CAO framing clicked \u2014 im tired of being the human router between claude code and slack pings<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> Haha “human router” is painfully accurate \u2014 that was literally the whiteboard sketch that started this whole thing. Glad the framing landed \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>LobeHub\u2019s CAO framing genuinely impressed me. This is the first product I\u2019ve seen that treats the orchestration layer as the actual product, not an afterthought. Describe a goal, and CAO assembles the right agents, runs tasks in parallel across models, and only surfaces decisions that actually need a human. This feels less like AI tooling and more like the early infrastructure layer for how teams will operate in the next few years. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@genedai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@genedai<\/a> Thanks, this really means a lot \ud83d\ude4f<\/p>\n<p>You nailed the bet we’re making \u2014 orchestration <em>is<\/em> the product. Models keep getting stronger, but nobody was solving the “who runs all of them for you” part. Felt like the obvious missing layer.<\/p>\n<p>Excited to see where you take 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>Amazing idea! Congrats on this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thank you! \ud83d\ude4c Means a lot \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/ALZHOD7ZH2TWYV\" class=\"app-title\">SocLeads 3.0<\/a><\/p>\n<div class=\"one-liner\">Scrape emails from socials and maps by location<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">400<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SocLeads 3.0 \u662f\u4e00\u6b3e\u65e0\u9700\u7f16\u7801\u7684\u793e\u4ea4\u5a92\u4f53\u4e0e\u5730\u56fe\u6570\u636e\u91c7\u96c6\u5de5\u5177\uff0c\u5e2e\u52a9\u9500\u552e\u3001\u8425\u9500\u56e2\u961f\u901a\u8fc7\u5730\u7406\u5b9a\u4f4d\u4e00\u952e\u6279\u91cf\u6293\u53d6 Instagram\u3001Facebook\u3001LinkedIn \u53ca Google Maps \u4e0a\u7684\u516c\u5f00\u8054\u7cfb\u4fe1\u606f\uff0c\u544a\u522b\u624b\u52a8\u590d\u5236\u7c98\u8d34\u7684\u7e41\u7410\u6d41\u7a0b\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\/8e4cbc68-3bbb-4306-b50b-7fa2c8bc2c22.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\/eb1a9c77-d67a-4517-972d-92d1fccb7249.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\/de489dd8-6eb4-4233-b118-7a96b644901b.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\/bbd68e09-06e2-4344-b365-659dde3397ae.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\/e6c57383-186e-4a9a-877e-cd6f722d6099.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\">Email<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u90ae\u7bb1\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e\u7ebf\u7d22<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u5b9a\u5411\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">LinkedIn\u7cbe\u51c6\u62d3\u5ba2<\/span><br \/>\n <span class=\"tag\">Instagram\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u5730\u56feAPI<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u83b7\u5ba2<\/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\u6700\u5173\u6ce8\u6570\u636e\u5b9e\u65f6\u6027\u4e0e\u5408\u89c4\u6027\uff0c\u5982\u662f\u5426\u8de8\u5e73\u53f0\u53bb\u91cd\u3001\u5982\u4f55\u907f\u514d\u4f2a\u9020\u90ae\u7bb1\uff1b\u591a\u4f4d\u7528\u6237\u8ba4\u53ef\u5176\u4f4e\u4e8e3%\u7684\u9000\u4fe1\u7387\u4e0e\u65e0\u4ee3\u7801\u4f53\u9a8c\uff1b\u90e8\u5206\u8be2\u95ee\u5bf9\u7ec6\u5206\u884c\u4e1a\uff08\u5982\u623f\u5730\u4ea7\uff09\u7684\u9002\u914d\u6027\uff0c\u4ee5\u53ca\u6b27\u76dfGDPR\u5408\u89c4\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SocLeads 3.0 \u7684\u5b9a\u4f4d\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u5e02\u573a\u2014\u2014\u4ece\u793e\u4ea4\u5a92\u4f53\u548c\u5730\u56fe\u4e2d\u6279\u91cf\u83b7\u53d6\u7ebf\u7d22\uff0c\u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6293\u53d6\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u201c\u964d\u4f4e\u566a\u58f0\u201d\u3002\u7528\u6237\u53cd\u9988\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u6838\u5fc3\u8bc9\u6c42\u5e76\u975e\u201c\u80fd\u5426\u591a\u6293\u201d\uff0c\u800c\u662f\u201c\u5982\u4f55\u6293\u5f97\u51c6\u3001\u6293\u5f97\u5408\u89c4\u201d\u30023%\u7684\u9000\u4fe1\u7387\u627f\u8bfa\u548c\u5b9e\u65f6\u5728\u7ebf\u722c\u53d6\u800c\u975e\u515c\u552e\u9759\u6001\u6570\u636e\u5e93\u7684\u8bbe\u8ba1\uff0c\u4f7f\u5176\u5728\u540c\u884c\u4e2d\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u5b58\u5728\u660e\u663e\u77ed\u677f\uff1a\u8de8\u5e73\u53f0\u53bb\u91cd\u7f3a\u5931\u5bfc\u81f4\u591a\u5e73\u53f0\u6570\u636e\u5197\u4f59\uff0c\u7528\u6237\u9700\u624b\u52a8\u6e05\u6d17\uff1b\u5408\u89c4\u5c42\u9762\u4ec5\u63d0\u4f9b\u201c\u514d\u8d23\u58f0\u660e\u201d\u800c\u975e\u5185\u7f6eGDPR\/CCPA\u5408\u89c4\u5de5\u5177\uff0c\u8fd9\u5bf9\u9762\u5411\u6b27\u6d32\u5e02\u573a\u7684\u9500\u552e\u56e2\u961f\u662f\u91cd\u5927\u9690\u60a3\u3002\u66f4\u5173\u952e\u7684\u662f\uff0cLinkedIn\u7b49\u5e73\u53f0\u5bf9\u81ea\u52a8\u5316\u6293\u53d6\u7684\u6253\u51fb\u65e5\u8d8b\u4e25\u683c\uff0cSocLeads \u7684\u6280\u672f\u65b9\u6848\u80fd\u5426\u89c4\u907f\u53cd\u722c\u548c\u5c01\u53f7\u98ce\u9669\uff0c\u8bc4\u8bba\u4e2d\u672a\u63d0\u53ca\uff0c\u4f46\u8fd9\u662f\u51b3\u5b9a\u4ea7\u54c1\u5bff\u547d\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u6b3e\u201c\u597d\u7528\u4f46\u53d7\u9650\u201d\u7684\u6548\u7387\u5de5\u5177\uff1a\u9002\u5408\u4f4e\u76d1\u7ba1\u98ce\u9669\u5e02\u573a\u7684\u4e2d\u5c0f\u4f01\u4e1a\u5feb\u901f\u6784\u5efa\u7ebf\u7d22\u6c60\uff0c\u4f46\u5bf9\u4e8e\u5927\u5ba2\u6237\u6216\u4e25\u683c\u5408\u89c4\u573a\u666f\uff0c\u4ecd\u9700\u642d\u914d\u989d\u5916\u6d41\u7a0b\u4e0e\u5de5\u5177\u3002\u5176\u672a\u6765\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5408\u89c4\u529f\u80fd\uff08\u5982\u540c\u610f\u7ba1\u7406\u3001\u6570\u636e\u4fdd\u7559\u7b56\u7565\uff09\u548c\u8de8\u5e73\u53f0\u6570\u636e\u878d\u5408\u4e0a\u7ee7\u7eed\u8fed\u4ee3\uff0c\u5426\u5219\u5c06\u6b62\u6b65\u4e8e\u201c\u9ad8\u7ea7Excle\u66ff\u4ee3\u54c1\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\">SocLeads 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">SocLeads now scrapes emails from Instagram, Facebook, LinkedIn, YouTube, and Google Maps across entire countries \ud83c\udf0d\ud83d\udce7 Geo-filters. More results. No code needed. \ud83d\ude80<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Evgenii, founder of SocLeads. We built this because I spent way too many hours copy-pasting contacts from Instagram and Google Maps into spreadsheets and I knew there had to be a better way.<\/p>\n<p>This is our 3rd launch here, and this time we’re back with the three most requested upgrades from our users:<\/p>\n<p>– Full country\/region search on Google Maps. No more city-by-city grinding.<br \/>\n– Geo scraping for social platforms.<br \/>\n– More results per search. The same query now surfaces significantly more contacts.<\/p>\n<p>Who we built this for:<br \/>\n– Sales teams prospecting local businesses<br \/>\n– Marketers running geo-targeted campaigns<br \/>\n– Recruiters sourcing by location<br \/>\n– Agency owners scaling outreach for clients<\/p>\n<p>What makes SocLeads different from other scrapers:<br \/>\n– Built-in email verification keeps bounce rate under 3%<br \/>\n– No plugins, no code, no browser cache required<br \/>\n– Works across Instagram, Facebook, LinkedIn, Twitter, YouTube and Google Maps<br \/>\n– Export to CSV\/XLS in one click<\/p>\n<p>We’ve been quietly building based on real feedback from our 1,500+ followers here on PH. Every feature in this launch came directly from user requests.<\/p>\n<p>I’m online all day. Drop a question in the comments.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> congrats on the launch Evgenii, well done on #3.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> Upvoted! I like that SocLeads doesn\u2019t work like a static lead database.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> Nice launch! SocLeads looks built for teams that want to skip the grind of manual prospecting and build targeted lead lists far more efficiently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Keeping bounce rates under 3% is probably the most part here .Deliverability is everything in cold outreach.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m wondering if this works well for niche industries too. I\u2019d love to test it for local real estate and marketing businesses in smaller regions.<\/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\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> Yes, that\u2019s exactly one of the use cases we\u2019re excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve wasted so much time switching between Maps, Instagram, and Facebook for outreach. Having everything in one place feels much smarter and faster.<\/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\/@lakeesha_weatherwax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakeesha_weatherwax<\/a> Exactly! That\u2019s one of the main pains we wanted to solve!<\/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>I like that you focused on \u201cno code needed.\u201d I\u2019m not technical, so tools that simplify outreach and prospecting always catch my attention.<\/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\/@henry_lindsey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_lindsey<\/a> Thanks! That was one of our main goals! Make lead discovery simple enough for non-technical users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious how deep the LinkedIn scraping goes. If the filtering is accurate, this could become part of my daily lead generation workflow<\/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\/@deangelo_hinkle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deangelo_hinkle<\/a> Thanks! I\u2019d be really happy if you try SocLeads and share your feedback. It would be super helpful to understand how well the filtering works for your lead generation 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you keep data quality decent, like avoiding outdated or obviously fake emails from profiles?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks for question! We don\u2019t rely on a static database. SocLeads scrapes only online, publicly available data in real time. We also have email validation to help filter out invalid or fake emails.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Curious if exports dedupe across platforms when the same shop shows up on maps and facebook<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@novamaker01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@novamaker01<\/a> Good question. Right now deduplication works within a single platform, not across different platforms like Maps and Facebook. Cross-platform dedupe is something we may improve later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the bounce rate stay that low at scale \u2014 is there a verification step built into the scrape itself, or does it run a separate validation pass after collection?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hirogure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirogure<\/a> It can be both. SocLeads can check data quality during collection with filtering and deduplication, and emails can also be validated after collection before export. That way users can remove invalid or risky contacts before outreach and keep bounce rates low.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like it. You definitely have a better UX than Apify!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcin_uchacz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_uchacz1<\/a> Thanks! That means a lot. We wanted SocLeads to feel much simpler and more focused than scraper-heavy tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Was literally trying to build something like this for my dating app outreach. This saves so much time. Great product.<\/div>\n<div class=\"comment-actions\">\n<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\/@tharun797\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tharun797<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 #1, Evgenii. The geo search caught my eye.<\/p>\n<\/p>\n<p>I built a few small scrapers for personal\/hackathon projects years ago, one was around correlating Twitter activity with location and time during hurricane season. Even at that small scale, the messy part was not scraping itself, but getting useful enough results without drowning in noise.<\/p>\n<\/p>\n<p>For SocLeads, when someone runs a big geo search, is the bigger challenge usually finding enough contacts, or helping them avoid too much irrelevant data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@danush_singla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danush_singla<\/a> Thanks! You\u2019re absolutely right. The main challenge is usually not finding enough contacts, but reducing noise and keeping the results relevant. With big geo searches, SocLeads focuses on helping users narrow results with keywords email validation, so they get a more usable list instead of just a huge messy export.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 legal is it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maksym_shcherbakov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maksym_shcherbakov1<\/a> SocLeads provides access to publicly available online data, but customers are responsible for using it in line with opt-out requirements, and local laws.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>2,480 contacts per search with under 3% bounce rate is solid if the data is actually fresh. what’s the average age of the emails you’re pulling, like are these scraped in real time or cached from older crawls<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Good question. SocLeads is not a static lead database. We pull data from publicly available online sources based on the user\u2019s search, instead of selling old cached lists. Before export, emails also go through validation, which helps keep bounce rates low and filter out outdated or invalid contacts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, Evgenii! The geo-filtering for full country search sounds like a real time-saver -city-by-city grinding is exactly the kind of pain that kills outreach momentum.<\/p>\n<p>how does SocLeads handle GDPR\/compliance for EU-based leads, especially from LinkedIn and Instagram? Curious how teams use it for European markets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olia_nemirovski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olia_nemirovski<\/a> SocLeads provides access to publicly available online data, but we\u2019re not a compliance automation tool. For EU leads, customers are responsible for how they export and use the data, including lawful basis, outreach rules, opt-out handling, and platform ToS. Most teams use SocLeads for discovery and segmentation, then handle compliance inside their CRM\/outreach 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch. <a href=\"https:\/\/www.producthunt.com\/@gorns\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks for you support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>hmmm, scraping emails from social platforms and maps sits in a legal gray area in many regions. How are you thinking about compliance with GDPR and platform ToS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yymmhh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yymmhh<\/a> Great question. SocLeads only provides access to publicly available online data and doesn\u2019t act as a compliance automation tool. How users export and use that data is their own responsibility, so we always recommend following GDPR, platform ToS, local regulations, and proper opt-out requirements.<\/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\/@gorns\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> Congrats on the launch! Curious how you\u2019re handling LinkedIn\u2019s anti-scraping measures on the tech side lile rate limits, IP blocks? Would love to hear how robust it is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munis_abbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munis_abbas<\/a> Thanks! We don\u2019t try to bypass LinkedIn\u2019s anti-scraping measures or fight rate limits\/IP blocks. SocLeads collects data indirectly from publicly available online sources, so the focus is on finding accessible public data rather than forcing access to restricted platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Upvoted! What\u2019s the biggest difference users notice compared to doing lead research manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@snxzy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@snxzy<\/a> Thanks! The biggest difference is speed. Instead of spending hours manually searching profiles and collecting contacts, users can quickly find relevant leads, validate emails, and move faster to actual outreach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What types of lead sources or search filters are currently supported, and are you planning to add more enrichment options in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> Currently, we support lead sourcing and search filters for Facebook, Instagram, Google Maps, Twitter, YouTube, and TikTok.<\/p>\n<p>We\u2019re also continuously working on expanding our enrichment capabilities. In the future, we\u2019re planning to add additional resources specifically tailored for the real estate industry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Scraping is the beginning of any GTM, looks good!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@islam_midov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_midov<\/a> Yes, that’s true! And we help with 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<\/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\/@gorns\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> Nice launch! Clear value prop and a very practical use case for anyone doing outbound <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_prasniak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_prasniak<\/a> Thanks for support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Curious how this compares in practice to traditional lead databases, since SocLeads sources emails directly from online scraping rather than relying on a static database. Do you see noticeably different results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julia_demyanchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_demyanchuk<\/a> Thanks for the question! Yes, the main difference is freshness and flexibility. Traditional databases can get outdated quickly, while SocLeads pulls publicly available online data based on the user\u2019s current search. So results can be more niche-specific and up to date, especially when combined with our email validation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really promising 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\/@dmitry_bergelson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_bergelson<\/a> Thanks for support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gorns\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gorns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorns<\/a> Love how SocLeads focuses on saving time in the prospecting process. Manual lead research is still way too painful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nickanisimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickanisimov<\/a> Thanks! That\u2019s exactly the problem we\u2019re trying to solve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Congrats on the launch. <\/p>\n<p>Quick question on compliance: when users export scraped emails for outbound, do you provide source\/provenance, opt-out handling, and guidance on GDPR or platform ToS risk? Or is that fully on the customer?<\/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\/@jalcantara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalcantara<\/a> Great question. SocLeads provides access to publicly available online data, but how users export and use that data for outreach is their own responsibility. We recommend that every customer follows applicable laws, platform rules, and opt-out requirements in their market.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Team, congrats! Useful product! I’m glad to hear this update from you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_egorov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_egorov<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What\u2019s the biggest product improvement you\u2019re planning after 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\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> We\u2019re planning CRM integrations and result accuracy scoring next.So users can move leads into their workflow faster and better understand the quality of each result.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Upvoted! Nice launch! How does SocLeads help users avoid spending time on irrelevant or low-quality leads?<\/div>\n<div class=\"comment-actions\">\n<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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks! SocLeads helps users avoid irrelevant or low-quality leads through built-in filters that make searches more targeted from the start, plus email validation to help ensure the contacts are accurate and usable before exporting or reaching out.<\/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>Upvoted. What kind of users are getting the most value from SocLeads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nikogermish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikogermish<\/a> Thanks! Small and medium businesses in the consumer sector<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NULQJX32QZRBB6\" class=\"app-title\">ReactVision Studio<\/a><\/p>\n<div class=\"one-liner\">Build AR\/VR Apps in React Native + ship directly to devices<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">223<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ReactVision Studio \u662f\u4e00\u4e2a\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u5668\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u6e38\u620f\u5f15\u64ce\u5373\u53ef\u5728React Native\u4e2d\u62d6\u62fd\u6784\u5efaAR\/VR\u573a\u666f\uff0c\u5e76\u901a\u8fc7\u5355\u4e00\u4ee3\u7801\u5e93\u76f4\u63a5\u53d1\u5e03\u5230iOS\u3001Android\u548cMeta Quest\u8bbe\u5907\uff0c\u89e3\u51b3\u4e86XR\u5f00\u53d1\u95e8\u69db\u9ad8\u548c\u591a\u5e73\u53f0\u9002\u914d\u590d\u6742\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e657ec9e-d5ab-4daa-8e86-4f9b3a4681bc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uuLnTFso6vM?si=03SdRclKnSHwHwkQ\"><source src=\"https:\/\/youtu.be\/uuLnTFso6vM?si=03SdRclKnSHwHwkQ\" 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\/bbb92eb8-e2c4-4027-8f70-71b949dd78a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2c3e85f-fa9e-4fdc-bbab-eb4162f0ff5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a33ef870-a3be-4672-b100-6b67e0986cae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3d55dbf-ff9a-46ec-a6bb-24b46e95416b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42d1128e-d458-4bb1-9cc8-6a22e258237f.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\">Virtual Reality<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Augmented Reality<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AR\/VR\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">React Native<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">AI\u751f\u62103D\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">Meta Quest<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6e32\u67d3\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/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\u5355\u4ee3\u7801\u5e93\u3001\u4e09\u8fd0\u884c\u65f6\u201d\u7684\u8de8\u5e73\u53f0\u6f5c\u529b\uff0c\u6307\u51fa\u4f20\u7edfUnity\u6c89\u91cd\u3001WebXR\u53d7\u9650\u3002\u6709\u4eba\u5efa\u8bae\u4f18\u5316\u5b98\u7f51\u9996\u5c4f\u8868\u8ff0\uff0c\u8ba9\u5f00\u53d1\u8005\u5feb\u901f\u5b9a\u4f4d\u201c\u662f\u5426\u9002\u5408\u6211\u7684\u56e2\u961f\u201d\u3002\u4e5f\u6709\u7528\u6237\u5173\u5fc3\u7f16\u8f91\u5668\u4e0e\u624b\u673a\u9884\u89c8\u7684\u5ef6\u8fdf\u95ee\u9898\uff0c\u5b98\u65b9\u56de\u5e94\u79f0\u5f53\u524d\u4e3a\u6709\u610f\u5ef6\u8fdf\uff0c\u76ee\u6807\u662f\u5b9e\u65f6\u540c\u6b65\u3002\u8fd8\u6709\u4eba\u8ffd\u95ee\u540c\u4e00\u573a\u666f\u5728AR\/VR\u4e0d\u540c\u4ea4\u4e92\u6a21\u5f0f\u4e0b\u5982\u4f55\u8c03\u6574\u884c\u4e3a\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 ReactVision Studio\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u629b\u5f03\u7684\u751f\u6001\u7f3a\u53e3\u2014\u20148th Wall\u5173\u505c\u540e\uff0c\u5927\u91cfAR\u5f00\u53d1\u8005\u6025\u9700\u4e00\u4e2a\u5f00\u6e90\u7684\u3001\u73b0\u4ee3\u7684\u524d\u7aef\u6808\u66ff\u4ee3\u65b9\u6848\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u91cd\u9020\u4e00\u4e2aUnity\u6216Unreal\uff0c\u800c\u662f\u9009\u62e9\u7c98\u5408React Native\u4e0eXR\uff0c\u8ba9\u524d\u7aef\u5f00\u53d1\u8005\u7528\u719f\u6089\u7684\u5de5\u5177\u94fe\u5c31\u80fd\u89e6\u78b0\u7a7a\u95f4\u8ba1\u7b97\uff0c\u8fd9\u662f\u4e00\u79cd\u201c\u964d\u7ef4\u8d4b\u80fd\u201d\u7684\u52a1\u5b9e\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u201d\u672c\u8eab\uff08\u8fd9\u7c7b\u5de5\u5177\u5f88\u591a\uff09\uff0c\u800c\u5728\u4e8e\u201c\u4ece\u7f16\u8f91\u5668\u5230\u539f\u751f\u8bbe\u5907\u201d\u7684\u7aef\u5230\u7aef\u95ed\u73af\uff0c\u4ee5\u53ca\u201c\u5355\u4e00\u4ee3\u7801\u5e93\u8986\u76d6\u624b\u673aAR\u4e0e\u5934\u663eVR\u201d\u7684\u62bd\u8c61\u5c42\u80fd\u529b\u3002\u5c24\u5176\u5728Meta Quest\u4e0a\u76f4\u63a5\u8fd0\u884cReact Native\u539f\u751f\u4ee3\u7801\uff0c\u907f\u514d\u4e86\u4f20\u7edf\u7684\u5f15\u64ce\u5207\u6362\u6216WebXR\u7684\u6027\u80fd\u6298\u8877\uff0c\u8fd9\u5728\u6280\u672f\u8def\u5f84\u4e0a\u6293\u4f4f\u4e86\u8de8\u5e73\u53f0\u53d1\u5c55\u7684\u5173\u952e\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u662f\u4ea4\u4e92\u8303\u5f0f\u7684\u6df1\u5ea6\u77db\u76fe\uff1a\u624b\u673aAR\u4f9d\u8d56\u89e6\u6478\u548c\u5e73\u9762\u951a\u5b9a\uff0c\u5934\u663eVR\u5219\u9700\u8981\u7a7a\u95f4\u624b\u67c4\u3001\u773c\u52a8\u8ffd\u8e2a\u548c\u5168\u8eab\u8ffd\u8e2a\u3002\u5982\u679c\u7f16\u8f91\u5668\u751f\u6210\u7684\u573a\u666f\u53ea\u662f\u201c\u5e73\u79fb\u6e32\u67d3\u201d\uff0c\u800c\u975e\u201c\u9002\u914d\u4ea4\u4e92\u201d\uff0c\u90a3\u4e48\u201c\u5355\u4ee3\u7801\u5e93\u201d\u53ef\u80fd\u5c31\u662f\u4e2a\u6280\u672f\u5671\u5934\u3002\u6b64\u5916\uff0c\u201cAI\u751f\u62103D\u8d44\u4ea7\u201d\u4f5c\u4e3a\u4eae\u70b9\uff0c\u4f46\u751f\u6210\u7269\u7684\u7cbe\u5ea6\u3001\u53ef\u7f16\u8f91\u6027\u4ee5\u53ca\u5bf9\u4f4e\u529f\u8017\u79fb\u52a8\u7aef\u7684\u4f18\u5316\uff0c\u90fd\u662f\u5b9e\u9645\u843d\u5730\u65f6\u7684\u96be\u5173\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u770b\uff0c\u8fd9\u662f\u4e00\u6b3e\u975e\u5e38\u7b26\u5408\u5f53\u4e0b\u201c\u524d\u7aef\u541e\u566c\u4e00\u5207\u201d\u8d8b\u52bf\u7684\u5de5\u5177\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u5c1d\u9c9c\u201d\u8d70\u5411\u201c\u751f\u4ea7\u529b\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u771f\u6b63\u89e3\u51b3XR\u72ec\u6709\u7684\u4ea4\u4e92\u9002\u914d\u95ee\u9898\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u201c\u628aUnreal\u7684\u6d3b\u6362\u6210React Native\u5e72\u201d\u3002\u5bf9\u524d\u7aef\u793e\u533a\u662f\u52a0\u5206\u9879\uff0c\u5bf9XR\u793e\u533a\u5219\u53ef\u80fd\u9700\u8981\u66f4\u6df1\u523b\u7684\u573a\u666f\u7406\u89e3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ReactVision Studio<\/span>\n <\/div>\n<div class=\"comment-content\">A browser-based visual editor for building AR & VR scenes. Drag and drop 3D objects, generate assets with AI, then ship natively to iOS, Android, and Meta Quest from a single React Native codebase. Open source renderer, Expo-compatible, 100K+ npm installs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I am Oliver, CEO of ReactVision. We’ve been building this for years and today we’re shipping the two biggest updates we’ve ever released.<\/p>\n<p>\u27a1\ufe0f Studio is a browser-based visual editor for AR\/VR scenes. You design by dragging and dropping 3D objects, generate assets from text and image prompts with AI, and previewing live on your phone with StudioGo. When you’re ready to ship, one React Native component loads the entire scene into your app. No Unity. No C#. No game engine.<\/p>\n<p>\u27a1\ufe0f Meta Quest support means the same React Native project that runs AR on your phone now runs natively on Quest 2, 3, and Pro as an immersive VR experience. No separate codebase, no engine swap. Phone AR and headset VR from one build.<\/p>\n<p>Some quick context: 8th Wall (the biggest WebAR platform) shut down in February 2026, leaving thousands of AR developers without a platform. We’ve been working toward filling that gap – an open-source, React Native-native AR\/VR stack with a visual editor and cross-platform support.<\/p>\n<p>The SDK is MIT licensed, Expo compatible, and has 100K+ npm installs. Studio is in public beta and free to try.<\/p>\n<p>We’d love your feedback – what would you build with this? Drop a comment, try Studio, and let us know what you think.<\/p>\n<p>Cheers,<br \/>\nOliver (on behalf of the ReactVision team)<\/p><\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@oliedis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oliedis<\/a> ! The ‘one codebase, three runtimes’ approach is exactly what React Native devs have been waiting for; no more choosing between Unity’s weight or WebXR’s limits. If you haven’t already, SoftRankings categorises tools for founders at your stage (looks like you’re scaling post-beta), might be worth listing ReactVision so other XR builders can find you. What’s been the trickiest part of getting React devs to try XR so far?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oliedis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oliedis<\/a> oli_edis Shipping a browser-based visual editor for AR\/VR that bypasses heavy game engines is an absolute game-changer for mobile devs, especially with the 8th Wall gap in the market. From an AI Product Design perspective, the spatial computing era demands a completely new breed of UI\/UX architecture. To drive mass enterprise adoption, these visual editors need a flawless, premium ‘Apple-style’ workspace identity. Incredible milestone on the Meta Quest integration! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oliedis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oliedis<\/a> Curious how you see Studio evolving here. Will the long-term advantage come more from the visual editor + AI asset workflow, or from React Native becoming the shared abstraction layer across AR and VR devices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks pretty good. Will be forwarding to a lot of my mobile dev friends, and I know they will be excited!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting timing for this launch. Spatial computing tools are still early and this feels like a solid developer first approach.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Thanks Bruce!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> bruce_warren Exactly. The shift from developer-first utility to mainstream spatial workflow requires institutional-grade visual authority. The tools that win this space will be the ones that nail the bridge between complex 3D asset generation and clean, elite UI canvas execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Happy to hunt this cool product!<\/p>\n<p>Good luck with the launch, guys!<\/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>Exciting!<\/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>StudioGo live preview looks slick in the demo video. Is there any noticeable latency when pushing asset changes from the desktop browser editor to the phone, or is it near real-time over the local network?<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> we’re constantly working on making StudioGo better, there’s a slight latency at the moment which is intentional to allow changes to propagate (to avoid lag of someone making a change, then undoing it and making a different change) but realtime is the goal. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> vikramp7470 Intentional propagation delay is a smart move to prevent layout thrashing, but from a product design standpoint, this is where micro-interactions and visual cues become critical. If the UI effectively communicates the sync state in near real-time, the cognitive lag disappears for the creator. Spatial tools live and die by their canvas UX.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 strong dev-tool launch, especially with the 8th Wall timing.<\/p>\n<p>One landing-page thing I would tighten: the first screen asks the reader to parse Studio, StudioGo, ViroReact, ARKit, ARCore, Quest, and React Native before it gives them a clear self-identification moment.<\/p>\n<p>I would test a sharper above-the-fold line like:<\/p>\n<p>`For React Native teams that need to ship AR\/VR without Unity, WebXR compromises, or a separate Quest codebase.`<\/p>\n<p>Then split the first CTA into two intent paths:<\/p>\n<p>– `Try Studio in browser`<\/p>\n<p>– `Read the React Native SDK docs`<\/p>\n<p>The product already has the proof. I think the page just needs to make the target developer say “this is for my team” faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___04320252b4205d8aebf352f\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___04320252b4205d8aebf352f<\/a> Thanks, that’s really helpful feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks pretty cool. If the latency and lag are taken care of and propagation happens in real-time, this is fire. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 love how ReactVision Studio is making XR development feel approachable for modern frontend developers \ud83d\udc4f Combining React Native with a visual workflow is such a smart direction. Feels like this could lower the barrier for a lot of creators entering AR\/VR space \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With AR and VR targeting such different depth and interaction models, does the same scene definition export cleanly to both \u2014 or does the editor let you tune per-platform behavior before shipping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>ReactVision Studio feels like the missing bridge between React developers and immersive AR\/VR creation \ud83d\ude80 The fact that you can visually build, preview, and deploy XR experiences without touching Unity is seriously impressive. Excited to see what creators start building with this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RTMG35ETHSLUIL\" class=\"app-title\">Shadow<\/a><\/p>\n<div class=\"one-liner\">AI computer screen and voice control with custom automation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">178<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shadow\u662f\u4e00\u6b3e\u4e3aMac\u8bbe\u8ba1\u7684AI\u754c\u9762\uff0c\u901a\u8fc7\u5c4f\u5e55\u8bc6\u522b\u3001\u8bed\u97f3\u63a7\u5236\u548c\u81ea\u5b9a\u4e49\u81ea\u52a8\u5316\u6280\u80fd\uff08Skills\uff09\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u590d\u5236\u7c98\u8d34\u548c\u624b\u52a8\u63d0\u793a\uff0c\u76f4\u63a5\u5728\u5f53\u524d\u5de5\u4f5c\u6d41\u4e2d\u5feb\u901f\u6267\u884c\u90ae\u4ef6\u56de\u590d\u3001\u8bed\u97f3\u8f93\u5165\u3001\u4f1a\u8bae\u7eaa\u8981\u7b49\u4efb\u52a1\uff0c\u5f7b\u5e95\u6d88\u9664\u201cCopy, Paste, Prompt\u201d\u7684\u7e41\u7410\u6865\u63a5\u8fc7\u7a0b\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\/47895ce0-cf22-45a5-9e03-f41891617847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4512bdea-7e02-4882-bcc0-51d9d377b79c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/761d7a28-9b13-4f49-8a33-def1969914ed.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\/de217d65-a236-4cc7-9b49-2a9f99ca7da3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/KL8MaYOXWVM\"><source src=\"https:\/\/youtu.be\/KL8MaYOXWVM\" 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\">Meetings<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u8111\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">Mac\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u5feb\u901f\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u6d88\u9664\u201c\u590d\u5236\u7c98\u8d34\u63d0\u793a\u201d\u7684\u75db\u70b9\u53ca\u672c\u5730\u9690\u79c1\u4fdd\u62a4\uff08\u65e0\u673a\u5668\u4eba\u5165\u4f1a\uff09\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u652f\u6301BYOK\u53ca\u9009\u62e9AI\u6a21\u578b\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\uff08\u5f53\u524d\u4e3a\u5355\u547d\u4ee4\uff09\uff1b\u671f\u5f85Windows\u7248\u672c\u3002\u6709\u7528\u6237\u5efa\u8bae\u4f18\u5316\u4e0a\u4e0b\u6587\u8f93\u5165\u7684\u53ef\u89c6\u5316\u548c\u53ef\u63a7\u6027\uff0c\u4ee5\u589e\u5f3a\u4fe1\u4efb\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 Shadow V2\u7684\u201cSkills\u201d\u62bd\u8c61\u662f\u4eae\u70b9\uff0c\u5b83\u5c06\u201c\u63d0\u793a\u8bcd+\u4e0a\u4e0b\u6587+\u8f93\u51fa\u201d\u5c01\u88c5\u6210\u53ef\u81ea\u5b9a\u4e49\u7684\u81ea\u52a8\u5316\u5355\u5143\uff0c\u672c\u8d28\u4e0a\u662f\u5728Mac\u4e0a\u642d\u5efa\u4e86\u4e00\u4e2a\u57fa\u4e8eAI\u610f\u56fe\u7684\u64cd\u4f5c\u7cfb\u7edf\u5c42\u3002\u8fd9\u786e\u5b9e\u6bd4ChatGPT\u7c7b\u7684\u5bf9\u8bdd\u6846\u66f4\u8fdb\u4e00\u6b65\u2014\u2014\u5b83\u4e0d\u518d\u8981\u6c42\u7528\u6237\u4e3b\u52a8\u201c\u6865\u63a5\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u8ba9AI\u88ab\u52a8\u76d1\u542c\u5e76\u4e3b\u52a8\u4ecb\u5165\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u8fd9\u79cd\u201c\u65e0\u611f\u81ea\u52a8\u5316\u201d\u7684\u95e8\u69db\u975e\u5e38\u9ad8\u3002\u7528\u6237\u9700\u8981\u6709\u80fd\u529b\u8bbe\u8ba1\u548c\u8c03\u8bd5\u81ea\u5df1\u7684Skills\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u9677\u5165\u201c\u9884\u8bbe\u6280\u80fd\u4e0d\u591f\u7528\uff0c\u81ea\u5b9a\u4e49\u6280\u80fd\u4e0d\u4f1a\u5199\u201d\u7684\u5c34\u5c2c\u3002\u5f53\u524d\u53ea\u652f\u6301\u5355\u547d\u4ee4\uff0c\u66f4\u590d\u6742\u7684\u201c\u591a\u6b65\u9aa4\u4ee3\u7406\u201d\u8fd8\u5728\u8def\u4e0a\uff0c\u8fd9\u4f1a\u8ba9\u5b83\u7684\u5b9e\u7528\u6027\u6253\u6298\u6263\u3002\u53e6\u5916\uff0cMac-only\u7684\u7b56\u7565\u5728\u56e2\u961f\u534f\u4f5c\u573a\u666f\u4e0b\u76f4\u63a5\u9501\u6b7b\u4e86\u5929\u82b1\u677f\uff0c\u521b\u59cb\u4eba\u591a\u6b21\u63d0\u53ca\u201c\u4f18\u5148\u505a\u597dMac\u7248\u201d\u867d\u7136\u662f\u52a1\u5b9e\u9009\u62e9\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u56e2\u961f\u8d44\u6e90\u548c\u8de8\u5e73\u53f0\u80fd\u529b\u7684\u74f6\u9888\u3002\u6700\u6838\u5fc3\u7684\u9690\u5fe7\u662f\u201c\u4e0a\u4e0b\u6587\u8fb9\u754c\u201d\u7684\u4fe1\u4efb\u95ee\u9898\uff1a\u5f53AI\u81ea\u52a8\u8bfb\u53d6\u4f60\u7684\u5c4f\u5e55\u3001\u9ea6\u514b\u98ce\u548c\u90ae\u4ef6\uff0c\u800c\u4f60\u65e0\u6cd5\u6e05\u6670\u5730\u770b\u5230\u5b83\u7a76\u7adf\u7528\u4e86\u54ea\u4e9b\u6570\u636e\u53bb\u751f\u6210\u7ed3\u679c\uff0c\u8fd9\u79cd\u201c\u4fbf\u5229\u201d\u5f88\u53ef\u80fd\u6ca6\u4e3a\u201c\u9ed1\u7bb1\u201d\u3002\u867d\u7136\u56e2\u961f\u58f0\u79f0\u201c\u7528\u6237\u53ef\u4ee5\u624b\u52a8\u63a7\u5236\u201d\uff0c\u4f46\u5728\u9ad8\u9891\u7387\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u8fd9\u79cd\u63a7\u5236\u5f80\u5f80\u6d41\u4e8e\u5f62\u5f0f\u3002Shadow\u662f\u4e00\u4e2a\u6709\u91ce\u5fc3\u7684\u4ea7\u54c1\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u201cAI\u65f6\u4ee3\u7684\u9f20\u6807\u952e\u76d8\u201d\u8fd8\u6709\u4e00\u6bb5\u8def\u2014\u2014\u5b83\u9700\u8981\u66f4\u667a\u80fd\u7684\u9ed8\u8ba4\u6280\u80fd\u5e93\u3001\u66f4\u900f\u660e\u7684\u6570\u636e\u8ffd\u6eaf\u673a\u5236\uff0c\u4ee5\u53ca\u4e00\u4e2a\u4e0d\u628a\u7528\u6237\u5f53\u7a0b\u5e8f\u5458\u7684\u914d\u7f6e\u754c\u9762\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\">Shadow<\/span>\n <\/div>\n<div class=\"comment-content\">Shadow is the AI interface for your Mac. It sees your screen, hears your voice, and runs the prompts you build \u2014 on a keyboard shortcut, or in your meetings. \ud83e\ude84 Skills do the work. Quick Reply drafts emails from what you say and what\u2019s on screen. Voice Typing turns talking into clean text, anywhere. Meeting Skills capture every word and screen, then deliver notes and follow-ups the moment you hang up. Build your own \u2014 every Skill is a prompt, a context, and an output.<\/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 \/>\nJay here, founder of Shadow.<\/p>\n<p>This is our 4th time launching here, and the most meaningful one for me. Each launch shaped what Shadow became. The community here pushed us, called out what didn’t work, and stuck with us. I’m a different founder than I was at launch one, and Shadow is a different product. Thank you all \ud83d\ude4f <\/p>\n<p>Here’s something most people don’t know about us. We never set out to build a meeting assistant. <\/p>\n<p>\ud83d\udc49 What we cared about from day one was closing the gap between your world and AI. <\/p>\n<p>Meetings were just where we started. The most obvious place where context gets lost the fastest, and the most urgent thing to solve. So we did that first.<\/p>\n<p>But meetings were never the whole point. So here’s what we’ve been thinking about.<\/p>\n<p>\u2328\ufe0f The keyboard and \ud83d\uddb1\ufe0f mouse.<br \/>\nThey have been around for decades. They were built for a world where you do the executing. You type every word, click every button, do every step. But that world is changing. AI writes, codes, replies, decides. Execution is no longer just yours to carry.<\/p>\n<p>And yet, every time you want AI to help, you stop what you’re doing, open a chat box, and start copying, pasting, prompting. You become the bridge between your world and AI.<\/p>\n<p> A new way of working, but the same old interface.<\/p>\n<p>\u2728 Shadow V2 is what we always wanted to build.<br \/>\nAn interface built not for execution, but for thought. One that captures what you see, hear, and say, and runs the prompts you build.<\/p>\n<p>The biggest addition is \u26a1\ufe0fAction Skills. Press a keyboard shortcut on any screen, say what you want, and Shadow runs your Skill right there. No copy, no paste, no prompt. A few examples:<\/p>\n<p> – \u26a1 Quick Reply reads the email on your screen and drafts the response from what you say.<br \/>\n – \ud83c\udf99\ufe0f Voice Typing turns talking into clean writing in any text field, about 4x faster than typing.<\/p>\n<p>Every Skill is yours to edit. A prompt, what Shadow watches, where the output goes. Change any of them and you have a new Skill.<\/p>\n<p>\ud83d\udcdd Meetings got better too. We rebuilt the transcription engine from the ground up, faster and more stable than before. Speaker labeling is significantly improved, which was one of your most requested fixes. No bot ever joins your call, audio stays on your Mac, and your meeting becomes whatever Skill you point at it.<\/p>\n<p>A few things we cared a lot about:<br \/>\n– \ud83d\udeab No bot ever joins your call.<br \/>\n– \ud83e\udd16 Fully autonomous, runs without you even knowing.<br \/>\n– \ud83d\udd12 Audio stays on your Mac, local transcription<br \/>\n– \ud83d\udd17 Webhook and Markdown export for everything<\/p>\n<p>If you’ve used Shadow before, thank you for sticking around \ud83d\ude4f V2 is what V1 was always pointing toward.<\/p>\n<p>If you’re new, welcome \ud83d\udc4b Would love to hear what Skills you’d build first.<br \/>\nJay<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaythesong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaythesong<\/a> This is pure gold, Jay! As a digital publisher, the ‘Copy, Paste, Prompt’ ritual has always been a massive bottleneck in my daily workflow. Shadow V2 seems to completely eliminate that friction. The fact that it runs locally on Mac with ZERO bots joining calls is a huge win for privacy and system performance.<\/p>\n<p>Rebuilding the transcription engine from the ground up shows how much you listen to the community. Upvoted and fully supporting this launch. Kudos to the entire team! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b We worked really hard on this one. Hope you enjoy it! If Shadow makes even one part of your day a little easier, that means a lot to us. Would love to hear what you think! Your feedback genuinely shapes what we build next. \ud83d\ude4f<\/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\/@escphoenix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@escphoenix<\/a>\ud83e\udee1\ud83e\udee1\ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Our team poured a lot into this launch \u2014 every detail was deliberate. We focused heavily on making things smoother and more intuitive, so Shadow fits into <em>your<\/em> workflow rather than the other way around. Hope it genuinely makes your day a little easier. Can’t wait to hear how it’s working for you \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevin_lee525\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_lee525<\/a> \ud83e\udee1\ud83e\udee1\ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Quite amazing. What models are included? BYOK?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pranavprakash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranavprakash<\/a> Glad you like it! We don’t have BYOK available, and we aren’t letting users choose specific AI models right now as we’re focused on automatically detecting the best context for each situation. That said, it’s definitely something we’re considering for later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of tool I’ve been looking for to cut down on repetitive Mac tasks. Does it work well with multi-step workflows, or is it better for single commands?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rich_nashawaty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_nashawaty<\/a> Hey Rich! thanks for the comment. Currently, it’s a single command but more agentic \/ multi-step workflow is where we are headed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Four launches in, still Mac-only. For a solo power user that’s fine. But the moment this becomes a team tool you hit the wall immediately if anyone’s on Windows. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thanks for the comment! You\u2019re right. The Windows version is taking much longer than we initially anticipated, but we\u2019ve been prioritizing getting the Mac version right first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cprompt, context, output\u201d shape for Skills is a strong abstraction. The place I\u2019d be most curious to see exposed is context boundaries: when a Skill uses screen state, meeting transcript, selected text, or prior notes, can the user see exactly which inputs were used before the output gets sent or saved?<\/p>\n<\/p>\n<p>That matters a lot for trust in quick replies and follow-ups. If the interface makes context visible and editable, Shadow feels less like a hidden automation layer and more like a controllable work surface for AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Appreciate the comment, Jim. We value user privacy, so we’ve designed Shadow so that you can manually control exactly which data(screenshot, voice input, and etc.) is used for each Skill. For meetings, transcripts, participant data, and others are shared when you use a meeting Skill, but you have full control over which Skill is active and when. Nothing is hidden from the user. It\u2019s meant to be a tool that lets you capture context and run your own prompts with total visibility into what’s happening!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt! \ud83d\udc4b We’ve put everything into this, and I’m genuinely excited to finally share it with you all. I hope you get to experience firsthand how Shadow can change the way you work. Give it a try, and please share any feedback, what you liked, what felt confusing, or what could be better. Every comment helps us make it better. \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jayden2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jayden2<\/a> \ud83e\udee1\ud83e\udee1\ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5QMQT3477EYHCQ\" class=\"app-title\">Searchad.ai<\/a><\/p>\n<div class=\"one-liner\">Run Apple Search Ads by Chatting with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Searchad.ai \u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\uff0c\u8ba9\u79fb\u52a8\u5e94\u7528\u5f00\u53d1\u8005\u80fd\u591f\u7528AI\u9ad8\u6548\u7ba1\u7406\u82f9\u679c\u641c\u7d22\u5e7f\u544a\u6295\u653e\u4e0e\u4f18\u5316\u7684\u667a\u80fd\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u82f9\u679cAds\u540e\u53f0\u64cd\u4f5c\u7e41\u7410\u3001\u591a\u56fd\u5bb6\u591acampaign\u96be\u4ee5\u6279\u91cf\u7ba1\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f0acd9b-abaa-43e2-83bc-65b69fae1143.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b7ad4a7-80ef-4739-b531-b82733207047.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a3a4e37-eb69-4551-9bb7-721fb47b3ea2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13cb0d33-d2d5-4be4-a774-3cfcdaa679aa.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u82f9\u679c\u641c\u7d22\u5e7f\u544a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u5f0f\u5e7f\u544a\u6295\u653e<\/span><br \/>\n <span class=\"tag\">ASA\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ROAS\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5730\u591aCampaign\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Revenuecat\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u9884\u7b97\u63a7\u5236<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u201c\u5bf9\u8bdd\u5f0f\u7ba1\u7406\u201d\u5b9a\u4f4d\u8868\u793a\u5174\u8da3\uff0c\u4f46\u63d0\u51fa\u4e24\u5904\u987e\u8651\uff1a\u4e00\u662f\u80fd\u5426\u9632\u6b62\u8d85\u9884\u7b97\uff0c\u4e8c\u662f\u4ef7\u683c\u4e0d\u900f\u660e\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u9884\u7b97\u63a7\u5236\u4f9d\u8d56\u82f9\u679c\u4fa7\u8bbe\u7f6e\uff0c\u5b9a\u4ef7\u5728API\u8fde\u63a5\u540e\u53ef\u89c1\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u5728\u8fde\u63a5API\u524d\u8865\u5145\u201c\u53ea\u8bfb\u9ed8\u8ba4\u3001\u8d39\u7528\u9700\u4eba\u5de5\u786e\u8ba4\u201d\u7b49\u4fe1\u4efb\u4fe1\u606f\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 Searchad.ai \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u5c16\u9510\u7684\u75db\u70b9\uff1a\u82f9\u679cSearch Ads\u540e\u53f0\u7b28\u91cd\u3001\u6162\u3001\u591a\u56fd\u591acampaign\u64cd\u4f5c\u7e41\u7410\u3002\u5176\u201c\u7528\u804a\u5929\u505aASA\u7ba1\u7406\u201d\u7684\u4ea4\u4e92\u65b9\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u7ed3\u6784\u5316\u5e7f\u544a\u64cd\u4f5c\uff08\u6279\u91cf\u8c03\u4ef7\u3001\u5173\u952e\u8bcd\u6269\u5199\u3001ROAS\u67e5\u8be2\uff09\u53d8\u6210\u4e86\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u2014\u2014\u8fd9\u5f88\u53ef\u80fd\u5927\u5e45\u964d\u4f4e\u975e\u6280\u672f\u578b\u5f00\u53d1\u8005\/\u5c0f\u56e2\u961f\u7684\u7ba1\u7406\u95e8\u69db\u3002\u4f46\u4e00\u6b3e\u5de5\u5177\u7684\u4ef7\u503c\uff0c\u4e0d\u6b62\u4e8e\u201c\u65b9\u4fbf\u201d\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u4e86\u4e24\u4e2a\u81f4\u547d\u7591\u95ee\uff1a\u80fd\u5426\u771f\u6b63\u9632\u8d85\u652f\uff1f\u4ef7\u683c\u5230\u5e95\u591a\u5c11\uff1f\u521b\u59cb\u4eba\u7684\u56de\u590d\u201c\u9884\u7b97\u9650\u5236\u5728\u82f9\u679c\u4fa7\u8bbe\u7f6e\u201d\u3001\u201c\u5b9a\u4ef7\u5728API\u8fde\u63a5\u540e\u53ef\u89c1\u201d\u6697\u793a\u4e86\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u5de5\u5177\u672c\u8eab\u4e0d\u5177\u5907\u9884\u7b97\u6cd5\u56f4\u680f\u80fd\u529b\uff0c\u4ec5\u80fd\u8c03\u7528\u82f9\u679cAPI\uff1b\u4e8c\u662f\u5b9a\u4ef7\u53ef\u80fd\u91c7\u7528\u201c\u7528\u91cf\u00d7\u5957\u9910\u201d\u6a21\u5f0f\uff0c\u4f46\u76ee\u524d\u7f3a\u4e4f\u900f\u660e\u7684\u524d\u7f6e\u62a5\u4ef7\u3002\u8fd9\u4f1a\u5bfc\u81f4\u7528\u6237\u5728\u6838\u5fc3\u4fe1\u4efb\u73af\u8282\u2014\u2014\u8fde\u63a5API\u3001\u66b4\u9732\u5e7f\u544a\u8d44\u91d1\u2014\u2014\u4e4b\u524d\u5c31\u4ea7\u751f\u72b9\u8c6b\u3002\u6574\u4f53\u770b\uff0cSearchad.ai\u5728\u6267\u884c\u5c42\u6709\u6f5c\u529b\u6210\u4e3a\u201cASA\u754cCursor\u201d\uff0c\u4f46\u4ea7\u54c1\u53d9\u4e8b\u4e0a\u9700\u8981\u66f4\u65e9\u89e3\u51b3\u201c\u6211\u4e0d\u653e\u5fc3\u8ba9\u5b83\u66ff\u6211\u82b1\u94b1\u201d\u8fd9\u4e00\u5e95\u5c42\u5fc3\u7406\u969c\u788d\uff0c\u540c\u65f6\u5728\u5b9a\u4ef7\u4e0a\u5f00\u95e8\u89c1\u5c71\uff0c\u5426\u5219\u4f1a\u635f\u5931\u5927\u91cf\u6f5c\u5728\u4ed8\u8d39\u7528\u6237\u3002\u5f53\u4e0b\u6700\u597d\u7684\u6253\u6cd5\u662f\u628a\u201c\u53ea\u8bfb\u9ed8\u8ba4+\u6bcf\u6b21\u64cd\u4f5c\u9700\u786e\u8ba4\u201d\u5305\u88c5\u6210\u5b89\u5168\u5356\u70b9\uff0c\u5e76\u63a8\u51fa\u4e00\u6863\u65e0\u98ce\u9669\u514d\u8d39\u8bd5\u7528\u5957\u9910\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\">Searchad.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Cursor for Apple Search Ads. Run Apple Search Ads campaigns in every country just by chatting. The AI is read-only by default, and nothing deploys, pauses, or spends a cent without your explicit approval. See your ROAS, manage the campaigns with just chatting. Work for every country that Apple Ads supported.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Everyone, <\/p>\n<p>I’m the founder of Searchad.ai which helps mobile app owners to run their Apple search ads campaigns with chatting. I’ve been using this tool internally for my own apps. After getting lots of requests from my close friends to use the same infrastructure for their app I’ve turned into a SaaS project. <\/p>\n<p>Searchad.ai is the easiest way to start running Apple Search Ads, all you need to do is connect your Apple Search Ads Api key and tell the AI to run your ads. AI can search for keywords, find meaningful keywords, do localizations, increase search ads bids, pause negative roas campaigns, check roases by country, by keyword, by ad set. Simply everything you can ever imagine is possible with searchad.ai with only chatting. <\/p>\n<p>I’ve been trying to use Apple Ads dashboard but it’s super complicated and working very slow. It’s very hard to setup multiple countries, multiple campaigns, multiple ad groups and keywords, it’s can be really annoying to do all of them one by one. I just want to make everything very simplified and searchad.ai is born. <\/p>\n<p>It’s very new platform, I’ve been personally using more than a month in my own terminal. Now everyone can have access it, it’s could be some small mistakes or error, I’ll be very happy to hearing them and fixing as quick as possible. Would be really appreciate to the any sort of feedback and questions to answer it! <\/p>\n<p>additionally with just brining your Revenuecat api key, you can also see ROAS in your current\/previous campaigns.<\/p>\n<p>Thanks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irfansenercom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irfansenercom<\/a> Interesting tool for Apple search Ads. Will explore and share my experience. Running mutiple campaigns on ASA is a hustle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Strong positioning: “Cursor for Apple Search Ads” is easy to understand.<\/p>\n<p>One landing-page friction I would fix: trust before API connection. Since the buyer has to connect an Apple Ads API key, I would add a small “before you connect” block near the CTA:<\/p>\n<p>– read-only by default<\/p>\n<p>– no spend changes without approval<\/p>\n<p>– pricing range or example tier<\/p>\n<p>– best for first campaign vs active app teams managing spend<\/p>\n<p>That would answer the two objections already showing up here: “can it overspend?” and “what will this cost me?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>dope product \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> yeah, this product looks very interesting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 product looks interesting. I can see that u can put the limit of daily spend. Is it possible that it over spends in any case?<br \/>Also I didnt find the pricing model of the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> Hello Zabbar, <\/p>\n<p>The limit of the daily spend is from Apple Search Ads side, we’re just a tool to help you to manage Apple Ads campaigns. So you can set it up or down to this limits. <\/p>\n<p>Pricing is inside of the app, if you can able to link your search ad account, you’ll be able to check the pricing as well. <\/p>\n<p>There are different tiers for different packages and different use cases. So it’s more depending of the usage. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VUCSAOSHPZW43W\" class=\"app-title\">M1 by Montage<\/a><\/p>\n<div class=\"one-liner\">Agentic UI that scales on demand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Montage M1\u901a\u8fc7\u5355\u6b21API\u8c03\u7528\u5c06AI\u751f\u6210\u7684\u201c\u6587\u672c\u63cf\u8ff0\u201d\u7f16\u8bd1\u4e3a\u53ef\u6258\u7ba1\u3001\u53ef\u6301\u4e45\u5316\u3001\u53ef\u4ea4\u4e92\u7684\u4e13\u4e1a\u7ea7UI\u7ec4\u4ef6\uff0c\u89e3\u51b3\u4e86AI Agent\u6784\u5efa\u7528\u6237\u754c\u9762\u65f6\u901f\u5ea6\u6162\u3001\u6210\u672c\u9ad8\u3001\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u4e14\u7f3a\u4e4f\u72b6\u6001\u7ba1\u7406\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\/e113612a-feee-4a9e-aded-171678b1d2bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/441d7a8d-8f39-41cb-b5a1-7b9f8987a4fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4d3424d-020d-4479-93a7-a76bd20d8410.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4541e929-055c-41c4-b20a-831974707807.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\/7cb44227-ff34-4850-bb31-1a401ad7a4d1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/u7J3e7uiFuE\"><source src=\"https:\/\/youtu.be\/u7J3e7uiFuE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6301\u4e45\u5316UI\u7684\u8bbf\u95ee\u63a7\u5236\u5c42\uff08\u6743\u9650\u4e0e\u5171\u4eab\uff09\u53ca\u80fd\u5426\u81ea\u5e26\u7ec4\u4ef6\u5e93\u3002\u5f00\u53d1\u8005\u8d5e\u8d4f\u6a21\u578b\/\u6846\u67b6\u65e0\u5173\u6027\u3001\u6d41\u5f0f\u6e32\u67d3\u4e0eToken\u8282\u7701\uff0c\u671f\u5f85\u4e0e\u73b0\u6709\u524d\u7aef\u6846\u67b6\u66f4\u6df1\u5c42\u96c6\u6210\u3002\u56e2\u961f\u56de\u5e94\u6b63\u89c4\u5212\u7ec4\u4ef6\u6784\u5efa\u5668\u53ca\u66f4\u5f00\u653e\u7684\u8bbe\u8ba1\u7cfb\u7edf\u652f\u6301\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 Montage M1\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI Agent\u843d\u5730\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u96be\u9898\u2014\u2014\u5927\u591a\u6570Agent\u751f\u6210\u7684\u201cUI\u201d\u4ecd\u505c\u7559\u5728\u804a\u5929\u6846\u91cc\u7684HTML\u5361\u7247\u6216\u8868\u683c\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u201c\u589e\u5f3a\u7248\u6587\u672c\u8f93\u51fa\u201d\u3002M1\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6e32\u67d3\u66f4\u5feb\uff08\u8fd9\u662f\u6280\u672f\u7ed3\u679c\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u8f93\u51fa\u7684\u8303\u5f0f\uff1aAI\u7684\u8f93\u51fa\u5e94\u5f53\u6210\u4e3a\u201c\u53ef\u6c38\u4e45\u8fd0\u884c\u7684\u5fae\u578b\u8f6f\u4ef6\u201d\uff0c\u800c\u975e\u4e00\u6b21\u6027\u5bf9\u8bdd\u7247\u6bb5\u3002\u5176\u201c\u7f16\u8bd1-\u6258\u7ba1-\u6301\u4e45\u5316\u201d\u7684\u95ed\u73af\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u9762\u5411AI\u65f6\u4ee3\u7684\u201c\u65e0\u670d\u52a1\u5316UI\u4e2d\u95f4\u4ef6\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c50-100\u500dToken\u8282\u7701\u201d\u548c\u201c10\u500d\u901f\u5ea6\u63d0\u5347\u201d\u4f9d\u8d56\u4e8e\u201c\u7f16\u8bd1\u201d\u800c\u975e\u201c\u8fd0\u884c\u65f6\u751f\u6210\u201d\u7684\u67b6\u6784\uff0c\u8fd9\u610f\u5473\u7740\u4ea7\u54c1\u7ec4\u4ef6\u5e93\u7684\u4e30\u5bcc\u5ea6\u4e0e\u7075\u6d3b\u6027\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u77db\u76fe\u2014\u2014\u9884\u5236\u7ec4\u4ef6\u8d8a\u591a\uff0c\u5bf9AI\u7684\u521b\u610f\u7ea6\u675f\u8d8a\u5f3a\u3002\u56e2\u961f\u81ea\u5df1\u4e5f\u627f\u8ba4\u201c\u7ec4\u4ef6\u8fc7\u591a\u4f1a\u6c61\u67d3\u8f93\u51fa\u8d28\u91cf\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u201c\u51c6\u6a21\u677f\u5316\u201d\u6362\u53d6\u6548\u7387\u3002\u5bf9\u4e8e\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316UI\uff08\u5982\u590d\u6742\u56fe\u8868\u4ea4\u4e92\u3001\u52a8\u6001\u5e03\u5c40\u8c03\u6574\uff09\u7684\u573a\u666f\uff0c\u8be5\u65b9\u6848\u53ef\u80fd\u529b\u6709\u4e0d\u902e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u8bbf\u95ee\u63a7\u5236\u5168\u4ea4\u7531\u5f00\u53d1\u8005\u81ea\u8eab\u5b9e\u73b0\uff0c\u8fd9\u5728B2B\u573a\u666f\u4e2d\u662f\u4e00\u4e2a\u660e\u663e\u77ed\u677f\u3002\u4f01\u4e1a\u7ea7\u5ba2\u6237\u4e0d\u4f1a\u63a5\u53d7\u4e00\u4e2a\u65e0\u6cd5\u7cbe\u7ec6\u7ba1\u7406\u6743\u9650\u7684\u201c\u9ed1\u76d2UI\u6258\u7ba1\u670d\u52a1\u201d\u3002\u8def\u7ebf\u56fe\u4e0a\u7684\u201cartifact\u7ea7\u6743\u9650\u201d\u82e5\u4e0d\u80fd\u5feb\u901f\u843d\u5730\uff0cM1\u5f88\u53ef\u80fd\u6ca6\u4e3a\u539f\u578b\u5de5\u5177\u800c\u975e\u751f\u4ea7\u7ea7\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMontage M1\u5728\u201cAgent UI\u751f\u6210\u201d\u8fd9\u4e00\u7ec6\u5206\u8d5b\u9053\u4e0a\u5c55\u793a\u51fa\u4e86\u52a1\u5b9e\u4e14\u9510\u5229\u7684\u5207\u53e3\uff0c\u4f46\u5b83\u5fc5\u987b\u8b66\u60d5\uff1a\u4e00\u65e6\u5927\u6a21\u578b\u5382\u5546\uff08\u5982OpenAI\u3001Anthropic\uff09\u5f00\u59cb\u539f\u751f\u652f\u6301\u7ed3\u6784\u5316UI\u8f93\u51fa\u4e0e\u6301\u4e45\u5316\uff0c\u8fd9\u79cd\u4e2d\u95f4\u5c42\u670d\u52a1\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u4f1a\u88ab\u8fc5\u901f\u6324\u538b\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\">M1 by Montage<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents render UI slowly, expensively, inconsistently and inference bills balloon from it. Montage fixes it: emit a tiny intent schema, we compile production components server-side: 10x faster, 50-100x fewer tokens, model and framework agnostic. Now one M1 API call generates rich interactive visuals, hosts them as live UIs with persistent state, and styles to your brand. Don’t let your agents reinvent UI every turn – ship them on Montage!<\/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><a href=\"https:\/\/www.producthunt.com\/@aboss123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aboss123<\/a> and I launched <a href=\"https:\/\/www.producthunt.com\/products\/montage-3\" target=\"_blank\" rel=\"noopener\">Montage<\/a> about two weeks ago, and the response from developers has been incredible! <\/p>\n<p>Montage started as a <em>runtime framework for agentic UI<\/em>, but after talking to teams building real customer-facing agents, one thing became clear: the problem is <strong>bigger<\/strong> than <em>rendering components faster<\/em>.<\/p>\n<p>Agents shouldn\u2019t just display a chart, table, form, or dashboard once inside a chat thread. They should be able to <em>create full interactive artifacts<\/em> that users can <em>save<\/em>, <em>revisit<\/em>, <em>share<\/em>, and <em>actually use<\/em>.<\/p>\n<p><strong><br \/>The same requests kept coming up:<\/strong><\/p>\n<p>\u2022 Can the UI <em>persist state<\/em> after the agent creates it?<br \/>\u2022 Can users <em>save the artifact <\/em>instead of losing it when the chat ends?<br \/>\u2022 Can we <em>host<\/em> it without wiring up a separate app?<br \/>\u2022 Can it <em>look<\/em> and <em>feel<\/em> like our product?<br \/>\u2022 Can the agent generate <em>richer, higher-quality<\/em> visuals than <em>basic cards and tables<\/em>?<\/p>\n<p>That customer feedback led us to Montage M1!<\/p>\n<p>With Montage M1, your agent can generate an <em>interactive artifact<\/em>, <em>save it<\/em>, <em>host it on our platform <\/em>as a <em>disposable UI<\/em> with <em>persistent state<\/em>, and <em>style it with your company\u2019s brand<\/em>, all through a <em>single API<\/em> call.<\/p>\n<p><strong><br \/>What\u2019s new in M1:<\/strong><\/p>\n<p>\u2022 <em>Saved artifacts <\/em>users can revisit<br \/>\u2022 <em>Hosted disposable UIs<\/em> with persistent state<br \/>\u2022 <em>Interactive<\/em>, <em>high-quality<\/em> visuals<br \/>\u2022 Support for <em>generating far more<\/em> than charts, tables, kanbans, and forms<br \/>\u2022 Now supporting pricing for agent-builders: <a href=\"https:\/\/usemontage.ai\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usemontage.ai\/pricing<\/a>!<br \/>\u2022 Still <em>Model-agnostic<\/em> and <em>framework-agnostic <\/em>by design<br \/>\u2022 Still built to reduce <em>slow<\/em>, <em>expensive<\/em> UI generation<\/p>\n<p>Our bigger thesis is that <em>AI outputs are becoming software, not just text<\/em>. If an agent creates something a human needs to inspect, edit, share, or use, it should behave like a real interface. Montage is the agentic UI rendering platform for exactly that!<\/p>\n<p>Get started:<\/p>\n<ol>\n<li>\n<p>Make an API key at <a href=\"http:\/\/usemontage.ai\/get-started\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usemontage.ai\/get-started<\/a><\/p>\n<\/li>\n<li>\n<p>Read the docs at <a href=\"https:\/\/www.usemontage.ai\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usemontage.ai\/docs<\/a><br \/>Or hand the docs URL to your coding agent and let it set Montage up for you!<\/p>\n<\/li>\n<\/ol>\n<p>If you\u2019re building customer-facing agents, we\u2019d love to hear what you\u2019re running into and what you want Montage to support next. Reach us at <a href=\"mailto:founders@usemontage.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>founders@usemontage.ai<\/strong><\/a> \u2014 we\u2019re helping early teams hands-on with their first Montage-powered setup!<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Clean idea, strong positioning, and very relevant timing \ud83d\udd25<\/p>\n<p>AI apps desperately need better UI orchestration workflows, and Montage seems to tackle that directly. Wishing the team an amazing launch day!<br \/><a href=\"https:\/\/www.producthunt.com\/@aboss123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aboss123<\/a> <a href=\"https:\/\/www.producthunt.com\/@amakadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amakadia<\/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>Really impressed by the idea of turning tiny intent schemas into fully functional UIs. The focus on reducing token usage while improving rendering speed feels super relevant for the future of agentic apps. Love that it\u2019s both model-agnostic and framework-agnostic too.<\/p>\n<\/p>\n<p>Curious \u2014 what kind of customer-facing AI products are you seeing adopt Montage the fastest right now? \ud83d\udc40<\/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\/@tanjum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanjum<\/a> thanks for reaching out! <\/p>\n<\/p>\n<p>To answer your question, teams building customer-facing AI agents! Mostly products where the AI output stops being \u201cchat\u201d and starts becoming software, like dashboards, workflows, research workspaces, ops tools, etc. <\/p>\n<\/p>\n<p>That\u2019s where persistent UI matters fast.<\/p>\n<\/p>\n<p>Long term, we think this becomes a core layer for AI-generated software in general, not just 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>The balance between speed, flexibility, and model compatibility stands out here. Feels like Montage could remove a lot of friction for AI app builders. Are there plans for deeper integrations with existing frontend frameworks?<\/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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> That\u2019s the direction we\u2019re pushing toward!<\/p>\n<\/p>\n<p>We figured out teams don\u2019t want another isolated AI UI stack. The real unlock is when agentic UI can plug directly into existing frameworks, components, and design systems without changing how teams already build products. That\u2019s what we\u2019re already doing with Montage, and will continue doing to support our customers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 streaming artifact approach is smart. We’ve spent a lot of time trying to make agent outputs feel like real product surfaces, not just chat bubbles. B2B users don’t want to lose outputs when a session ends. Does M1 have any access control layer for shared artifacts, or is that left entirely to the implementing team?<\/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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> <\/p>\n<p>Great question!<\/p>\n<p>Right now, artifact access is scoped to the API key that generated it, and the implementing team controls visibility through their own auth layer. Artifact-level permissions (scoped sharing, role-based visibility, org namespaces) are on the roadmap, but one thing’s for sure: the persistence and versioning infrastructure is already in place, and access control is the next layer. <\/p>\n<\/p>\n<p>The nice thing about our compilation model is that each artifact is self-contained, so there’s no ambient data leakage as you’d get with runtime approaches.<\/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>Hey Product Hunt!<\/p>\n<p>I introduce you to… the Montage M1 API. Since our initial launch 2 weeks ago, we’ve had over 200 downloads on NPM and over 100 API users. I want to say how much we appreciate your support in helping us improve Montage. <\/p>\n<p>Some of our latest features are sure to surprise you.<\/p>\n<ul>\n<li>\n<p>You can now host artifacts using the M1 API. You create a JWT token that binds to our artifacts endpoint and can securely access hosted Montage artifacts. These artifacts can persist state and use capabilities that fetch data from your server like a standalone application!<\/p>\n<\/li>\n<li>\n<p>Interactive artifacts upgrade. Previously, if you asked Montage to make a simulation of foxes and rabbits in the wild, it would try to cram that into a dashboard or report, which kinda takes the innovation out of generative UI, but with the M1 API, requests like that get turned into beautiful visuals you can interact with and toy around with<\/p>\n<\/li>\n<li>\n<p>Artifacts are now streamable. Previously, you had to wait under a skeleton screen for the full time before an artifact surfaced; now you don’t have to! You can stream rendered sections to your users so they don’t have to wait 10 seconds for a render to appear.<\/p>\n<\/li>\n<li>\n<p>We are now a paid service, but everyone who signs up gets 1000 free credits, regardless of whether you are paying for a subscription or not. <\/p>\n<\/li>\n<\/ul>\n<p>I am proud to say I am very excited about the release, and, of course, I am open to more feedback. We want you to stress-test our software and report any bugs. Shoot us an email at <a href=\"mailto:founders@usemontage.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@usemontage.ai<\/a>, we read every one.<\/p>\n<\/p>\n<p><a href=\"https:\/\/youtu.be\/A2n5RpiSiBg?si=TlWxoHeBk4Xg-L5y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Demo Video<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this is model-agnostic. Being stuck in an ecosystem where the UI only works if you use a specific provider’s function calling is an automatic dealbreaker for us. Handing the docs URL straight to our internal coding agent to let it do the setup is a nice touch too. <a href=\"https:\/\/www.producthunt.com\/@amakadia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"amakadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amakadia<\/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\/@amakadia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amakadia<\/a> <a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Thanks! We are trying to make adoption as frictionless as possible.<\/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>Can devs bring their own component library, or are you limited to a set of Montage resources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> We are planning to support similar features, allowing users to customize our curated component library. Based on our testing, having too many components can pollute output quality, so we’ve curated the top ones. Eventually, we will add a component builder that lets users build and edit existing Montage components. Right now, we support design system branding, which personalizes how outputs appear. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4KAC32EMMI672O\" class=\"app-title\">Origio<\/a><\/p>\n<div class=\"one-liner\">A personalized way to discover where to live<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Origio\u901a\u8fc78\u4e2a\u95ee\u9898\u4e2a\u6027\u5316\u8bc4\u4f3025\u4e2a\u56fd\u5bb6\u7684\u7a0e\u540e\u85aa\u8d44\u3001\u7b7e\u8bc1\u96be\u5ea6\u3001\u751f\u6d3b\u6210\u672c\u548c\u751f\u6d3b\u8d28\u91cf\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u627e\u5230\u6700\u9002\u5408\u79fb\u6c11\u6216\u79fb\u5c45\u7684\u76ee\u7684\u5730\uff0c\u89e3\u51b3\u4f20\u7edf\u5de5\u5177\u7f3a\u4e4f\u4e2a\u4eba\u5316\u5339\u914d\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\/dc898779-ebb9-4ec4-8142-c3346f04d056.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0c03556-fd01-4e4e-af4c-3263a8137e4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8c61981-2e3f-4ed4-9193-18768d2ad31c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69818550-fe28-4d7c-9854-0fc986045bec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30ddd161-ec27-4dbb-9409-a1bee693f989.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd862c22-c534-4b17-8824-3c7a820dc964.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fcaa66e-3f22-4125-bbfc-4dbdc8bc5d9d.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\">Travel<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u6c11\u51b3\u7b56\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u56fd\u5bb6\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u8d28\u91cf\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u7b7e\u8bc1\u96be\u5ea6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7a0e\u540e\u85aa\u8d44\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u6210\u672c\u6bd4\u8f83<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">ProductHunt<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u89e3\u51b3\u5b9e\u9645\u9700\u6c42\uff0c\u4f46\u6709Bug\u5bfc\u81f4\u9ed1\u5c4f\u6216\u8d85\u65f6\uff08\u5df2\u4fee\u590d\uff09\uff0c\u58a8\u897f\u54e5\u672a\u51fa\u73b0\u5728\u641c\u7d22\u4e2d\uff1b\u9700\u6ce8\u610f\u7a0e\u52a1\u6570\u636e\u66f4\u65b0\u7684\u65f6\u6548\u6027\uff0c\u5efa\u8bae\u660e\u786e\u6570\u636e\u66f4\u65b0\u9891\u7387\u548c\u201c\u7814\u7a76\u7ea7\u201d\u7cbe\u5ea6\u754c\u9650\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 Origio\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6bd4Numbeo\u66f4\u51c6\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u79fb\u6c11\u51b3\u7b56\u8fd9\u4e2a\u9ad8\u5ea6\u590d\u6742\u3001\u5145\u6ee1\u9690\u5f62\u6210\u672c\u7684\u8fc7\u7a0b\uff0c\u538b\u7f29\u6210\u4e868\u4e2a\u9009\u62e9\u9898\u3002\u5b83\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5927\u90e8\u5206\u4eba\u4e0d\u662f\u4e0d\u60f3\u79fb\uff0c\u800c\u662f\u88ab\u4fe1\u606f\u8fc7\u8f7d\u548c\u201c\u4e0d\u77e5\u9053\u81ea\u5df1\u4e0d\u77e5\u9053\u4ec0\u4e48\u201d\u7684\u6050\u60e7\u529d\u9000\u4e86\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u505a\u4e86\u4e24\u4ef6\u4e8b\u503c\u5f97\u80af\u5b9a\uff1a\u4e00\u662f\u7528\u201c\u7a0e\u540e\u5b9e\u9645\u5230\u624b\u6536\u5165\u201d\u66ff\u4ee3\u4e86\u7c97\u7cd9\u7684\u8d2d\u4e70\u529b\uff0c\u8fd9\u5bf9\u7a0b\u5e8f\u5458\u3001\u8fdc\u7a0b\u5de5\u4f5c\u8005\u8fd9\u7c7b\u9ad8\u6d41\u52a8\u6027\u4eba\u7fa4\u662f\u7cbe\u51c6\u7684\uff1b\u4e8c\u662f\u628a\u201c\u7b7e\u8bc1\u96be\u5ea6\u201d\u548c\u201c\u56fd\u7c4d\u201d\u5f3a\u7ed1\u5b9a\uff0c\u8fd9\u5f25\u8865\u4e86Nomad List\u7b49\u5de5\u5177\u53ea\u770b\u751f\u6d3b\u6210\u672c\u7684\u5de8\u5927\u76f2\u533a\u2014\u2014\u4e00\u4e2a\u5370\u5ea6\u62a4\u7167\u548c\u5fb7\u56fd\u62a4\u7167\u9762\u5bf9\u7684\u4e16\u754c\u5b8c\u5168\u4e0d\u540c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u660e\u663e\u300219.99\u6b27\u5143\u4e00\u6b21\u4ed8\u8d39\u7684\u6a21\u5f0f\u56fa\u7136\u6e05\u723d\uff0c\u4f46\u7a0e\u52a1\u6570\u636e\u3001\u79fb\u6c11\u653f\u7b56\u53d8\u52a8\u9891\u7e41\uff0c\u957f\u671f\u7ef4\u62a4\u6210\u672c\u5f88\u9ad8\u3002\u8bc4\u8bba\u4e2d\u5df2\u51fa\u73b0\u6570\u636e\u67e5\u8be2\u5931\u8d25\u548c\u7ed3\u679c\u4e0d\u663e\u793a\u7684\u60c5\u51b5\uff0c\u8bf4\u660eMVP\u671f\u6280\u672f\u5e95\u5b50\u4ecd\u5728\u8865\u8bfe\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u76ee\u524d\u53ea\u8986\u76d625\u4e2a\u56fd\u5bb6\uff0c\u5bf9\u4e8e\u60f3\u5bf9\u6bd4\u6cf0\u56fd\u548c\u897f\u73ed\u7259\u7684\u4eba\u6709\u7528\uff0c\u4f46\u771f\u6b63\u9700\u8981\u79fb\u5c45\u7684\u4eba\u5f80\u5f80\u5728\u975e\u4e3b\u6d41\u56fd\u5bb6\u2014\u2014\u6bd4\u5982\u5c3c\u52a0\u62c9\u74dc\u3001\u683c\u9c81\u5409\u4e9a\u2014\u2014\u800c\u8fd9\u4e9b\u6570\u636e\u7a7a\u767d\u4f1a\u4f7f\u5de5\u5177\u7684\u4ef7\u503c\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7ec8\uff0cOrigio\u66f4\u50cf\u662f\u4e2a\u201c\u51b3\u7b56\u6f0f\u6597\u201d\u2014\u2014\u5b83\u80fd\u5e2e\u7528\u6237\u4ece25\u4e2a\u56fd\u5bb6\u7f29\u52303\u4e2a\uff0c\u4f46\u540e\u7eed\u7684\u6df1\u6316\uff08\u96c7\u4e3b\u79fb\u6c11\u3001\u5b50\u5973\u6559\u80b2\u3001\u533b\u7597\u4fdd\u9669\uff09\u5b83\u65e0\u529b\u627f\u63a5\u3002\u5982\u679c\u80fd\u5f00\u653e\u6570\u636eAPI\u6216\u6784\u5efa\u793e\u533a\u8d21\u732e\u673a\u5236\uff0c\u5b83\u6709\u673a\u4f1a\u4ece\u201c\u5de5\u5177\u201d\u53d8\u6210\u201c\u5e73\u53f0\u201d\uff1b\u5982\u679c\u53ea\u9760\u521b\u59cb\u4eba\u624b\u52a8\u5237\u7a0e\u52a1\u8868\uff0c\u4e00\u5e74\u540e\u5c31\u4f1a\u88ab\u6570\u636e\u6298\u65e7\u62d6\u57ae\u3002\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u522b\u76f2\u4fe1\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\">Origio<\/span>\n <\/div>\n<div class=\"comment-content\">Most relocation tools give you generic city comparisons. Origio personalises it. Answer 8 questions about your job, passport, rent budget and priorities and it scores 25 countries by salary after tax, visa difficulty for your nationality, cost of living and quality of life. Free tier shows your top 3 matches. Pro unlocks all 25, a salary calculator, full visa checklist and a 3-country comparison. One-time payment, no subscription.<\/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>I built Origio because I was genuinely trying to figure out if moving abroad made financial sense for me and couldn’t find anything useful. Numbeo gives you generic city data. Nomad List tells you about the coffee shops. Neither of them tell you what you’d actually take home on your salary after local tax, or whether your passport makes the visa process a nightmare.<\/p>\n<p>So I just built it myself.<\/p>\n<p>You answer 8 questions about your job, passport, rent budget and what you actually care about. Origio scores 25 countries and gives you a personalised breakdown salary after tax, visa routes for your nationality, cost of living, safety and quality of life scores.<\/p>\n<p>Free tier shows your top 3 matches. Pro is \u20ac19.99 one time, no subscription, unlocks all 25 countries plus a salary calculator, full visa checklist and a 3 country comparison.<\/p>\n<p>Would genuinely love feedback especially from anyone who has actually been through the whole “which country do I even move to” research rabbit hole.<\/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\/@shlokmestry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shlokmestry<\/a> I love that you built this! Congratulations! I have been recently looking for something just like this. I just gave it a try, and it’s very interesting. I want to dive into a bit more. I put in my rental budget, and it still gave me a higher amount, so very interested to see if maybe one of my other selections made that void.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great. I have moved countries a couple of times, and finding updated and reliable info likt this is a pain. Where I live in Mexico, a lot of people come from abroad. I can see they could find it useful. One little thing: I tried Mexico in the search countries and Mexico did not appear \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi Shlok, interesting idea. I’ve been many times thinking of moving elsewhere \ud83d\ude42 I got literally curious about the result.<br \/>I’ve tried the tool twice. Without and with account and both time I got at the end “session expired” with no result \ud83d\ude41 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@evitam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evitam<\/a> hey Eva! Sorry about that that’s frustrating.<\/p>\n<p>We had a session bug affecting a small number of users that was causing to timeout before generating results. Just fixed it on our end.<\/p>\n<p>Give it another shot and let me know if you hit any issues. If it happens again, shoot me a message and I’ll debug it directly.<\/p>\n<\/p>\n<p>Thanks for being patient \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>It looks interesting. But it didn’t show me results. I can see only the black screen \ud83d\ude41<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hi Nika, there was a bug that was causing issues for a few users. We\u2019ve fixed it now, and it should work well. Thanks for trying Origio \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>‘ve looked at numbeo before and the numbers never felt real because they don’t account for your actual nationality or visa situation. how often does the tax data get updated though, because tax laws change fast and outdated numbers would make the whole comparison unreliable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> really fair point. tax data is the thing I’m most paranoid about getting wrong. I review it every 3 months and flag anything that’s changed like income tax brackets, social security rates, special regimes like Portugal’s NHR or Germany’s threshold shifts. the country pages show a last verified date so you always know how fresh the numbers are.<\/p>\n<p>that said I won’t pretend it’s real time. it’s research grade not accountant grade. the goal is to tell you Germany takes roughly 40% vs Portugal 28% for your bracket accurately enough to make the comparison meaningful, not to file your tax return 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<\/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\/L6ZHX2NQKSS2BU\" class=\"app-title\">Moody<\/a><\/p>\n<div class=\"one-liner\">Your Mac wallpaper that listens to your music & weather<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MOODy\u662f\u4e00\u6b3e\u80fd\u5c06Mac\u684c\u9762\u58c1\u7eb8\u4e0e\u97f3\u4e50\u3001\u5929\u6c14\u3001\u4e13\u6ce8\u6a21\u5f0f\u7b49\u5b9e\u65f6\u8054\u52a8\u7684\u52a8\u6001\u58c1\u7eb8\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u957f\u65f6\u95f4\u529e\u516c\u4e2d\u6446\u8131\u9759\u6001\u58c1\u7eb8\u7684\u67af\u71e5\u611f\uff0c\u901a\u8fc7\u73af\u5883\u53cd\u9988\u63d0\u5347\u6c89\u6d78\u611f\u4e0e\u6548\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/65677214-bfde-4bab-8935-9cde35711470.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/Nx9IuRRxd6w?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/Nx9IuRRxd6w?feature=share\" 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\/9d44a93a-97c5-4725-87a4-8ca02d52e9b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36b8396e-4e61-41fa-b20d-4b91b3418847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20b6eb3d-a959-4f7c-9431-e59e23c69e96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/567ca4a1-26ae-4e34-946c-92b1a43214ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e247434-bfbe-4693-b31c-47187ab6227b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaa69e9a-7cf8-41b9-b641-bd33bd201d26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30e36124-6669-4085-81b7-9ddc1ba8a14b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53508b26-9048-4aae-8acb-69d0bb4bbe07.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u52a8\u6001\u58c1\u7eb8<\/span><br \/>\n <span class=\"tag\">Mac\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5929\u6c14\u8054\u52a8<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">SwiftUI<\/span><br \/>\n <span class=\"tag\">\u591a\u5c4f\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6548\u529e\u516c<\/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\u521b\u610f\uff0c\u4f46\u53cd\u9988\u5b58\u5728\u660e\u663e\u95ee\u9898\uff1a\u90e8\u5206\u7528\u6237\u906d\u9047401\u9519\u8bef\u548c\u65e0\u6cd5\u4f7f\u7528\u7684bug\uff1bApp Store\u622a\u56fe\u6a21\u7cca\uff0c\u5f71\u54cd\u8d2d\u4e70\u51b3\u7b56\uff1b\u8461\u8404\u7259\u8bed\u7528\u6237\u6307\u51fa\u53ef\u7528\u6027\u4e0d\u4f73\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u5efa\u8bae\u7528\u6237\u901a\u8fc7\u90ae\u4ef6\u63d0\u4f9b\u9519\u8bef\u622a\u56fe\u548c\u7cfb\u7edf\u7248\u672c\u4ee5\u534f\u52a9\u4fee\u590d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MOODy\u7684\u51fa\u53d1\u70b9\u5f88\u806a\u660e\u2014\u2014\u628a\u684c\u9762\u4ece\u201c\u88c5\u9970\u201d\u53d8\u6210\u201c\u73af\u5883\u53cd\u9988\u201d\u3002\u5b83\u6293\u4f4f\u4e86Mac\u7528\u6237\u4e00\u4e2a\u771f\u5b9e\u4f46\u88ab\u5ffd\u89c6\u7684\u9700\u6c42\uff1a\u9ad8\u9891\u4f7f\u7528\u7684\u684c\u9762\u73af\u5883\u5374\u957f\u671f\u9759\u6001\uff0c\u8fd9\u4e0e\u624b\u673a\u7aef\u4e30\u5bcc\u7684\u52a8\u6001\u4ea4\u4e92\u5f62\u6210\u4e86\u65ad\u6863\u3002\u516d\u79cd\u8054\u52a8\u6a21\u5f0f\uff08\u97f3\u4e50\u3001\u5929\u6c14\u3001\u4e13\u6ce8\u3001\u65f6\u95f4\u3001\u60c5\u7eea\u3001\u7cfb\u7edf\u8d1f\u8f7d\uff09\u8986\u76d6\u4e86\u5de5\u4f5c\u3001\u653e\u677e\u3001\u6c89\u6d78\u7b49\u591a\u5143\u573a\u666f\uff0c\u5c24\u5176\u201c\u97f3\u4e50\u540c\u6b65\u201d\u548c\u201c\u4e13\u6ce8\u6a21\u5f0f\u201d\u5728\u5b9e\u7528\u6027\u548c\u60c5\u611f\u5171\u9e23\u4e0a\u90fd\u6709\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u521b\u610f\u5148\u884c\uff0c\u4ea4\u4ed8\u672a\u6ee1\u201d\u7684\u9636\u6bb5\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684401\u9519\u8bef\u3001\u53ef\u7528\u6027bug\u3001\u622a\u56fe\u6a21\u7cca\u7b49\u95ee\u9898\uff0c\u8bf4\u660e\u5f00\u53d1\u8005\u5728\u524d\u7aef\u4f53\u9a8c\u6253\u78e8\u548c\u6d4b\u8bd5\u8986\u76d6\u4e0a\u5b58\u5728\u77ed\u677f\u3002\u4f5c\u4e3a\u4e00\u4e2a\u201c\u58c1\u7eb8\u201d\u7c7b\u4ea7\u54c1\uff0c\u7b2c\u4e00\u5370\u8c61\u6781\u5176\u91cd\u8981\uff0c\u65e9\u671f\u7528\u6237\u7684\u8d1f\u9762\u4f53\u9a8c\u5f88\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u6d41\u5931\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u8f7b\u91cf\u7ea7\u7684\u6c1b\u56f4\u5de5\u5177\u201d\uff0c\u800c\u975e\u5f3a\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u5176\u4ed8\u8d39\u6a21\u5f0f\uff08\u8ba2\u9605\u5236\u89e3\u9501\u667a\u80fd\u6a21\u5f0f\uff09\u662f\u5426\u80fd\u8ba9\u7528\u6237\u6301\u7eed\u4e3a\u201c\u52a8\u6001\u58c1\u7eb8\u201d\u4e70\u5355\uff0c\u503c\u5f97\u6000\u7591\u2014\u2014\u4e00\u65e6\u65b0\u9c9c\u611f\u6d88\u9000\uff0c\u7559\u5b58\u7387\u5c06\u9762\u4e34\u8f83\u5927\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5546\u69b7\u7684\u662f\u4ea7\u54c1\u5b9a\u4f4d\u7684\u66a7\u6627\u6027\uff1a\u5b83\u7a76\u7adf\u662f\u201c\u684c\u9762\u7f8e\u5316\u5de5\u5177\u201d\u3001\u201c\u73af\u5883\u53cd\u9988\u7cfb\u7edf\u201d\uff0c\u8fd8\u662f\u4e00\u79cd\u201c\u6570\u5b57\u60c5\u7eea\u5ba3\u6cc4\u54c1\u201d\uff1f\u76ee\u524d\u7684\u4ea4\u4e92\u903b\u8f91\u66f4\u63a5\u8fd1\u540e\u8005\uff0c\u4f46\u5728\u529f\u80fd\u6df1\u5ea6\u548c\u7cfb\u7edf\u6574\u5408\u4e0a\u5c1a\u672a\u89e6\u53ca\u771f\u6b63\u201c\u667a\u80fd\u201d\u7684\u8fb9\u754c\uff0c\u6bd4\u5982\u7f3a\u4e4f\u5bf9\u7528\u6237\u884c\u4e3a\u6a21\u5f0f\u7684\u4e3b\u52a8\u5b66\u4e60\u6216\u8de8\u5e94\u7528\u573a\u666f\u7684\u8c03\u5ea6\u3002\u82e5\u80fd\u7ed1\u5b9a\u66f4\u591a\u751f\u4ea7\u529b\u573a\u666f\uff08\u5982\u6839\u636e\u65e5\u7a0b\u81ea\u52a8\u5316\u5207\u6362\u98ce\u683c\u3001\u4e0e\u756a\u8304\u949f\u8054\u52a8\uff09\u6216\u5efa\u7acb\u7528\u6237\u60c5\u7eea\u6570\u636e\u53cd\u9988\u95ed\u73af\uff08\u5982\u5468\u62a5\u5f62\u5f0f\u7684\u684c\u9762\u4f7f\u7528\u5206\u6790\uff09\uff0c\u6216\u8bb8\u80fd\u8df3\u51fa\u5de5\u5177\u5c5e\u6027\uff0c\u5411\u201c\u6570\u5b57\u751f\u6d3b\u4f34\u4fa3\u201d\u8fdb\u5316\u3002\u5f00\u53d1\u8005\u9700\u8981\u5c3d\u5feb\u89e3\u51b3\u57fa\u7840Bug\uff0c\u5e76\u601d\u8003\u5982\u4f55\u8ba9\u201c\u52a8\u6001\u201d\u4e0d\u6b62\u4e8e\u89c6\u89c9\uff0c\u800c\u662f\u771f\u6b63\u5bf9\u6548\u7387\u6216\u60c5\u7eea\u4ea7\u751f\u53ef\u91cf\u5316\u7684\u5f71\u54cd\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\">Moody<\/span>\n <\/div>\n<div class=\"comment-content\">\ud83c\udfb5 Music-reactive. \u2614 Weather-aware. \ud83c\udfaf Focus-syncing. MOODy turns your Mac desktop into a living surface \u2014 six smart modes that match your music, weather, mood, and time of day. 4K wallpapers, multi-monitor, macOS 14.6+.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p> I’m Veysel, the maker of MOODy. Quick story on why I built this.<\/p>\n<p> A few months ago I caught myself staring at the same wallpaper I’d set on my Mac two years ago. My phone reacts to<br \/>\n everything \u2014 focus mode, sunset, my workouts \u2014 but my desktop, where I spend 10 hours a day, just sat there. Frozen.<\/p>\n<p> MOODy is my answer. Six smart modes that make your wallpaper actually *react* to your life:<\/p>\n<p> \ud83c\udfb5 Music Sync \u2014 your wallpaper matches what’s playing on Spotify or Apple Music. lo-fi \u2192 rainy window. jazz \u2192 vinyl bar.<br \/>\n (this is the one that hooked my beta testers)<br \/>\n \u2614 Weather \u2014 real weather outside, real weather on your desktop<br \/>\n \ud83c\udfaf Focus \u2014 auto-switches with macOS Focus modes<br \/>\n \ud83d\udd50 Time of day \u2014 sunrise to night, your desktop evolves with daylight<br \/>\n \ud83c\udfa8 Mood \u2014 pick from 10 vibes (Calm, Focus, Cozy, Dramatic\u2026)<br \/>\n \ud83d\udda5 System \u2014 wallpaper reflects CPU\/RAM load (a little nerdy easter egg)<\/p>\n<p> Built solo. SwiftUI, WeatherKit, integrates with Spotify and Apple Music metadata. 4K wallpapers, multi-monitor,<br \/>\n multi-Space. macOS 14.6+.<\/p>\n<p> Free to try \u2014 full wallpaper catalog and manual mode are free forever. Premium unlocks the six smart modes (monthly or<br \/>\n annual, 7-day trial, no card needed).<\/p>\n<p> I’ll be here all day answering anything \u2014 tech, design choices, why I picked Sonoma as the minimum, what’s broken (there’s<br \/>\n always something).<\/p>\n<p> Three asks:<br \/>\n 1. Which mode would make YOU install this?<br \/>\n 2. If you try it, what’s confusing in the first 60 seconds?<br \/>\n 3. Brutal feedback > polite upvotes \ud83d\ude4f<\/p>\n<p> Thanks for spending a minute on this with me \ud83e\ude75<\/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\/@veysel_bozkurt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@veysel_bozkurt<\/a> MOODy is a great example of turning something static into something context aware and alive. The music and focus of weather combination makes it feel less like decoration and more like ambient feedback for your day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept \u2014 the detail of reacting to both music AND weather together is unexpected. Does it use local weather or does it need a location permission?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rich_nashawaty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_nashawaty<\/a> Thank you for your opinion! Real local weather macOS CoreLocation for coordinates, Open-Meteo for the data (free API, no tracking on their end). One time “while using” permission prompt the<\/p>\n<p>first time you turn on Weather Mode. Location is required for the mode to work.<\/p>\n<p>The macOS prompt itself was a small hell to get righ. Info.plist key on Mac is NSLocationUsageDescription, not the iOS variants. Burned a day on that. Indie dev tax \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cooly looking \ud83d\ude09 . I can definitely see a lot of people that would enjoy this. Honestly it looks really nice i think you really need some better pics to showcase it, on the app store the pics are very blurry. For such a image related and actually nice working thing you should showcase the awesome images it actually produces. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewb23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewb23<\/a> Thank you, this honestly made my day \ud83d\ude4f And you’re 100% right about the App Store screenshots. I shipped with placeholder shots just to get the app live. a wallpaper app should be the last one with blurry previews. New screenshots are top of my list this month. If you have a favorite mode after trying it, I’d love to know which one that’ll probably end up being the hero shot. Thanks again, genuinely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>bom fiquei interessado no produto mas a usabilidade ainda nao esta boa nao conseguir usar e testar deu erro <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luciano_henrique2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luciano_henrique2<\/a> Obrigado pelo feedback, s\u00e9rio sinto muito que tenha dado erro. A usabilidade \u00e9 o que eu mais quero melhorar nas pr\u00f3ximas atualiza\u00e7\u00f5es, ent\u00e3o qualquer detalhe ajuda muito.<\/p>\n<p> Voc\u00ea poderia me mandar um email em <a href=\"mailto:veyysellbozkrt@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">veyysellbozkrt@gmail.com<\/a> com:<\/p>\n<p> – Print do erro (ou da tela onde aconteceu)<\/p>\n<p> – Sua vers\u00e3o do macOS<\/p>\n<p> – O que estava fazendo quando deu o problema (abrindo o app, navegando categorias, modo de m\u00fasica\/clima, etc.)<\/p>\n<p> – O que achou mais confuso na primeira vez que abriu<\/p>\n<\/p>\n<p> Respondo no mesmo dia. Esse tipo de feedback honesto \u00e9 o que vai fazer o app melhor. Obrigado de novo \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey i loved this idea but when I tried it I kept getting a 401 error. i would really love to use the app could you help me figure out what\u2019s going wrong?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kedar_deshmukh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kedar_deshmukh<\/a> Hey, thank you for taking the time to try it and report this back. Genuinely means a lot \ud83d\ude4f<\/p>\n<p> That 401 is something I want to fix fast. Could you shoot me an email at <a href=\"mailto:veyysellbozkrt@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">veyysellbozkrt@gmail.com<\/a> with:<\/p>\n<p> – A screenshot of the error (or the screen where it appeared)<\/p>\n<p> – Your macOS version<\/p>\n<p> – Which screen or action triggered it (opening the app, browsing categories, weather mode, etc.)<\/p>\n<p> Soon as it lands I’ll dig into logs and get back to you the same day. Really want to make this work for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Gotta love creative products. \ud83d\ude01\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@tim_350life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_350life<\/a> Thanks a lot Tim. I am verry happy to heart that words. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5K3FWTBN3F54S5\" class=\"app-title\">Krea 2<\/a><\/p>\n<div class=\"one-liner\">An image model built for style control and moodboards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Krea 2\u901a\u8fc7\u5185\u7f6e\u7684\u5ba1\u7f8e\u6a21\u578b\u548c\u98ce\u683c\u63a7\u5236\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u6446\u8131\u5bf9\u6a21\u7cca\u63d0\u793a\u8bcd\u7684\u4f9d\u8d56\uff0c\u7cbe\u51c6\u751f\u6210\u7b26\u5408\u4e2a\u4eba\u5ba1\u7f8e\u504f\u597d\u7684AI\u56fe\u50cf\uff0c\u89e3\u51b3\u521b\u610f\u5de5\u4f5c\u8005\u5728\u98ce\u683c\u7edf\u4e00\u4e0e\u60c5\u7eea\u677f\u628a\u63a7\u4e0a\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\/1cd4019d-9a37-4251-83dd-05c468b7b055.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/316153e4-dcba-4ea8-bf58-aeac5465d790.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cefd2878-b1f6-4f6d-af9b-06bc83852040.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93b47826-e3d3-4bcd-ab12-cdac5eadfbac.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bf13f58-0541-488f-880b-a0105ba8eae0.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e1f357-9e92-44f2-915e-5c64365a2fe1.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b320f96a-0549-4f84-bac8-8dd45f14d1ff.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a23aca59-c1ad-4743-b660-581507629f1b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/380ade4a-e0d6-4648-928f-d99f957f95d9.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e7aad3c-11cf-459e-b6ff-c7122d60c42b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/dcd6d01e-d919-4305-803c-9fcc8e5bc18b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jm64eBXL108\"><source src=\"https:\/\/www.youtube.com\/watch?v=jm64eBXL108\" 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\">Photography<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Graphics & Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u677f<\/span><br \/>\n <span class=\"tag\">\u5ba1\u7f8e\u591a\u6837\u6027<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u53c2\u8003<\/span><br \/>\n <span class=\"tag\">\u5f3a\u5ea6\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Krea<\/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\u5bf9\u98ce\u683c\u63a7\u5236\u529f\u80fd\u5174\u8da3\u6d53\u539a\uff0c\u4f46\u8be2\u95ee\u4e0eGPT-image-2\u7684\u5bf9\u6bd4\u3001\u6279\u6b21\u4e00\u81f4\u6027\u53ca\u5546\u4e1a\u6a21\u5f0f\u3002\u5efa\u8bae\u5b98\u65b9\u660e\u786e\u7248\u672c\u66f4\u65b0\u4eae\u70b9\u548c\u5546\u4e1a\u95ed\u73af\uff0c\u4ee5\u589e\u5f3a\u7528\u6237\u4fe1\u4efb\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 Krea 2\u7684\u53d1\u5e03\u770b\u4f3c\u534e\u4e3d\uff0c\u5b9e\u5219\u6697\u85cf\u9690\u5fe7\u3002\u5176\u201c\u4ece\u96f6\u6784\u5efa\u57fa\u7840\u6a21\u578b\u3001\u5f3a\u8c03\u5ba1\u7f8e\u4e0e\u98ce\u683c\u63a7\u5236\u201d\u7684\u5b9a\u4f4d\uff0c\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u56fe\u50cf\u751f\u6210\u5de5\u5177\u201c\u63d0\u793a\u8bcd\u7384\u5b66\u201d\u7684\u75db\u70b9\u2014\u2014\u7528\u6237\u538c\u5026\u4e86\u7528\u51e0\u5341\u4e2a\u5f62\u5bb9\u8bcd\u53bb\u8d4c\u4e00\u5f20\u56fe\u3002\u5c06\u98ce\u683c\u4ece\u201c\u63cf\u8ff0\u201d\u8f6c\u4e3a\u201c\u5f15\u5bfc\u201d\uff08\u901a\u8fc7\u53c2\u8003\u56fe\u3001\u5f3a\u5ea6\u6ed1\u5757\u7b49\uff09\uff0c\u672c\u8d28\u662f\u964d\u4f4e\u521b\u4f5c\u95e8\u69db\uff0c\u63d0\u9ad8\u53ef\u63a7\u6027\uff0c\u8fd9\u662f\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u662f\u5426\u80fd\u5f62\u6210\u62a4\u57ce\u6cb3\uff1f\u8bc4\u8bba\u4e2d\u201c\u4e0eGPT-image-2\u5bf9\u6bd4\u201d\u548c\u201c\u5546\u4e1a\u6a21\u5f0f\u201d\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u3002\u5728\u5de8\u5934\u5c06\u57fa\u7840\u6a21\u578b\u4f5c\u4e3a\u514d\u8d39\u80fd\u529b\u7684\u4eca\u5929\uff0cKrea 2\u4f5c\u4e3a\u72ec\u7acb\u5de5\u5177\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\uff1a\u4e00\u662f\u201c\u98ce\u683c\u63a7\u5236\u201d\u80fd\u5426\u4ece\u201c\u5dee\u5f02\u5316\u5356\u70b9\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u7cbe\u5ea6\u201d\uff0c\u4f8b\u5982\u54c1\u724c\u7269\u6599\u4e2d\u7684\u4e25\u683c\u8272\u5f69\/\u6784\u56fe\u4e00\u81f4\u6027\uff1b\u4e8c\u662f\u80fd\u5426\u56f4\u7ed5\u8fd9\u4e00\u80fd\u529b\u6784\u5efa\u81ea\u5faa\u73af\u7684\u521b\u4f5c\u8005\u793e\u533a\u4e0e\u6a21\u7248\u751f\u6001\uff0c\u800c\u975e\u53ea\u505aAPI\u7684\u58f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u6bcf\u5468\u672b\u90fd\u6709\u65b0AI\u89c6\u9891\u5de5\u5177\u201d\u7684\u8bc4\u8bba\u6697\u793a\u4e86\u7528\u6237\u75b2\u52b3\u3002Krea 2\u82e5\u4e0d\u5c3d\u5feb\u62ff\u51fa\u8ba9\u7528\u6237\u201c\u975e\u7528\u4e0d\u53ef\u201d\u7684\u573a\u666f\u8bc1\u660e\uff08\u5982\u8bbe\u8ba1\u7a3f\u79d2\u7ea7\u6539\u98ce\u683c\u3001\u6279\u91cf\u751f\u6210\u60c5\u7eea\u677f\uff09\uff0c\u800c\u53ea\u505c\u7559\u5728\u201c\u66f4\u6f02\u4eae\u7684\u968f\u673a\u201d\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u6b3e\u6619\u82b1\u4e00\u73b0\u7684\u6f14\u793a\u54c1\u3002\u6280\u672f\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u5546\u4e1a\u5316\u8def\u5f84\u4e0e\u6301\u7eed\u8fed\u4ee3\u7684\u201c\u786c\u5b9e\u529b\u201d\u624d\u662f\u751f\u6b7b\u7ebf\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\">Krea 2<\/span>\n <\/div>\n<div class=\"comment-content\">Create expressive AI images with Krea 2, Krea AI’s in-house foundation model for aesthetic diversity, style control, moodboards, and creative workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Krea 2 is <a href=\"https:\/\/www.producthunt.com\/products\/krea\" target=\"_blank\" rel=\"noopener\">@Krea<\/a>\u2019s first foundation image model, <strong>built from scratch<\/strong> around <strong>aesthetics<\/strong> and <strong>creative control<\/strong>.<\/p>\n<p>The visual taste is next level. It is not only about following a prompt, but also about understanding how an image should look. Style references, moodboards, and strength controls make it easier to guide the final result instead of relying on vague style words.<\/p>\n<p>The creation interface is also very smooth, as always with Krea. One small detail I really like: when you drag in an image, the input area splits and lets you choose whether to use it as a style reference or turn it into a prompt.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5baeba86-c454-42f3-bed1-b381e1035c58.gif?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><a href=\"https:\/\/www.krea.ai\/blog\/krea-2-image-model\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Quote<\/a> from the Krea team:<\/p>\n<blockquote>\n<p>Style should not be a vague prompt word. It should be something you can guide, mix, strengthen, reduce, and push.<\/p>\n<\/blockquote>\n<p>I think we need a more expressive future for AI images.<\/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\">Tried this a while ago.<br \/>\nWhat\u2019s new?<br \/>\nIs this better than gpt-image-2?<\/div>\n<div class=\"comment-actions\">\n<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 style control angle is what’s been missing from most image gen tools. Excited to test this against my usual workflow. How does it handle consistency across a batch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Just over the weekend I saw another AI video service on Product Hunt. I\u2019m curious – what\u2019s the business model here? How do AI services that generate photos\/videos make money when every major model can already do the same thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MBSEB3EEIR42ZC\" class=\"app-title\">Polarity<\/a><\/p>\n<div class=\"one-liner\">The Self-Improvement Stack For agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Polarity \u662f\u4e00\u6b3e\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5b9e\u65f6\u76d1\u63a7 AI Agent \u51b3\u7b56\u884c\u4e3a\u3001\u81ea\u52a8\u53d1\u73b0\u5931\u8d25\u6a21\u5f0f\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u8bc4\u4f30\u6570\u636e\uff0c\u4ece\u800c\u5f25\u5408\u6d4b\u8bd5\u4e0e\u90e8\u7f72\u95f4\u53ef\u9760\u6027\u9e3f\u6c9f\u7684\u76d1\u63a7\u5de5\u5177\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\/be550755-60e1-470b-b1e5-b25333aaa302.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec5641fc-78b9-4e33-b13c-0b5e49daba73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9597ea57-7631-474f-8bd7-c9835fa0cbbc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08a1a013-c53a-4dc3-a6eb-03caf628195a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc976149-abd2-48cf-bf62-86018b1069fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4720f79a-7c44-45ad-8178-2739c84bb8a8.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\/7fe31022-46d4-473f-9088-e36203628369.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rO8BzmYIxwM\"><source src=\"https:\/\/www.youtube.com\/watch?v=rO8BzmYIxwM\" 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 Agent\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u5931\u8d25\u6a21\u5f0f\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8bc4\u4f30\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760\u6027<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u544a\u8b66<\/span><br \/>\n <span class=\"tag\">Python SDK<\/span><br \/>\n <span class=\"tag\">TypeScript SDK<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u751f\u4ea7\u73af\u5883\u4e0e\u8bc4\u4f30\u96c6\u95f4\u7684\u53ef\u9760\u6027\u5dee\u8ddd\u662f\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u63d0\u95ee\u6d89\u53ca\u4eba\u5de5\u6807\u6ce8\u9700\u6c42\uff0c\u5b98\u65b9\u56de\u5e94\u79f0\u5c11\u91cfPR\u6570\u636e\u5373\u53ef\u89c1\u6548\u3002\u53e6\u6709\u4e00\u6761\u53cd\u9988\u6307\u51fa\u5b98\u7f51\u5bfc\u822a\u94fe\u63a5\u9519\u8bef\uff0c\u53ef\u80fd\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\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 Polarity\u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u4e14\u75db\u82e6\u7684\u573a\u666f\uff1aAI Agent\u7684\u201c\u5b9e\u9a8c\u5ba4-\u751f\u4ea7\u201d\u9e3f\u6c9f\u3002\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c95%\u901a\u8fc7\u7387 vs 60%\u901a\u8fc7\u7387\u201d\u5e76\u975e\u8038\u4eba\u542c\u95fb\uff0c\u8fd9\u6070\u6070\u662f\u5f53\u524d\u5927\u591a\u6570Agent\u5e94\u7528\u65e0\u6cd5\u89c4\u6a21\u5316\u7684\u6838\u5fc3\u6b7b\u7a74\u3002\u4f20\u7edf\u8bc4\u4f30\u5957\u4ef6\u5728\u9759\u6001\u3001\u53ef\u63a7\u7684\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u4f46\u9762\u5bf9\u751f\u4ea7\u73af\u5883\u4e2d\u6df7\u4e71\u3001\u4e0d\u53ef\u9884\u6d4b\u7684\u7528\u6237\u884c\u4e3a\u65f6\u5f80\u5f80\u4e0d\u582a\u4e00\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n Polarity\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u53bb\u6784\u5efa\u4e00\u4e2a\u66f4\u5b8c\u7f8e\u7684\u201c\u9884\u751f\u4ea7\u201d\u8bc4\u4f30\u4f53\u7cfb\uff0c\u800c\u662f\u76f4\u63a5all-in\u751f\u4ea7\u73af\u5883\u672c\u8eab\u3002\u5b83\u5c06Agent\u7684\u8f68\u8ff9\uff08Traces\uff09\u5b9e\u65f6\u8f6c\u5316\u4e3a\u8bc4\u4f30\u6570\u636e\uff08Evals\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u201c\u4ee5\u6218\u517b\u6218\u201d\u7684\u95ed\u73af\u7b56\u7565\uff1a\u6bcf\u4e00\u6b21\u751f\u4ea7\u4e8b\u6545\u4e0d\u4ec5\u662f\u6545\u969c\uff0c\u66f4\u662f\u5bf9\u8bc4\u4f30\u6a21\u578b\u7684\u5f3a\u5316\u8bad\u7ec3\u3002\u8fd9\u79cd\u201c\u5b66\u4e60\u578b\u76d1\u63a7\u201d\u7684\u4ef7\u503c\u8fdc\u9ad8\u4e8e\u4f20\u7edf\u7684\u88ab\u52a8\u544a\u8b66\uff08\u5982PagerDuty\uff09\uff0c\u56e0\u4e3a\u5b83\u8d4b\u4e88\u4e86\u7cfb\u7edf\u81ea\u6108\u548c\u8fdb\u5316\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u62a4\u57ce\u6cb3\u5e76\u672a\u5b8c\u5168\u5efa\u7acb\u3002\u5176\u4f9d\u8d56\u7684\u201c\u5c11\u91cfPR\u6570\u636e\u201d\u4f5c\u4e3a\u521d\u59cb\u8bad\u7ec3\u6837\u672c\uff0c\u662f\u5426\u8db3\u4ee5\u5e94\u5bf9\u6781\u7aef\u590d\u6742\u7684\u591a\u6b65\u9aa4\u63a8\u7406\u4efb\u52a1\uff0c\u5c1a\u5b58\u7591\u95ee\u3002\u5e76\u4e14\uff0c\u4ea7\u54c1\u9ad8\u5ea6\u7ed1\u5b9aSlack\u544a\u8b66\u548c\u7279\u5b9aSDK\uff08Go\u3001Python\u3001TypeScript\uff09\uff0c\u5bf9\u4e8e\u5df2\u5efa\u7acb\u5b8c\u5584\u53ef\u89c2\u6d4b\u6027\u6808\uff08\u5982Datadog\u3001Grafana\uff09\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u53ef\u80fd\u6210\u4e3a\u5197\u4f59\u7684\u76d1\u63a7\u5165\u53e3\u3002\u66f4\u5173\u952e\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5f53Agent\u7684\u884c\u4e3a\u6a21\u5f0f\u5728\u957f\u65f6\u95f4\u8de8\u5ea6\u5185\u53d1\u751f\u201c\u6982\u5ff5\u6f02\u79fb\u201d\u65f6\uff0cPolarity\u7684\u81ea\u52a8\u5316\u8bc4\u4f30\u80fd\u5426\u51c6\u786e\u8bc6\u522b\u5e76\u65e0\u504f\u5dee\u5730\u54cd\u5e94\uff1f\u5982\u679c\u4e0d\u80fd\u89e3\u51b3\u8fd9\u4e2a\u957f\u671f\u53ef\u9760\u6027\u6311\u6218\uff0c\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u6b3e\u201c\u9ad8\u5f00\u4f4e\u8d70\u201d\u7684\u5f00\u53d1\u8005\u5de5\u5177\u3002\u5176\u5546\u4e1a\u4ef7\u503c\u53d6\u51b3\u4e8e\u5bf9\u201c\u8bef\u62a5\u7387\u201d\u548c\u201c\u6f0f\u62a5\u7387\u201d\u7684\u6781\u81f4\u628a\u63a7\uff0c\u800c\u975e\u4ec5\u4ec5\u63d0\u4f9b\u4e00\u4e2a\u6f02\u4eae\u7684\u544a\u8b66\u770b\u677f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Polarity<\/span>\n <\/div>\n<div class=\"comment-content\">Polarity monitors every agent decision in production, surfaces failure patterns before users hit them, and turns trajectories into evals that compound your agent\u2019s reliability over time!<\/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 \/>\nAlex here, founder of Polarity.<\/p>\n<p>Most agent teams I’ve talked to have a 95% pass rate on their eval suite and a 60% pass rate in production. The gap is where products die, and most teams find out from a customer ticket hours later.<\/p>\n<p>Polarity closes that loop gap with ease:<\/p>\n<p>\u2192 craft agent behaviors in the dashboard<br \/>\n\u2192 learns from agent behaviour and finds new opportunities for tracking<br \/>\n\u2192 Slack alerts the second your agent misbehaves. <\/p>\n<p>Wrong tool call, skipped guardrail, latency going past thresholds; it\u2019ll all show up in your team’s slack channel with the trace.<\/p>\n<p>Three SDKs currently supported:\u2028<br \/>\n\u2192 Go<br \/>\n\u2192 Python<br \/>\n\u2192 TypeScript<\/p>\n<p>Leave any feedback in the comments, thank you product hunt!<\/p>\n<p>– Alex \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polarityco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polarityco<\/a> Congrats on the launch. Cool tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><strong>Hi everyone! My name is Jay and I’m glad you’re reading this \ud83d\ude42<\/strong><\/p>\n<p>We’re super excited to have<a href=\"https:\/\/www.producthunt.com\/@polarityco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polarityco<\/a>out and ready for devs to start integrating within their Slack Channels!<br \/>Given the validation with design partners, VCs, and testers- we’re excited to release this to the public after many<br \/>days ideating and building.<\/p>\n<p>With a full revamp of the site and its core, would love to hear how you find the product launch: <a href=\"http:\/\/www.polarity.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>www.polarity.so<\/strong><\/a><br \/>We’re accepting as many demos as time allows this week, request <a href=\"https:\/\/www.polarity.so\/calendar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>here<\/strong><\/a><\/p>\n<p>Don’t forget to follow the company page for future releases!\ud83e\udee1<\/p>\n<p><strong><em>Polarity Team — I\u2019m in the corner ;p<\/em><\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43f048fb-d030-41ef-aa06-e3d8ef0ccc47.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@polarityco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polarityco<\/a> <a href=\"https:\/\/www.producthunt.com\/@jaychopra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaychopra<\/a> Love ittttt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 production gap is a real problem. Eval suites can look fine, but once agents hit messy user behavior, traces and fast Slack alerts become much more useful than another dashboard nobody checks.<\/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>How much labeling does it need from humans before the evaluations are actually useful?<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Great question! Depending on the agent\u2019s functions and where it\u2019s incorporated, we\u2019ve found small- to medium-sized PRs that include the agent is often enough to give teams the metrics they need for evaluations to become useful. <\/p>\n<p>TLDR: not that much labeling is required for accurate results, more always helps \ud83d\ude42<\/p>\n<p>If you want more info, check out our docs: <a href=\"https:\/\/docs.polarity.so\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.polarity.so\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The landing page’s hero section has an issue. Instead of showing a case study for cal, it’s navigating to ohm, or you placed the link at wrong place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EQGJGHML3A6QDZ\" class=\"app-title\">Draft<\/a><\/p>\n<div class=\"one-liner\">Capture AI chats into your knowledge base<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Draft \u662f\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u6269\u5c55\u4e00\u952e\u6293\u53d6\u591a\u5e73\u53f0AI\u5bf9\u8bdd\uff08\u5982ChatGPT\u3001Gemini\u3001DeepSeek\uff09\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u672c\u5730\u53ef\u7f16\u8f91\u3001\u53ef\u641c\u7d22\u3001\u53ef\u79bb\u7ebf\u4f7f\u7528\u7684\u77e5\u8bc6\u7b14\u8bb0\u5de5\u5177\uff0c\u89e3\u51b3\u7528\u6237\u6709\u4ef7\u503cAI\u56de\u7b54\u6563\u843d\u4e22\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c653d123-3b2d-431c-a194-decda46e17d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f925bcb-f48d-4d55-82ed-92e82752d2e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e39a3376-8519-46f4-802f-f6cce836b448.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7300f17-ed6a-4e88-9fac-b2e1b69ab196.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d59dc566-a53a-4608-a571-147ac522f24f.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\/1d7de51e-5cd6-41e9-a3f3-614bab49ff58.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ahekoW2Tfuo\"><source src=\"https:\/\/www.youtube.com\/watch?v=ahekoW2Tfuo\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5bf9\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6355\u6349<\/span><br \/>\n <span class=\"tag\">ChatGPT<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u5bf9\u8bdd\u4e22\u5931\u7684\u75db\u70b9\uff0c\u4e3b\u8981\u5173\u6ce8\uff1a\u672c\u5730\u5b58\u50a8\u7684\u6570\u636e\u5b89\u5168\u4e0e\u5907\u4efd\u673a\u5236\u3001\u6269\u5c55\u5bf9\u4e0d\u540cAI\u5e73\u53f0DOM\u66f4\u65b0\u7684\u7a33\u5b9a\u6027\uff08\u7ef4\u62a4\u6210\u672c\uff09\u3001\u81ea\u52a8\u6355\u6349\u4e0e\u624b\u52a8\u64cd\u4f5c\u7684\u754c\u9650\u3001\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u5143\u6570\u636e\uff08\u5982\u539f\u59cb\u63d0\u793a\u3001\u9879\u76ee\u6807\u7b7e\uff09\u589e\u5f3a\u77e5\u8bc6\u53ef\u590d\u7528\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 Draft\u627e\u51c6\u4e86\u4e00\u4e2a\u6b63\u5728\u6269\u5927\u7684\u771f\u75db\u70b9\u2014\u2014\u91cd\u5ea6AI\u7528\u6237\u5728\u591a\u5e73\u53f0\u95f4\u5f80\u590d\u5bf9\u8bdd\uff0c\u6709\u4ef7\u503c\u7684\u56de\u7b54\u5982\u201c\u6570\u5b57\u5783\u573e\u201d\u822c\u6563\u843d\u3002\u5176\u6838\u5fc3\u903b\u8f91\u5e76\u975e\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u5c06\u201c\u9ad8\u6210\u672c\u590d\u5236\u7c98\u8d34\u884c\u4e3a\u201d\u4ea7\u54c1\u5316\u4e3a\u201c\u4e00\u952e\u4fdd\u5b58\u201d\uff0c\u8fd9\u662f\u660e\u667a\u7684\u201c\u51cf\u6cd5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u5176\u6838\u5fc3\u4f9d\u8d56\u4e8e\u5bf9\u5404\u5927AI\u7f51\u9875\uff08\u5982ChatGPT\uff09DOM\u7ed3\u6784\u7684\u89e3\u6790\uff0c\u8fd9\u79cd\u201c\u722c\u866b\u5f0f\u201d\u6280\u672f\u65b9\u6848\u6781\u5176\u8106\u5f31\u3002\u4efb\u4f55\u5e73\u53f0\u7684UI\u66f4\u65b0\u90fd\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u529f\u80fd\u762b\u75ea\uff0c\u521b\u59cb\u4eba\u627f\u8ba4\u201c10\u5206\u949f\u4fee\u590d\u201d\u867d\u5c55\u73b0\u4e86\u654f\u6377\u6027\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u8be5\u6a21\u5f0f\u7684\u672c\u8d28\u2014\u2014\u4e00\u79cd\u4ee5\u9ad8\u6602\u7ef4\u62a4\u6210\u672c\u4e3a\u4ee3\u4ef7\u7684\u201c\u810f\u6d3b\u201d\u3002\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\uff0c\u8fd9\u79cd\u7cbe\u529b\u7684\u6301\u7eed\u6d88\u8017\u662f\u4e0d\u53ef\u6301\u7eed\u7684\uff0c\u5bb9\u6613\u6210\u4e3a\u4ea7\u54c1\u589e\u957f\u7684\u7eca\u811a\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ea7\u54c1\u5728\u201c\u5b58\u50a8\u201d\u548c\u201c\u590d\u7528\u201d\u4e4b\u95f4\u5b58\u5728\u660e\u663e\u65ad\u5c42\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e3a\u4ec0\u4e48\u4fdd\u5b58\u8fd9\u4e2a\uff1f\u201d\u7684\u7591\u95ee\u5207\u4e2d\u8981\u5bb3\u3002\u5355\u7eaf\u7684\u5b58\u6863\u53ea\u662f\u6570\u5b57\u56e4\u79ef\uff0c\u7f3a\u4e4f\u5143\u6570\u636e\uff08\u5982\u539f\u59cb\u4e0a\u4e0b\u6587\u3001\u6807\u7b7e\u3001\u7528\u6237\u9a8c\u8bc1\u7ed3\u679c\uff09\u7684\u652f\u6301\uff0c\u8fd9\u4e9b\u7b14\u8bb0\u5f88\u5feb\u5c31\u4f1a\u4ece\u201c\u5b9d\u85cf\u201d\u9000\u5316\u4e3a\u201c\u566a\u97f3\u201d\u3002\u76f8\u6bd4Obsidian\u7b49\u6210\u719f\u7684\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\uff0cDraft\u5728\u77e5\u8bc6\u6c89\u6dc0\u548c\u68c0\u7d22\u7684\u6df1\u5ea6\u4e0a\u8fc7\u4e8e\u5355\u8584\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u201c\u5165\u53e3\u201d\u3002\u5b83\u5360\u636e\u4e86\u7528\u6237\u4e0eAI\u4ea4\u4e92\u7684\u5fc5\u7ecf\u4e4b\u8def\uff0c\u672a\u6765\u53ef\u80fd\u53d1\u5c55\u7684\u201cAgent\u63d0\u8bae\uff0c\u7528\u6237\u5ba1\u8ba1\u201d\u534f\u4f5c\u6a21\u5f0f\uff0c\u4ee5\u53ca\u97f3\u9891\/\u64ad\u5ba2\u5185\u5bb9\u6355\u6349\uff0c\u624d\u662f\u66f4\u5177\u60f3\u8c61\u529b\u7684\u65b9\u5411\u3002\u5728Beta\u9636\u6bb5\uff0c\u5b83\u770b\u8d77\u6765\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u89e3\u51b3\u201c\u7b2c\u4e00\u516c\u91cc\u201d\u95ee\u9898\u7684\u5de5\u5177\uff0c\u4f46\u4ece\u201c\u6355\u83b7\u201d\u5230\u201c\u77e5\u8bc6\u590d\u5229\u201d\uff0c\u8fd8\u6709\u5f88\u957f\u4e14\u66f4\u96be\u7684\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Draft<\/span>\n <\/div>\n<div class=\"comment-content\">Draft captures valuable answers from ChatGPT, Gemini, DeepSeek, vertical chatbots, then turns them into editable, searchable notes. Preserve formatting, organize insights, listen with text-to-speech, keep your knowledge available offline, and share when you choose. Free to use at Beta;<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys \ud83d\udc4b<\/p>\n<\/p>\n<p>I built Draft because I kept losing my AI conversations.<\/p>\n<\/p>\n<p><strong>Why<\/strong><\/p>\n<p>I use multiple AI chatbots everyday: ChatGPT for brainstorming, Claude for coding, Gemini for video analysis, Kimi for Chinese OCR and other specialized tools when they are better at one narrow task.<\/p>\n<\/p>\n<p>That workflow is powerful but messy. Useful answers end up scattered across chat histories, tabs, screenshots, bookmarks, and broken copy-pastes.<\/p>\n<\/p>\n<p><strong>What<\/strong><\/p>\n<p><a href=\"https:\/\/draft.innosage.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Draft<\/strong><\/a> is an privacy-first, local workspace that manages your AI chats. It turns useful AI conversations into editable, searchable notes in your own knowledge base. Instead of leaving a great answer buried in a chat thread, Draft helps you save it, clean it, and reuse it later.<\/p>\n<\/p>\n<p><strong>How<\/strong><\/p>\n<ol>\n<li>\n<p>visit <a href=\"https:\/\/draft.innosage.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Draft<\/strong><\/a> and install <a href=\"https:\/\/chromewebstore.google.com\/detail\/blnpihlgoclicnnjmjlabfjngfclpiak?utm_source=item-share-cb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Draft Extension<\/strong><\/a><strong>.<\/strong><\/p>\n<\/li>\n<li>\n<p>click extension on the AI chat window.<\/p>\n<\/li>\n<li>\n<p>chat history is sent as MHTML blob to your Draft workspace, saved in local browser storage.<\/p>\n<\/li>\n<li>\n<p>edit, search, listen, and share when you choose.<\/p>\n<\/li>\n<\/ol>\n<p>You can try Draft without creating a general account. The app is in Beta and free to use.<\/p>\n<\/p>\n<p><strong>Feedback<\/strong><\/p>\n<p>I would love your honest feedback:<\/p>\n<ul>\n<li>\n<p>How do you currently save useful AI conversations?<\/p>\n<\/li>\n<li>\n<p>Which AI platform should Draft support best first?<\/p>\n<\/li>\n<li>\n<p>What would make this workflow worth paying for?<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toliuweijing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toliuweijing<\/a> cool<\/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\">Makes a lot of sense. <\/p>\n<p>So many tokens wasted in one off conversations. <\/p>\n<p>Do you look for signals from users on what to add? For example a thumbs up or down in the chat.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Hi Lakshminath, glad we share the same taste and vision in the AI era. <\/p>\n<blockquote>\n<p>For example a thumbs up or down in the chat<\/p>\n<\/blockquote>\n<p>Yes. Would be great to understand more on your needs. Currently, chats are stored locally in your browser untill you choose to share it. <strong>A thumb-up feature on the shared page is an great idea.<\/strong><\/p>\n<\/p>\n<p>Please share the detail of your workflow via in-app feedback channel or connect on X, and we\u2019ll prioritize them to better support your use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First, looks like you guys are on the right track – congrats! Is IndexedDB on the roadmap? How brittle is the auto-capture when ChatGPT ships another DOM rewrite? That seems like the real maintenance tax of scrape-based extensions<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Hi Art, thanks for the support. And great question!<\/p>\n<pre><code>Is IndexedDB on the roadmap? <\/code><\/pre>\n<p>Yes. AI chats are captured as TipTap JSON blocks, saved to browser local storage(IndexdDB).<\/p>\n<blockquote>\n<p>How brittle is the auto-capture when ChatGPT ships another DOM rewrite?<\/p>\n<\/blockquote>\n<p>Great observation. Here are the tradeoffs we found.<\/p>\n<ol>\n<li>\n<p>The parser is customized with fixed rules per AI’s DOM. <strong>Breakage can happen, but the cost is low<\/strong>. Codex can ship the fix with testing in 10mins. We plan to monitor the breakage and proactively shorten the time-to-fix by deploying automated capture tests.<\/p>\n<\/li>\n<li>\n<p>The parser delievers true user values. For example, math formulas, togglable headers are not universial consistent and . <strong>My research show only Draft can deliver the perfect content elegantly<\/strong>. Neither Notion nor Obsidian deliever this promise.<\/p>\n<\/li>\n<\/ol>\n<p>I would love to share this video, because Draft supports AI math formulas:<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=efrb1p2_9sg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Youtube: How to Fix Your Kid\u2019s Math Mistakes with Custom AI Worksheets (1m)<\/a><\/p>\n<\/p>\n<p>The maintenance tax is real, but I’m surprised on the positive value it brings to the table.<\/p>\n<\/p>\n<p>Let me know if you have any questions.<\/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<pre><code>I can't seem to get around to getting these things in order. Your product is a lifesaver!\nI need to try it.<\/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_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Hi Maria, thanks much for your kind words. Really appreciate your honest feedback, what you like, what is missing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you support auto capture from multiple chat apps, or is it more manual copy and save?<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Hi Thami, nice to meet you.<\/p>\n<\/p>\n<p><strong>It is auto capture<\/strong>. Open AI chat window -> One click on Draft extension -> AI conversationis saved. That’s it. Watch<a href=\"https:\/\/youtu.be\/gCbJXlEXpI4?si=UhXN8bf2OecKzEhk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> 30s Video tutorial<\/a><\/p>\n<\/p>\n<p><strong>Auto-capture supports Chrome the best<\/strong>. Manual copy-paste should work for all browsers. Because Draft is WYSISYG markdown editor. <\/p>\n<\/p>\n<p>Let me know what is missing via in-app feedback. We prioritize support for early adaptors. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The problem this solves is real \u2014 I use multiple AI tools daily for deal research, financial modeling, and writing, and useful answers constantly get lost in chat history. A dedicated place to capture and organize those insights is genuinely valuable. One adjacent use case I haven’t seen addressed well: capturing insights from audio\/podcast content. I run a finance podcast called ModeLoop (<a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m…<\/a>) focused on financial modeling and deal structuring, and listeners often tell me they want a way to save and revisit specific points from episodes. If Draft ever adds audio\/transcript capture alongside AI chat capture, that would close the loop nicely. 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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Thanks Samir, really appreciate your comment and support.<\/p>\n<\/p>\n<p>Totally agree this belongs to a very similar problem: valuable knowledge gets trapped not only in AI chats, but also in long-form audio.<\/p>\n<\/p>\n<p>And \u201csummarize this podcast\u201d doesn’t address the need here. Users need a handy tool to capture insights with source audio context: transcript snippet, episode link, and ideally the timestamp so they can jump back and relisten later.<\/p>\n<\/p>\n<p>Draft is focused on AI chat capture first, but audio\/transcript capture is a really interesting adjacent direction. It fits the same goal: turn valuable moments from long conversations into reusable knowledge.<\/p>\n<\/p>\n<p>Thanks much for the exciting idea. I will bring it to the team for future planning. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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> Call me stupid but, I’m unable to see the use-case. If someone needs to store knowledge, go for Obsidian. Random AI chats being used as knowledge usually increase noise, especially when the AI is allowed to capture information. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aakashh242\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashh242<\/a> Hi Aakash, thanks for your comment and support.<\/p>\n<\/p>\n<p>That\u2019s a fair question. We admire Obsidian too, especially for people who already have adapted Obsidian’s knowledge management habit.<\/p>\n<\/p>\n<p>We\u2019re exploring Draft in a different lense:<\/p>\n<ul>\n<li>\n<p><strong>Loveable UX as Notion, AI-native as Obsidian<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<p>This launch is our first step toward testing that direction with the market. One concrete difference is capturing AI conversations with rich, platform-specific content.<\/p>\n<ul>\n<li>\n<p><strong>Quick demo: <\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=efrb1p2_9sg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Youtube: How to Fix Your Kid\u2019s Math Mistakes with Custom AI Worksheets (1m)<\/strong><\/a><\/p>\n<\/li>\n<\/ul>\n<p>In that use case, the AI content contains <strong>math formulas<\/strong>. Draft\u2019s custom parser is built to handle platform-specific formats so the saved conversation can render cleanly for printing and reuse later. This is where general tools like Notion or Obsidian often struggle to deliver the promise due to fragmentation.<\/p>\n<\/p>\n<p>The goal isn\u2019t to replace Obsidian for power users. It\u2019s to streamline AI knowledge capture simple enough for everyday people, with a UX closer to Notion, and the local data that preserves the details people actually want to reuse and feed to AI agents later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Jim \u2014 Draft solves a problem I didn’t realize was a problem until I had 200+ useful Claude\/ChatGPT conversations stranded across different tabs with no way to pull them back together. Capture + auto-organize is the only way knowledge from AI chats scales. Chrome extension format is the right zero-friction surface for it too. Shipped a “background ops” wedge today on PH, kindred ship-rate. Respect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fidele_maniraruta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fidele_maniraruta<\/a> Hi Fidele, thanks much for your comment and support. Glad this resonates with you. <\/p>\n<\/p>\n<p>Our mission is to build loveable products that assists everyday people navigate the AI era. Capturing AI chats is the first product we ship. Let me know if you run into issues or have questions.<\/p>\n<\/p>\n<p>And we don’t stop. We are iterating on Draft CLI to close the gaps between human and remote AI agent. Draft page is the collaboration canvas. Agent propose, human audit. The product delievers better tranparency and quality outcome. Stay tune. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really useful idea \u2014 I lose so much value from long Claude\/ChatGPT sessions that I never revisit. Does it capture from multiple AI tools or just one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rich_nashawaty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rich_nashawaty<\/a> Hi Rich, thanks for the comment and support. Glad this resonates with you.<\/p>\n<\/p>\n<p>Draft supports capturing AI conversations from multiple platforms. The workflow is <\/p>\n<ul>\n<li>\n<p>Open AI chat window -> One click on Draft extension -> AI conversationis saved. <\/p>\n<\/li>\n<\/ul>\n<p>Here is<a href=\"https:\/\/youtu.be\/gCbJXlEXpI4?si=UhXN8bf2OecKzEhk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> 30s video tutorial<\/a>. It supports popular AI platforms, e.g. ChatGPT, Gemini, DeepSeek, etc. <\/p>\n<\/p>\n<p>Let me know if you have any question or bug report.<\/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 a useful wedge. The thing I\u2019d pressure-test is not just capture, but \u201cwhy did I save this?\u201d A lot of AI-chat history becomes hard to reuse because the answer is detached from the original job, constraints, and whether it was later proven right.<\/p>\n<\/p>\n<p>Tiny metadata like source chatbot, original prompt, user thumbs-up\/down, project tag, and \u201cused in final work?\u201d could make Draft feel less like a cleaner archive and more like a learning layer for what\u2019s actually worth carrying forward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Hi Jim, thanks for the comment and support.<\/p>\n<\/p>\n<p>That\u2019s a great point. To be honest, my own knowledge base habit is pretty basic: I save things, then later find them mostly through keyword search. I\u2019m always trying to learn better ways to make knowledge reusable.<\/p>\n<\/p>\n<p>We auto-capture source link and date today. The next layer is probably improving reusability both at capture time and during retrieval:<\/p>\n<ul>\n<li>\n<p>Why would future-me want this?<\/p>\n<\/li>\n<li>\n<p>What problem does it solve?<\/p>\n<\/li>\n<li>\n<p>What would make it easier to reuse next time?<\/p>\n<\/li>\n<\/ul>\n<p>This makes me see how manual properties could bring more value than I expected. Thanks for the feedback. Lots to learn here.<\/p>\n<\/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>Browser local storage means one machine wipe and the knowledge base is gone. Worth being loud about that before people start relying on it. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Hi Jared, thanks much for your comment and support.<\/p>\n<\/p>\n<p>You\u2019re absolutely right: local-first products need to be very clear about data safety.<\/p>\n<ol>\n<li>\n<p>We do have <strong>local auto backup\/restore<\/strong> as a safety measure supported by Chrome. The app prompts new users to configure it on the landing page. If dismissed, user can find the entry in “Settings -> Data Safety”.<\/p>\n<\/li>\n<li>\n<p>We are also exploring <strong>Bring-Your-Own-Storage,<\/strong> such as user’s Google Drive. So users can keep the privacy-first local editor experience while having stronger backup and recovery.<\/p>\n<\/li>\n<\/ol>\n<p>Really appreciate you calling this out. Data safety is something we want to keep improving openly.<\/p>\n<\/p>\n<p>Let me know if you have any question \/ suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5WBKEBHZW64JNX\" class=\"app-title\">LandingHero AI<\/a><\/p>\n<div class=\"one-liner\">24\/7 Salesperson on Your Website<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LandingHero AI \u5c06\u7f51\u7ad9\u8bbf\u5ba2\u7684\u5373\u65f6\u95ee\u7b54\u3001\u5bfc\u89c8\u4e0e\u7ebf\u7d22\u6355\u6349\uff0c\u901a\u8fc7\u4e00\u4e2a24\u5c0f\u65f6\u5728\u7ebf\u7684AI\u8bed\u97f3\u9500\u552e\u5458\u66ff\u8eab\u81ea\u52a8\u5b8c\u6210\uff0c\u89e3\u51b3\u591c\u95f4\u6216\u65e0\u4eba\u503c\u5b88\u65f6\u5ba2\u6237\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/674d9136-d9f1-491b-92e7-4a12c3b295d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/139d6941-8583-4455-9aef-d41d187f50b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e84874e-9bce-4fc5-9896-fe2bd28b834d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ee4e341-f659-4de6-871a-2f171fc7d27c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a1800b5-c6fb-4aa1-bdfe-c4f4091d9a68.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\/3fc75889-958a-43af-bde9-930ba94bb032.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9P9s64C3VSY\"><source src=\"https:\/\/youtu.be\/9P9s64C3VSY\" 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\">Sales<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9AI\u9500\u552e\u5458<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u5ba2\u6237\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u66ff\u8eab<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u62c5\u5fe7AI\u53ef\u80fd\u4f20\u9012\u9519\u8bef\u4ef7\u683c\/\u627f\u8bfa\uff0c\u4e14\u201c\u521b\u59cb\u4eba\u66ff\u8eab\u201d\u7684\u5b9a\u4f4d\u5bf9\u51c6\u786e\u6027\u8981\u6c42\u6781\u9ad8\u3002\u5efa\u8bae\u5173\u6ce8\u5982\u4f55\u690d\u5165\u521b\u59cb\u4eba\u5e94\u7b54\u8bdd\u672f\u3001\u5b9a\u4ef7\u7ec6\u8282\u548c\u6848\u4f8b\uff0c\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c\u8f6c\u4eba\u5de5\u548c\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u3002\u6838\u5fc3\u75db\u70b9\u662f\u51c6\u786e\u6027\u4e0e\u4fe1\u4efb\u5efa\u7acb\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 LandingHero AI \u7684\u201c24\u5c0f\u65f6AI\u9500\u552e\u5458\u201d\u6982\u5ff5\u5207\u4e2d\u4e86B2B SaaS\u7f51\u7ad9\u6d41\u91cf\u6d6a\u8d39\u7684\u75db\u70b9\uff0c\u5c24\u5176\u662f\u975e\u5de5\u4f5c\u65f6\u95f4\u7684\u9ad8\u610f\u5411\u8bbf\u5ba2\u6d41\u5931\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u201cAI\u7248\u4f60\u201d\u2014\u2014\u8fd9\u8981\u6c42\u5b83\u5fc5\u987b\u771f\u6b63\u6a21\u62df\u521b\u59cb\u4eba\u7684\u9500\u552e\u76f4\u89c9\u548c\u8bdd\u672f\uff0c\u800c\u975e\u4e00\u5957 FAQ \u6a21\u677f\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u770b\uff0c\u9879\u76ee\u6700\u5927\u7684\u8f6f\u808b\u4e5f\u5728\u6b64\uff1a\u4e00\u65e6 AI \u62a5\u9519\u4e86\u4ef7\u683c\u6216\u627f\u8bfa\u4e86\u529f\u80fd\uff0c\u8d1f\u5411\u4f20\u64ad\u5bf9\u521d\u521b\u516c\u53f8\u662f\u81f4\u547d\u7684\u3002\u76ee\u524d\u8bc4\u8bba\u533a\u53ea\u7ed9\u51fa\u4e86\u613f\u666f\uff0c\u5374\u672a\u5c55\u793a\u5982\u4f55\u89e3\u51b3\u201c\u5e7b\u89c9\u201d\u548c\u201c\u8f6c\u4ea4\u4fe1\u4efb\u201d\u8fd9\u4e24\u4e2a\u6838\u5fc3\u5de5\u7a0b\u95ee\u9898\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u662f\u5426\u5177\u5907\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u4ee5\u7ef4\u7cfb\u6f5c\u5728\u5ba2\u6237\u7684\u957f\u671f\u8ddf\u8fdb\uff0c\u4e5f\u662f\u4ece\u65b0\u5947\u5de5\u5177\u664b\u5347\u4e3a\u5173\u952e\u6f0f\u6597\u7684\u69db\u3002\u5982\u679c LandingHero \u4ec5\u80fd\u5b8c\u6210\u9996\u6b21\u6c9f\u901a\u7684\u5bfc\u89c8\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u4f4e\u4e8e\u201c\u9500\u552e\u5458\u201d\u7684\u5b9a\u4f4d\u3002\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5728\u9519\u8bef\u53d1\u751f\u65f6\u53ca\u65f6\u9884\u8b66\uff0c\u5e76\u5728\u8f6c\u4eba\u5de5\u65f6\u63d0\u4f9b\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\uff0c\u800c\u4e0d\u662f\u7ed9\u9500\u552e\u7559\u4e0b\u4e00\u5806\u9700\u8981\u64e6\u5c41\u80a1\u7684\u5751\u3002\u5426\u5219\uff0c\u5b83\u5145\u5176\u91cf\u53ea\u662f\u4e2a\u5e26\u8bed\u97f3\u7684\u3001\u6709\u70b9\u806a\u660e\u7684\u7559\u8a00\u672c\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\">LandingHero AI<\/span>\n <\/div>\n<div class=\"comment-content\">Most visitors land on your website, have questions, and leave without answers. You never get to know what they were looking for. LandingHero creates an AI version of you that talks to every visitor using voice, in their language. It answers questions, guides visitors across your site, and captures leads. Plug in your URL & turn your website into a 24\/7 salesperson.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At some point a prospect is going to walk into a sales call with something your AI told them that isn’t true. Wrong price, wrong feature, wrong promise. Do founders get notified when that happens, or do they find out from the prospect? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cAI version of you\u201d framing is compelling, but the quality bar seems higher than a normal site chatbot because visitors will treat it as the founder\/company speaking.<\/p>\n<\/p>\n<p>I\u2019d be curious how you help teams seed it with the right voice and proof: founder answers, sales-call objections, pricing nuance, customer examples, things it should never promise. For lead qualification, the hard part is not just answering fast \u2014 it\u2019s sounding accurate enough that the handoff to a human starts with trust instead of cleanup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Turning your website into a voice agent that qualifies leads is a smart angle. At RetainSure we’ve noticed most B2B SaaS sites lose potential customers simply because there’s no one to answer product questions at odd hours. The AI version of you framing is genuinely interesting. How do you handle handoff to a human when a prospect is close to converting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Voice for inbound qualification is underused. We see so many B2B visitors drop off because they can’t find the right demo or pricing page fast enough. An AI that guides them in real time is genuinely valuable. Does LandingHero remember visitor context across multiple visits, or does each session start fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7SJYKI7DMRLEJH\" class=\"app-title\">Triggered Agents by Adaptive<\/a><\/p>\n<div class=\"one-liner\">AI agents that run automatically on business events<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Triggered Agents \u662f\u4e00\u4e2a\u4e8b\u4ef6\u9a71\u52a8\u7684AI\u4ee3\u7406\u5de5\u5177\uff0c\u80fd\u8ba9AI\u5728Shopify\u3001Stripe\u3001Slack\u7b49\u4e1a\u52a1\u5de5\u5177\u89e6\u53d1\u7279\u5b9a\u4e8b\u4ef6\u65f6\u81ea\u52a8\u6267\u884c\u54cd\u5e94\u4efb\u52a1\uff0c\u89e3\u51b3\u521b\u59cb\u4eba\u6216\u8fd0\u8425\u8005\u5728\u591a\u5de5\u5177\u6d41\u7a0b\u4e2d\u56e0\u624b\u52a8\u8ddf\u8fdb\u800c\u9519\u5931\u65f6\u6548\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\/e3647549-8c1f-472e-8759-0e6d340fdc81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77c25bfb-152f-40c1-882d-9910d9ae7dac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a50cb82-3186-43d0-a986-7484ba6998e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cabc9a4-5e47-4fc4-9a6d-d0fc8dfadd42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba183db3-20e5-4988-888d-4dcc329cb46c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddc44241-49db-495a-b949-2d4c06a0e15d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd0f6e15-b947-467b-8057-f90f866a94ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a28ea2-930a-40ba-9e92-e24c77e18821.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04d13e1f-af94-4801-9911-aa67d9b0a3f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b2d2d66-75e6-46e9-82cd-b7cd5280f28d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e9f4404-2ed3-44de-857d-aefb09b147e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c396674-36b6-4151-bb08-85bf2303bec0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6548\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u89e6\u53d1<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8Agent\u7684\u5931\u8d25\u91cd\u8bd5\u4e0e\u6761\u4ef6\u5206\u652f\u673a\u5236\u3001\u4e8b\u4ef6\u53bb\u91cd\u80fd\u529b\u3002\u6709\u6548\u8bc4\u8bba\u6307\u51fa\uff1a\u73b0\u6709\u65b9\u6848\u5e38\u56e0\u65e0\u4eba\u53ca\u65f6\u54cd\u5e94\u800c\u9519\u5931\u4fe1\u53f7\uff0c\u671f\u671bAdaptive\u80fd\u5904\u7406\u91cd\u590d\u89e6\u53d1\u7684\u566a\u58f0\uff0c\u5e76\u652f\u6301\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u4e0b\u7684\u5bb9\u9519\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Triggered Agents \u7684\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u6a21\u5f0f\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u884c\u4e1a\u7684\u8f6f\u808b\u3002\u5927\u90e8\u5206Agent\u5e73\u53f0\u4ecd\u9700\u8981\u7528\u6237\u4e3b\u52a8\u201c\u62c9\u201d\u51fa\u4efb\u52a1\u2014\u2014\u6253\u5f00\u7f51\u9875\u3001\u5199Prompt\u3001\u7b49\u5f85\u3002Adaptive\u5c06\u6a21\u5f0f\u5207\u6362\u5230\u201c\u63a8\u201d\uff0c\u8ba9Agent\u5728\u4e8b\u4ef6\u53d1\u751f\u77ac\u95f4\u81ea\u52a8\u8fd0\u884c\uff0c\u7406\u8bba\u4e0a\u6bd4Zapier\u8fd9\u7c7b\u89c4\u5219\u5f15\u64ce\u5177\u5907\u66f4\u667a\u80fd\u7684\u63a8\u7406\u3001\u64b0\u5199\u3001\u901a\u77e5\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8981\u6ce8\u610f\uff0c\u8fd9\u4e0d\u7b49\u4e8e\u201c\u65e0\u8111\u66ff\u4ee3\u201d\u3002\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u4e24\u70b9\uff1a\u4e8b\u4ef6\u566a\u70b9\u548c\u667a\u80fd\u4f53\u5931\u8d25\u5904\u7406\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5df2\u654f\u9510\u63d0\u51fa\u201c\u53bb\u91cd\u201d\u4e0e\u201c\u6761\u4ef6\u5206\u652f\u201d\u95ee\u9898\uff0c\u73b0\u5b9e\u573a\u666f\u4e2d\u4e00\u4e2a\u8ba2\u5355\u53ef\u80fd\u89e6\u53d1\u591a\u6761\u5197\u4f59\u4e8b\u4ef6\uff0c\u82e5Agent\u91cd\u590d\u201c\u63a8\u7406\u201d\u5e76\u6267\u884c\u5197\u4f59\u64cd\u4f5c\uff0c\u53cd\u800c\u52a0\u91cd\u6df7\u4e71\u3002\u6b64\u5916\uff0cAgent\u201c\u81ea\u884c\u63a8\u7406\u201d\u7684\u900f\u660e\u5ea6\u4e0e\u53ef\u63a7\u6027\u4e5f\u662f\u9690\u60a3\u2014\u2014\u5982\u679c\u4e00\u6b21\u751f\u6210\u9519\u8bef\u90ae\u4ef6\u6216\u53d1\u51fa\u9519\u8bef\u91c7\u8d2d\u5355\uff0c\u540e\u679c\u4e0d\u4e9a\u4e8e\u4eba\u5de5\u9057\u6f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u4ef7\u503c\u770b\uff0c\u5b83\u6700\u9002\u5408\u9ad8\u9891\u3001\u4f4e\u51b3\u7b56\u6210\u672c\u7684\u201c\u8ddf\u8fdb\u578b\u201d\u4efb\u52a1\uff0c\u5982\u5ba2\u6237\u6210\u529f\u63d0\u9192\u3001\u5e93\u5b58\u544a\u8b66\u3001\u90ae\u4ef6\u8ddf\u8fdb\u7b49\uff1b\u4f46\u82e5\u63a8\u5411\u590d\u6742\u3001\u9ad8\u98ce\u9669\u4e1a\u52a1\uff08\u5982\u5408\u540c\u5ba1\u6279\u3001\u5927\u989d\u4ed8\u6b3e\uff09\uff0c\u5f53\u524d\u4ecd\u9700\u4f9d\u8d56\u201c\u4eba\u5de5\u786e\u8ba4\u73af\u8282\u201d\u6765\u515c\u5e95\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u4ece\u201c\u624b\u52a8\u62c9\u201d\u5230\u201c\u81ea\u52a8\u63a8\u201d\u7684\u5408\u7406\u8fdb\u6b65\uff0c\u4f46\u8ddd\u79bb\u201c\u667a\u80fd\u81ea\u4e3b\u4ee3\u7406\u201d\u7684\u7406\u60f3\u4ecd\u5dee\u4e00\u5c42\u7a33\u5b9a\u6027\u3001\u53ef\u89c2\u6d4b\u6027\u4e0e\u4e8b\u4ef6\u5904\u7406\u6210\u719f\u5ea6\u3002\u672a\u6765\u7684\u80dc\u8d1f\u5173\u952e\uff0c\u4e0d\u5728\u4e8e\u9a71\u52a8\u65b9\u5f0f\uff0c\u800c\u5728\u4e8e\u9519\u8bef\u7387\u3001\u95ed\u73af\u53cd\u9988\u4e0e\u7528\u6237\u4fe1\u4efb\u611f\u7684\u79ef\u7d2f\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\">Triggered Agents by Adaptive<\/span>\n <\/div>\n<div class=\"comment-content\">Adaptive lets you attach AI agents to events in your business tools so they act automatically when a trigger fires. For founders and operators running multi-tool workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Adaptive just shipped Triggered Agents, event-driven AI agents that spawn automatically when something happens in your connected tools.<\/p>\n<\/p>\n<p>It solves the core gap in most agent platforms: they’re still pull-based. You open a tab, write a prompt, wait.<\/p>\n<\/p>\n<p>Triggered Agents flip this: the agent runs when the moment happens, not when you remember to ask.<\/p>\n<\/p>\n<p>What makes it different is the combination of event-native architecture with actual agent intelligence. This isn’t Zapier-style data routing. The agent can reason, research, draft, and notify using any tool already connected to your Adaptive account.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Connect any event source Shopify, Stripe, Calendly, GitHub, Slack, Typeform, or any webhook<\/p>\n<\/li>\n<li>\n<p>Agents receive the event data and your instructions, then act immediately<\/p>\n<\/li>\n<li>\n<p>Outputs include drafted emails, purchase orders, briefings, spreadsheet updates, Slack notifications<\/p>\n<\/li>\n<li>\n<p>Approval steps keep humans in the loop without requiring them to initiate<\/p>\n<\/li>\n<li>\n<p>Available on all plans, including free<\/p>\n<\/li>\n<\/ul>\n<p>Perfect for founders and operators running multi-tool workflows who are still handling manual follow-up on predictable business events.<\/p>\n<\/p>\n<p>What’s the most painful repeatable event in your stack that you’d want an agent to handle automatically?<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Brilliant hunt, Rohan! Event-driven AI agents that completely remove pull-based friction is exactly where the industry is heading.<\/p>\n<p>As a Senior AI Product Designer, I specialize in architecting ‘Institutional-Grade’ visual systems and luxury layouts for complex AI workflows. When these agents run autonomously, the dashboards managing them need elite visual authority to build absolute user trust.<\/p>\n<p>I am fully ready to take on global-scale projects in this space right now. Rohan, if you or any founders you hunt need a world-class design partner to deliver rapid, high-end execution, I am locked in.<\/p>\n<p>I operate 100% via Async (Chat\/Email) for maximum focus. Drop a Figma link or project brief here, and let\u2019s build something elite! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of attaching agents to events rather than building workflows is sharp. At RetainSure we’re constantly chasing the gap between a signal firing and someone actually acting on it. We’ve seen churn indicators go unaddressed simply because no one caught the moment. Does Adaptive support conditional branching when an agent’s first action fails?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Agents that fire automatically on business events is where automation is actually heading. The event-driven model removes the manual trigger problem that kills most workflow tools. We’ve been building in the AI customer success for B2B SaaS space at RetainSure, and Triggered Agents by Adaptive touches on something we think about a lot: how automated responses need full context about what happened. How do you handle event deduplication when systems fire the same trigger multiple times?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GFZC3DIHHFZ2DD\" class=\"app-title\">pixserp<\/a><\/p>\n<div class=\"one-liner\">Your LLM on the live web. One endpoint, ten answer shapes.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pixserp\u662f\u4e00\u4e2aAI\u539f\u751f\u641c\u7d22\u5f15\u64ce\uff0c\u901a\u8fc7\u5355\u4e00API\u7aef\u70b9\u63d0\u4f9b10\u79cd\u5b9e\u65f6\u7f51\u9875\u7b54\u6848\u5f62\u6001\uff08\u641c\u7d22\u3001\u65b0\u95fb\u3001\u56fe\u7247\u3001\u5730\u70b9\u3001\u8d2d\u7269\u3001\u822a\u73ed\u3001\u9152\u5e97\u3001YouTube\u3001\u8f6c\u5f55\u3001\u4efb\u610fURL\uff09\uff0c\u65e8\u5728\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4f7f\u7528LLM\u65f6\u83b7\u53d6\u5b9e\u65f6\u3001\u7ed3\u6784\u5316\u7f51\u7edc\u6570\u636e\u9700\u8981\u96c6\u6210\u591a\u4e2aAPI\u6216\u81ea\u884c\u722c\u866b\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\/3a43e923-0bfd-4957-8d7a-3e47ff8e5a85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99b11f5c-4cf4-4ada-8242-e045f8f61821.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb5d49a0-c9ab-4209-87aa-7d0bcb5f42fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd280c9-9d6a-43ee-a267-f7706d7aa07a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/858162b9-e2bd-4825-bba6-1df70ef5de39.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\">API<\/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\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f51\u9875\u6570\u636e<\/span><br \/>\n <span class=\"tag\">LLM\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005API<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5355\u4e00\u7aef\u70b9<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">OpenAI SDK\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39API<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6570\u636e\u5b9e\u65f6\u6027\uff0c\u8be2\u95ee1\u5c0f\u65f6\u524d\u7684\u53d8\u5316\u80fd\u5426\u5373\u65f6\u6355\u83b7\u3002\u5f00\u53d1\u8005\u56de\u5e94\u901a\u8fc7\u8bf7\u6c42\u65f6\u5b9e\u65f6\u67e5\u8be2\u548c\u667a\u80fd\u65b0\u9c9c\u5ea6\u903b\u8f91\u5b9e\u73b0\u5feb\u901f\u53cd\u5c04\uff0c\u53ef\u5f3a\u5236\u5b9e\u65f6\u62c9\u53d6\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u4e0d\u540c\u5782\u76f4\u9886\u57df\u7684\u6392\u540d\u4e00\u81f4\u6027\u548c\u5927\u89c4\u6a21\u51c6\u786e\u6027\uff0c\u5f00\u53d1\u8005\u8868\u793a\u5df2\u5728\u4e3b\u4ea7\u54c1\u4e2d\u53ef\u9760\u8fd0\u884c\uff0c\u6b22\u8fce\u8bd5\u7528\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 Pixserp\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u5c16\u9510\u7684\u75db\u70b9\uff1aLLM\u9700\u8981\u5403\u5b9e\u65f6\u6570\u636e\uff0c\u4f46\u73b0\u5b58\u65b9\u6848\u8981\u4e48\u662f\u810f\u4e71\u5dee\u7684\u722c\u866b\u7ed3\u679c\uff08\u5982Playwright\uff09\uff0c\u8981\u4e48\u662f\u5355\u4e00\u5f62\u6001\u3001\u4ef7\u683c\u865a\u9ad8\u7684AI\u641c\u7d22API\uff08\u5982Perplexity Sonar Pro\u7684$19\/1k\uff09\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u539f\u751f\u201d\u8fd9\u4e2a\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u7528\u201c\u4e00\u4e2a\u7aef\u70b9\u3001\u5341\u79cd\u7b54\u6848\u5f62\u72b6\u201d\u7684\u62bd\u8c61\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u5c06\u5b9e\u65f6\u7f51\u7edc\u6570\u636e\u96c6\u6210\u5230AI\u5de5\u4f5c\u6d41\u4e2d\u7684\u5fc3\u667a\u8d1f\u62c5\u548c\u7f16\u7801\u6210\u672c\u3002$1.50\/1k\u7684\u5b9a\u4ef7\u5bf9\u6bd4Sonar Pro\u582a\u79f0\u964d\u7ef4\u6253\u51fb\uff0c\u4e14OpenAI SDK\u7684\u201c\u5373\u63d2\u5373\u7528\u201d\u7b56\u7565\u964d\u4f4e\u4e86\u8fc1\u79fb\u95e8\u69db\uff0c\u8ba9\u73b0\u6709GPT\u5e94\u7528\u53ef\u4ee5\u65e0\u7f1d\u83b7\u5f97\u5b9e\u65f6\u641c\u7d22\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1a97\u7968\u7684\u793e\u533a\u70ed\u5ea6\u4e0d\u8db3\u4ee5\u9a8c\u8bc1\u5176\u89c4\u6a21\u4e0b\u7684\u7a33\u5b9a\u6027\u548c\u6570\u636e\u8d28\u91cf\u3002\u7528\u6237\u8be2\u95ee\u201c\u6392\u540d\u4e00\u81f4\u6027\u548c\u5b9e\u65f6\u6027\u201d\u6b63\u662f\u6838\u5fc3\u98ce\u9669\u2014\u2014\u5b9e\u65f6\u7f51\u7edc\u6570\u636e\u7684\u8d28\u91cf\u6781\u4e0d\u7a33\u5b9a\uff0c\u5c24\u5176\u662f\u5728\u8d2d\u7269\u3001\u822a\u73ed\u7b49\u9ad8\u9891\u53d8\u52a8\u9886\u57df\uff0c\u7d22\u5f15\u8d28\u91cf\u3001\u53cd\u722c\u7b56\u7565\u3001\u8bed\u4e49\u7406\u89e3\u7684\u8bef\u5dee\u90fd\u4f1a\u76f4\u63a5\u66b4\u9732\u7ed9\u7ec8\u7aefAI\u5e94\u7528\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u201c\u5f00\u53d1\u8005\u5de5\u5177\u201d\uff0c\u5b83\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u9ad8\u5ea6\u4f9d\u8d56\u6570\u636e\u6e90\u662f\u5426\u5408\u89c4\u4e14\u53ef\u6301\u7eed\u2014\u2014\u5982\u679c\u5e55\u540e\u4f9d\u8d56\u7b2c\u4e09\u65b9API\u6216\u516c\u5f00\u722c\u866b\uff0c\u4efb\u4f55\u6e90\u5934\u7684\u53d8\u52a8\u90fd\u53ef\u80fd\u9020\u6210\u670d\u52a1\u6ce2\u52a8\u3002\u76ee\u524d\u5c1a\u672a\u770b\u5230\u5176\u81ea\u6709\u7d22\u5f15\u6216\u72ec\u7279\u6570\u636e\u6e90\u7684\u660e\u786e\u8bf4\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aPixserp\u662f\u4e2a\u4f18\u96c5\u4e14\u5b9a\u4ef7\u7280\u5229\u7684\u201cLLM\u7f51\u7edc\u6570\u636e\u5c42\u201d\uff0c\u4f46\u957f\u671f\u4ef7\u503c\u7684\u57fa\u77f3\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u89c4\u6a21\u4e0b\u5904\u7406\u597d\u6570\u636e\u8d28\u91cf\u548c\u6e90\u7a33\u5b9a\u6027\u3002\u5bf9\u4e8e\u60f3\u5feb\u901f\u4e3aAI\u5e94\u7528\u589e\u52a0\u5b9e\u65f6\u7f51\u7edc\u80fd\u529b\u7684\u56e2\u961f\uff0c\u503c\u5f97\u4e00\u8bd5\uff1b\u4f46\u5bf9\u4e8e\u8981\u6c42\u9ad8\u53ef\u9760\u6027\u7684\u751f\u4ea7\u573a\u666f\uff0c\u5efa\u8bae\u5148\u505a\u538b\u529b\u6d4b\u8bd5\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">pixserp<\/span>\n <\/div>\n<div class=\"comment-content\">pixserp is the AI-native search engine for builders. One endpoint, ten live-web answer shapes \u2014 search, news, images, places, shopping, flights, hotels, YouTube, transcripts, any URL \u2014 cited by default. Drop-in for the OpenAI SDK. Flat $1.50 \/ 1k requests.<\/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\/@lorenzn\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lorenzn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lorenzn<\/a> This looks sick! One thing I’m curious about how fresh is the live web data? Like if something changed an hour ago, does Pixserp pick it up immediately or is there any delay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@munis_abbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munis_abbas<\/a> Great question. Pixserp queries live web sources at request time, so updates can show up very quickly. To keep responses fast and reliable, we apply smart freshness logic based on the type of request.<\/p>\n<p>For time-sensitive checks, we can also force a fully live pull when needed, in this way if something changed an hour ago, pixserp will typically reflect it very quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>One endpoint with ten answer shapes for live web data is a clean abstraction. It removes a ton of integration overhead for teams building on top of LLMs. We’ve been building in the customer success for developer tool companies space at RetainSure, and pixserp touches on something we think about a lot: how real-time web context changes what AI can reliably answer. Which answer shape do your users reach for most often?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shivam_jaiswal21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_jaiswal21<\/a> Thanks for the thoughtful question \u2014 and totally agree: having one endpoint with multiple answer shapes ends up being a much cleaner abstraction for teams building on top of LLMs.<\/p>\n<p>What we do have is everything we\u2019ve learned from running pixserp inside Teti, where it\u2019s been powering live\u2011web queries in production for a while.<\/p>\n<p>By the way, actually we have launched pixserp <strong>today<\/strong> and we are on Product Hunt, so external usage data is just starting to come in. <\/p>\n<p>That said, we\u2019re genuinely curious to see how developers outside our ecosystem will use it.<br \/>Different stacks tend to surface different \u201chot paths\u201d, and that\u2019s exactly what we want to learn from this launch.<\/p>\n<p>So short answer: we have strong signals from Teti, but the next few days will tell us a lot about how broader teams integrate pixserp into their workflows. <\/p>\n<p>How would you use 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>An Interesting idea. If the results are truly consistent across all verticals, this could replace a lot of custom search integrations. I want to know how it performs on real time ranking and accuracy at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> nice to e-meet you! \ud83d\udc4b <br \/>Glad you find the idea interesting! We\u2019re already using into our main product, and so far it\u2019s been performing reliably \u2014 both in real\u2011time ranking and at scale.<\/p>\n<p>We\u2019d really love to hear your feedback, so if you get a chance to try it out, we\u2019d be happy to learn from your experience. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Lorenzo.<\/p>\n<p><strong>Pixserp <\/strong>started as the live\u2011web layer we needed for <strong>Teti AI<\/strong>. <\/p>\n<p>We tried everything first \u2014 Serper, Exa, Tavily, self\u2011hosted Playwright. <\/p>\n<p>Scrapers gave us raw HTML to clean. <\/p>\n<p>AI search APIs handled one shape of question and shrugged at the rest.<\/p>\n<\/p>\n<p>So <strong>we built the endpoint we wished existed<\/strong> \u2014 and today we\u2019re opening it up:<\/p>\n<p>\ud83c\udf10 <em>10 answer shapes, one call<\/em> \u2014 web, news, images, places, shopping, flights, hotels, YouTube, transcripts, any URL. <br \/>\ud83d\udd0c <em>Drop\u2011in for the OpenAI SDK<\/em> \u2014 swap base_url, keep your code. <br \/>\ud83d\udcb8 <em>Flat $1.50 \/ 1k <\/em>on fast mode. No token roulette. \u2003(For reference: Perplexity Sonar Pro is ~$19\/1k for the same workload.) <br \/>\u26a1 <em>~1.5s<\/em> cited answers, SSE streaming. <br \/>\ud83c\udf81 <em>$25 in credits<\/em> for Product Hunt today.<\/p>\n<p><strong>Cheers! <\/strong>\ud83c\udf7b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6SU6NJWGJI4YKT\" class=\"app-title\">SizzleAir<\/a><\/p>\n<div class=\"one-liner\">Thermal assistant for fanless MacBook Airs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SizzleAir\u662f\u4e00\u6b3e\u4e13\u4e3a\u65e0\u98ce\u6247MacBook Air\u8bbe\u8ba1\u7684\u83dc\u5355\u680f\u70ed\u7ba1\u7406\u52a9\u624b\uff0c\u901a\u8fc7\u5206\u6790\u70ed\u538b\u529b\u3001\u5de5\u4f5c\u8d1f\u8f7d\u3001\u5916\u63a5\u663e\u793a\u5668\u72b6\u6001\u548cCPU\u5360\u7528\u7b49\u672c\u5730\u4fe1\u53f7\uff0c\u7528\u4e00\u53e5\u8bdd\u544a\u8bc9\u7528\u6237\u201c\u4e3a\u4ec0\u4e48\u53d8\u70ed\u4e86\u201d\u4ee5\u53ca\u201c\u8be5\u600e\u4e48\u505a\u201d\uff0c\u66ff\u4ee3\u4e86\u4f20\u7edf\u7e41\u7410\u7684\u6e29\u5ea6\u56fe\u8868\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\/7088faab-66e6-4e6f-9487-70028b25d75b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5c0e83c-513c-44de-a5d9-84f9aea52fd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8b98e6e-af63-4d36-92e3-fbadd48d8650.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u70ed\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MacBook Air<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u65e0\u98ce\u6247\u7b14\u8bb0\u672c<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7app<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u65e0\u98ce\u6247MacBook Air\u5728\u5408\u76d6\u5916\u63a54K\u663e\u793a\u5668\u65f6\u7684\u6563\u70ed\u96be\u9898\u3002\u5f00\u53d1\u8005\u56de\u5e94\uff1aSizzleAir\u4f1a\u8bc6\u522b\u663e\u793a\u5668\u4e0e\u5f00\u5408\u72b6\u6001\uff0c\u7ed9\u51fa\u201c\u8be5\u60c5\u51b5\u53ef\u80fd\u52a0\u5267\u53d1\u70ed\u201d\u7684\u63d0\u793a\uff0c\u5e76\u5efa\u8bae\u5f00\u76d6\u6216\u964d\u4f4e\u8d1f\u8f7d\u3002\u53e6\u6709\u7528\u6237\u8d5e\u8d4f\u5176\u5c06\u914d\u7f6e\u4e0e\u529f\u8017\u5173\u8054\u5206\u6790\u7684\u5b9e\u7528\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 SizzleAir\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u89e3\u51b3\u95ee\u9898\u201d\uff0c\u800c\u5728\u4e8e\u201c\u51cf\u5c11\u76f2\u533a\u201d\u3002\u5e02\u9762\u4e0a\u5df2\u6709\u5927\u91cfMac\u6e29\u5ea6\u76d1\u63a7\u5de5\u5177\uff0c\u4f46\u5927\u591a\u6b62\u6b65\u4e8e\u63d0\u4f9b\u4f20\u611f\u5668\u6570\u636e\u56fe\u8868\uff0c\u628a\u5206\u6790\u8d23\u4efb\u63a8\u7ed9\u7528\u6237\u3002SizzleAir\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u627f\u8ba4\u4e00\u4e2a\u7269\u7406\u4e8b\u5b9e\uff1a\u65e0\u98ce\u6247\u7684MacBook Air\u5728\u9ad8\u8d1f\u8f7d\u4e0b\u4e00\u5b9a\u4f1a\u53d8\u70ed\uff0c\u8fd9\u4e0d\u662fBug\u800c\u662f\u7279\u6027\u3002\u56e0\u6b64\u5b83\u653e\u5f03\u4e86\u201c\u964d\u6e29\u201d\u7684\u4f2a\u627f\u8bfa\uff0c\u8f6c\u800c\u505a\u8ba4\u77e5\u8f85\u52a9\uff1a\u57fa\u4e8e\u4e0a\u4e0b\u6587\uff08\u5916\u63a5\u663e\u793a\u5668\u3001\u5145\u7535\u72b6\u6001\u3001\u5408\u76d6\u6a21\u5f0f\u3001CPU\u6d88\u8017\u8fdb\u7a0b\uff09\u5f52\u7eb3\u70ed\u538b\u529b\u539f\u56e0\uff0c\u5e76\u7ed9\u51fa\u53ef\u884c\u64cd\u4f5c\u5efa\u8bae\u3002\u8fd9\u5207\u4e2d\u4e86\u957f\u671f\u4f7f\u7528Air\u7684\u5f00\u53d1\u8005\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u7684\u6df1\u5c42\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u4e0d\u662f\u4e0d\u77e5\u9053Mac\u70ed\uff0c\u800c\u662f\u4e0d\u786e\u5b9a\u201c\u73b0\u5728\u70ed\u662f\u4e0d\u662f\u6b63\u5e38\u7684\u201d\u201c\u8981\u4e0d\u8981\u4e2d\u65ad\u5de5\u4f5c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u4e5f\u5b58\u5728\u660e\u663e\u77ed\u677f\uff1a\u7b2c\u4e00\uff0c\u65e0\u8bd5\u7528\u7248\u76f4\u63a5\u4ed8\u8d39\u7684\u7b56\u7565\u5728macOS\u5de5\u5177\u7c7bapp\u4e2d\u5c5e\u4e8e\u9ad8\u95e8\u69db\uff0c\u7528\u6237\u53ef\u80fd\u56e0\u62c5\u5fc3\u4e0d\u5339\u914d\u573a\u666f\u800c\u6d41\u5931\uff1b\u7b2c\u4e8c\uff0c\u201c\u5efa\u8bae\u201d\u591a\u4e3a\u88ab\u52a8\u4fe1\u606f\uff0c\u7528\u6237\u4ecd\u9700\u81ea\u5df1\u6267\u884c\u8c03\u6574\uff0c\u5b9e\u9645\u964d\u6e29\u6548\u679c\u53d6\u51b3\u4e8e\u4eba\u7c7b\u51b3\u7b56\uff0c\u800c\u975eApp\u672c\u8eab\u2014\u2014\u8fd9\u65e2\u662f\u8bbe\u8ba1\u8003\u91cf\uff0c\u4e5f\u9650\u5236\u4e86\u4ea7\u54c1\u7684\u76f4\u63a5\u6548\u7528\u5faa\u73af\uff1b\u7b2c\u4e09\uff0c\u529f\u80fd\u8ddd\u79bb\u201c\u70ed\u7ba1\u7406\u201d\u8fd9\u4e2a\u547d\u540d\u9690\u542b\u7684\u4e3b\u52a8\u6027\u8fd8\u6709\u5dee\u8ddd\uff0c\u76ee\u524d\u66f4\u50cf\u201c\u70ed\u4fe1\u53f7\u7ffb\u8bd1\u673a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u672a\u6765\u80fd\u6574\u5408\u5982\u9650\u5236\u540e\u53f0\u8fdb\u7a0b\u3001\u81ea\u52a8\u8c03\u6574\u7cfb\u7edf\u6027\u80fd\u6a21\u5f0f\uff08\u5982ThrottleStop\u7684mac\u7248\u672c\u96cf\u5f62\uff09\u7b49\u66f4\u591a\u4e3b\u52a8\u63a7\u5236\u5c42\uff0cSizzleAir\u6709\u673a\u4f1a\u4ece\u201c\u89e3\u91ca\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u8c03\u63a7\u5668\u201d\u3002\u4f46\u5728\u5f53\u4e0b\uff0c\u5b83\u662f\u4e00\u4e2a\u8db3\u591f\u8bda\u5b9e\u3001\u6e05\u6670\u4e14\u7528\u5fc3\u7684\u75db\u70b9\u626b\u63cf\u4eea\uff0c\u5bf9\u6b63\u5728\u5fcd\u53d7Air\u6e29\u5ea6\u7126\u8651\u7684\u7528\u6237\u6765\u8bf4\uff0c\u503c\u5f97\u653e\u4e0b\u201c\u80fd\u964d\u6e29\u201d\u7684\u671f\u5f85\u540e\u88ab\u8bd5\u7528\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\">SizzleAir<\/span>\n <\/div>\n<div class=\"comment-content\">SizzleAir is a tiny macOS thermal assistant built specifically for fanless MacBook Airs. Instead of another sensor wall, it turns thermal pressure, workload context, external display or clamshell state, and top CPU usage into one clear status, likely cause, and practical next step. No fake cooling, no fan control, no giant dashboard.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I built SizzleAir because MacBook Air is a strange little machine: silent, fast, fanless, and very good at hiding when sustained work starts pushing it thermally.<\/p>\n<p>SizzleAir is a tiny menu bar thermal assistant for Apple Silicon MacBook Airs. It detects thermal pressure, checks local context like workload, display, power state and top CPU usage, then explains the likely cause and suggests one practical next step.<\/p>\n<p>It does not cool your Mac, kill processes, tune performance, or pretend to beat physics. The goal is simpler: replace thermal guesswork with a clear local signal.<\/p>\n<p>I would love feedback from MacBook Air users, especially developers, creators, and anyone who has watched a thin fanless laptop do heroic work for slightly too long.<\/p>\n<p>What I am especially curious about: when your Air gets hot, what is the one explanation or next step you wish macOS gave you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Quick practical note: SizzleAir is a paid app with no trial in v1. It is a one-time purchase, no subscription. I chose a small paid utility model over signup\/trial infrastructure for the first release, and I am happy to answer questions here before anyone buys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mariusz_jankowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariusz_jankowski<\/a> Everything is just the way I like it – informative, without anything unnecessary. I’ll try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like how you correlate display configuration and power state into the probable-cause output is what makes this more useful than a raw temperature graph! 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Thank you!<\/p>\n<\/p>\n<p>That was exactly the gap I wanted to close.<\/p>\n<p>Raw temperature is useful, but on its own it often leaves you guessing: is this normal, is the external display adding load, is charging involved, is one app pushing CPU, or is macOS already reacting thermally?<\/p>\n<p>SizzleAir tries to connect those local signals into a small \u201cwhat is probably happening right now\u201d explanation instead of just showing another chart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My biggest pain point is clamshell mode on an external 4K monitor. The lid being closed traps so much heat under the keyboard deck. Does SizzleAir factor in whether the laptop is open or closed when it gives its “likely cause” breakdown?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Yes, exactly. Clamshell + external display is one of the cases I specifically wanted SizzleAir to notice. It factors in display\/lid context when explaining the likely cause. It will not pretend to cool the machine or bypass macOS thermal limits, but it can point out that this setup is probably adding heat and suggest a practical next step, like opening the lid or reducing sustained load.<\/p>\n<\/p>\n<p>That clamshell 4K setup is basically the MacBook Air saying: \u201cI can do it, but please remember I have no fan.\u201d \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<\/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\/2DF26ZQOW5BWRA\" class=\"app-title\">Voiser AI<\/a><\/p>\n<div class=\"one-liner\"> Human-like AI voiceovers in 140+ languages<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voiser AI \u63d0\u4f9b\u4e86\u8d85\u8fc7140\u79cd\u8bed\u8a00\u30011000\u79cdAI\u8bed\u97f3\u7684\u6587\u672c\u8f6c\u8bed\u97f3\u670d\u52a1\uff0c\u65e8\u5728\u5e2e\u52a9\u521b\u4f5c\u8005\u548c\u4f01\u4e1a\u5feb\u901f\u3001\u4f4e\u6210\u672c\u5730\u751f\u6210\u60c5\u611f\u4e30\u5bcc\u3001\u771f\u4eba\u822c\u7684\u914d\u97f3\uff0c\u89e3\u51b3\u4f20\u7edf\u914d\u97f3\u6d41\u7a0b\u6162\u3001\u8d35\u3001\u590d\u6742\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\/d22a4003-3819-4e82-bc15-db3b44c4eaff.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\/0db7dcd4-6784-4876-af56-fb1c5749c40d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d98ab1d2-3db9-434a-ba75-7786925cc278.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/536696dc-838c-4987-8896-0bcb3a91014e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">TTS<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u914d\u97f3\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8bc4\u8bba\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u914d\u97f3\u6162\u3001\u8d35\u3001\u6210\u672c\u9ad8\u7684\u75db\u70b9\uff0c\u5e76\u5bf9140+\u8bed\u8a00\u3001\u60c5\u611f\u63a7\u5236\u53ca\u81ea\u5b9a\u4e49\u6307\u4ee4\u529f\u80fd\u8868\u793a\u8d5e\u8d4f\u3002\u4e00\u4e2a\u7528\u6237\u63d0\u51fa\u5173\u952e\u95ee\u9898\uff1a\u8bed\u8a00\u652f\u6301\u662f\u5426\u533a\u5206\u7279\u5b9a\u5730\u533a\u53e3\u97f3\uff0c\u800c\u975e\u4ec5\u5355\u4e00\u8bed\u8a00\u7c7b\u522b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Voiser AI\u7684\u6838\u5fc3\u5356\u70b9\u5728\u4e8e\u201c\u4eba\u6027\u5316\u201d\u4e0e\u201c\u89c4\u6a21\u5316\u201d\u7684\u7ed3\u5408\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5168\u7403\u5316\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u8de8\u533a\u57df\u4f01\u4e1a\u5bf9\u4f4e\u6210\u672c\u3001\u5feb\u8282\u594f\u3001\u591a\u8bed\u8a00\u914d\u97f3\u7684\u521a\u9700\uff0c\u5176140+\u8bed\u8a00\u548c\u60c5\u611f\u6307\u4ee4\u529f\u80fd\u5728\u7ec6\u5206\u5e02\u573a\u4e2d\u5177\u6709\u660e\u786e\u7ade\u4e89\u529b\u3002\u7136\u800c\uff0c\u5149\u9c9c\u7684\u6807\u8bed\u4e0b\u6697\u85cf\u4e24\u4e2a\u5173\u952e\u6311\u6218\uff1a\u5176\u4e00\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u533a\u5206\u5730\u533a\u53e3\u97f3\u201d\u7684\u63d0\u95ee\u6781\u5176\u4e13\u4e1a\u4e14\u81f4\u547d\u2014\u2014\u652f\u6301\u201c\u897f\u73ed\u7259\u8bed\u201d\u548c\u652f\u6301\u201c\u58a8\u897f\u54e5\u53e3\u97f3\u7684\u897f\u73ed\u7259\u8bed\u201d\u662f\u622a\u7136\u4e0d\u540c\u7684\u4ea7\u54c1\u529b\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86AI\u914d\u97f3\u5728\u672c\u5730\u5316\u573a\u666f\u4e2d\u7684\u771f\u5b9e\u53ef\u7528\u6027\u3002\u5176\u4e8c\uff0c\u5c3d\u7ba1\u5ba3\u79f0\u201c\u4eba\u6027\u5316\u201d\uff0c\u4f46\u5728\u884c\u4e1a\u5de8\u5934\u5982ElevenLabs\u3001OpenAI\u7684TTS\u6280\u672f\u5df2\u8fd1\u4e4e\u4ee5\u5047\u4e71\u771f\u7684\u5f53\u4e0b\uff0cVoiser\u7684\u5dee\u5f02\u5316\u66f4\u591a\u4f53\u73b0\u5728\u8bed\u8a00\u8986\u76d6\u6570\u91cf\u800c\u975e\u60c5\u611f\u6a21\u62df\u7684\u6df1\u5ea6\u4e0a\u3002\u76ee\u524d\u4ea7\u54c1\u66f4\u50cf\u662f\u201c\u591a\u800c\u5168\u201d\u7684\u901a\u7528\u5de5\u5177\uff0c\u7f3a\u4e4f\u9488\u5bf9\u7279\u5b9a\u5782\u7c7b\u573a\u666f\uff08\u5982\u6e38\u620f\u89d2\u8272\u914d\u97f3\u3001ASMR\u7c7b\u97f3\u9891\uff09\u7684\u6781\u81f4\u6253\u78e8\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u6c89\u6dc0\u7528\u6237\u53cd\u9988\uff0c\u5728\u7ec6\u5206\u53e3\u97f3\u548c\u8bed\u5883\u9002\u5e94\u6027\u4e0a\u5efa\u7acb\u58c1\u5792\uff0c\u5b83\u5f88\u5bb9\u6613\u6ca6\u4e3a\u4f17\u591aAI\u914d\u97f3\u5de5\u5177\u4e2d\u7684\u201c\u53c8\u4e00\u6b3e\u201d\u3002\u77ed\u671f\u770b\uff0c\u5b83\u786e\u5b9e\u662f\u9ad8\u6548\u7684\u6210\u672c\u66ff\u4ee3\u65b9\u6848\uff1b\u957f\u671f\u770b\uff0c\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u6570\u636e\u79ef\u7d2f\u4e0e\u5bf9\u201c\u4eba\u7c7b\u8bed\u97f3\u8868\u8fbe\u7ec6\u5fae\u5dee\u5f02\u201d\u7684\u6301\u7eed\u903c\u8fd1\uff0c\u800c\u975e\u5355\u7eaf\u7684\u8bed\u8a00\u6570\u91cf\u5806\u780c\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\">Voiser AI<\/span>\n <\/div>\n<div class=\"comment-content\">Voiser helps creators, teams, and businesses turn text into the most human like AI voiceovers. With 140+ languages, 1000+ voices, emotional voice styles, custom instructions, and fast generation, you can create realistic voiceovers for videos, ads, training content, podcasts, and global projects in minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Voiser because creating professional voiceovers is still too slow, expensive, and complicated for many creators, teams, and businesses. Most people need voiceovers for videos, ads, training content, product demos, podcasts, and global campaigns, but they do not always have the time or budget to work with voice actors in every language.<\/p>\n<p>With Voiser, our goal is simple: make human like AI voiceovers accessible to everyone.<\/p>\n<p>Today, Voiser supports 140+ languages, 1000+ AI voices, emotional voice styles, and custom voice instructions. You can guide the voice with prompts like \u201cspeak like a professional customer support representative\u201d or \u201cread in a warm and friendly tone for children\u201d and create natural voiceovers in minutes.<\/p>\n<p>We\u2019re really excited to share Voiser with the Product Hunt community and would love to hear your feedback, questions, and ideas.<\/p>\n<p>Thanks for checking us out \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatihsonmez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatihsonmez<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<\/p>\n<p>Voiser looks like a really practical solution for teams and creators who need high quality voiceovers without dealing with long production processes or high costs. The support for 140+ languages, emotional voice styles, and custom voice instructions makes it especially useful for global content, ads, training videos, and product demos.<\/p>\n<p>Excited to see how the Product Hunt community responds to this. Upvoted and wishing you a great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatihsonmez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatihsonmez<\/a> This is a massive time-saver for digital publishers and creators, Fatih! Finding high-quality, natural voiceovers without breaking the bank or waiting for days is always a struggle. Supporting 140+ languages and custom emotional voice styles right out of the box is incredible for scaling global campaigns.<\/p>\n<p>The ‘custom voice instructions’ feature is exactly what makes AI feel truly human. Huge congratulations on the launch to you and the Voiser AI team! Fully backed and upvoted! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatihsonmez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatihsonmez<\/a> Voiser is solving a real pain point voiceovers are still way too slow and expensive compared to how fast modern content moves. The scale of languages and emotional control is what makes it interesting, especially for creators and global teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great to see Voiser on Product Hunt today.<\/p>\n<p>If you give it a try, I’d genuinely love to hear what you think; what worked, what didn’t, what’s missing. Honest feedback is what keeps us moving. Thanks! \ud83d\ude4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Voiser treat each language as a single category or are there specific regional accents within languages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UTG2RFDKH4WTW6\" class=\"app-title\">QuickRight<\/a><\/p>\n<div class=\"one-liner\">The missing right-click features for macOS Finder<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QuickRight\u4e3amacOS Finder\u53f3\u952e\u83dc\u5355\u6279\u91cf\u8865\u9f50\u65b0\u5efa\u6587\u4ef6\u3001\u771f\u5b9e\u526a\u5207\u7c98\u8d34\u3001\u5feb\u901f\u6253\u5f00\u7ec8\u7aef\u7b49\u9ad8\u9891\u7f3a\u5931\u529f\u80fd\uff0c\u89e3\u51b3\u65e5\u5e38\u6587\u4ef6\u64cd\u4f5c\u6b65\u9aa4\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/244667cb-139e-419e-87a3-a95ecad6cfd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b75ce2bf-1df0-4012-9eae-0e20d019fa0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d00602d-93af-4991-bdaf-66f365479185.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/465ad4c0-468f-414f-bf1c-1c3e6d065937.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Finder\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u53f3\u952e\u83dc\u5355<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u751f\u4ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u4e3aFinder\u65e5\u5e38\u64cd\u4f5c\u8fc7\u4e8e\u7e41\u7410\uff08\u5982\u65b0\u5efaTXT\u3001\u526a\u5207\u7c98\u8d34\u3001\u6253\u5f00\u7ec8\u7aef\u6b65\u9aa4\u591a\uff09\uff0c\u5f00\u53d1\u8005\u5f3a\u8c03\u5de5\u5177\u5e94\u51cf\u5c11\u6469\u64e6\u4e14\u4e0d\u589e\u52a0\u6742\u4e71\u3002\u56de\u5e16\u70b9\u8d5e\u6307\u51fa\uff0c\u6b64\u7c7b\u5de5\u5177\u6210\u529f\u5173\u952e\u5728\u4e8e\u5728\u51cf\u5c11\u6469\u64e6\u7684\u540c\u65f6\u4fdd\u6301\u7b80\u6d01\u3001\u805a\u7126\u5fc5\u8981\u64cd\u4f5c\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 QuickRight \u7684 94 \u7968\u5728 Product Hunt \u4e0a\u5c5e\u4e8e\u4e2d\u89c4\u4e2d\u77e9\u7684\u6210\u7ee9\uff0c\u4f46\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u5374\u975e\u5e38\u7cbe\u51c6\uff1amacOS Finder \u7684\u53f3\u952e\u83dc\u5355\u5341\u5e74\u6765\u51e0\u4e4e\u6ca1\u6709\u8fdb\u5316\uff0c\u7528\u6237\u5bf9\u201c\u65b0\u5efa\u6587\u4ef6\u4ecd\u9700\u6253\u5f00\u5e94\u7528\u201d\u8fd9\u79cd\u5e95\u5c42\u903b\u8f91\u7684\u5fcd\u8010\u65e9\u5df2\u5230\u4e86\u4e34\u754c\u70b9\u3002\u8fd9\u6b3e\u5de5\u5177\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6587\u4ef6\u4ea4\u4e92\u6700\u5c0f\u64cd\u4f5c\u5355\u5143\u201d\u7684\u6781\u81f4\u8865\u5168\u2014\u2014\u4ece\u521b\u5efa\u3001\u526a\u5207\u5230\u7ec8\u7aef\u8df3\u8f6c\uff0c\u6bcf\u9879\u8282\u7701\u7684\u90fd\u662f\u6beb\u79d2\u7ea7\u4f46\u9ad8\u9891\u91cd\u590d\u7684\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6f5c\u5728\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u7cfb\u7edf\u7ea7\u53f3\u952e\u83dc\u5355\u662f macOS \u4ea4\u4e92\u7684\u201c\u795e\u7ecf\u672b\u68a2\u201d\uff0c\u4efb\u4f55\u7b2c\u4e09\u65b9\u6ce8\u5165\u90fd\u53ef\u80fd\u56e0\u7cfb\u7edf\u66f4\u65b0\uff08\u5982 Sonoma \u7684\u83dc\u5355\u680f\u3001Ventura \u7684\u7cfb\u7edf\u8bbe\u7f6e\u91cd\u6784\uff09\u800c\u9891\u7e41\u5931\u6548\uff0c\u957f\u671f\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\u3002\u5176\u6b21\uff0c\u8fd9\u7c7b\u201c\u7f1d\u7f1d\u8865\u8865\u201d\u7684\u5de5\u5177\u5f88\u96be\u5efa\u7acb\u62a4\u57ce\u6cb3\uff1aApple \u968f\u65f6\u53ef\u80fd\u5728\u5b98\u65b9\u66f4\u65b0\u4e2d\u52a0\u5165\u7c7b\u4f3c\u529f\u80fd\uff08\u6216\u901a\u8fc7 Shortcuts \u81ea\u52a8\u5316\u8986\u76d6\uff09\uff0c\u800c\u7ade\u54c1\u5982 Path Finder\u3001Default Folder X \u7b49\u8001\u724c\u5de5\u5177\u65e9\u5df2\u63d0\u4f9b\u7c7b\u4f3c\u96c6\u6210\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u201c\u4e0d\u589e\u52a0\u6742\u4e71\u201d\u7684\u8b66\u544a\u6070\u6070\u70b9\u4e2d\u4e86\u8981\u5bb3\u2014\u2014\u4e00\u65e6\u529f\u80fd\u5806\u79ef\u8d85\u51fa\u201c\u6700\u5e38\u7528\u201d\u8fb9\u754c\uff0c\u8fd9\u6b3e\u5de5\u5177\u5c31\u4f1a\u4ece\u201c\u795e\u5668\u201d\u6ca6\u4e3a\u201c\u53f3\u952e\u83dc\u5355\u7684\u5783\u573e\u6876\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5efa\u8bae\u56e2\u961f\u5c06\u7b56\u7565\u805a\u7126\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u575a\u6301\u201c\u6781\u7b80\u7b56\u7565\u201d\uff0c\u53ea\u505a\u5b98\u65b9\u9ed8\u8ba4\u7f3a\u5931\u7684 5-10 \u4e2a\u9ad8\u9891\u64cd\u4f5c\uff0c\u7edd\u4e0d\u585e\u5165\u56fe\u7247\u538b\u7f29\u3001\u989c\u8272\u63d0\u53d6\u7b49\u4f4e\u9891\u529f\u80fd\uff1b\u4e8c\u662f\u5efa\u7acb\u201c\u7cfb\u7edf\u517c\u5bb9\u6027\u5361\u4f4d\u201d\uff0c\u62a2\u5728 Apple \u66f4\u65b0\u524d\u901a\u8fc7\u6e20\u9053\u83b7\u5f97\u6d4b\u8bd5\u7248\u9002\u914d\u8ba4\u8bc1\u3002\u5426\u5219\uff0c\u8fd9\u5f88\u53ef\u80fd\u53c8\u662f\u53e6\u4e00\u4e2a\u88ab\u7cfb\u7edf\u66f4\u65b0\u6084\u7136\u8986\u706d\u7684\u6548\u7387\u5c0f\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">QuickRight<\/span>\n <\/div>\n<div class=\"comment-content\">QuickRight adds the missing right-click features to macOS Finder. Create new files instantly, use true Cut & Paste, open Terminal or Warp in the current folder, copy file paths, move files faster, compress images, extract colors, check hashes, and more \u2014 all directly from Finder\u2019s context menu. Built for macOS users who work with files every day.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Lightning QuickRight because I was frustrated by how limited Finder still feels for daily workflows.<\/p>\n<p>Simple things like creating a TXT file, cutting & pasting files, or quickly opening Terminal take too many steps on macOS.<\/p>\n<p>This app focuses on reducing those small but repetitive frictions directly inside Finder\u2019s right-click menu.<\/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\/@huating_liu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huating_liu<\/a> Finder automation toolls succed when they reduce friction without adding clutter, so focus on speed, simplicity, and truly essential actions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CZYRMFHHRL5TNS\" class=\"app-title\">AnyFrame<\/a><\/p>\n<div class=\"one-liner\">Sandboxes for your AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnyFrame\u4e3aAI Agent\u63d0\u4f9b\u4e00\u952e\u5f0f\u6c99\u7bb1\u63a7\u5236\u5e73\u9762\uff0c\u89e3\u51b3\u5f00\u53d1\u56e2\u961f\u4e3a\u6bcf\u4e2aAgent\u91cd\u590d\u642d\u5efa\u8fd0\u884c\u73af\u5883\uff08\u5982\u514b\u9686\u4ed3\u5e93\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u914d\u7f6eMCP\u7b49\uff09\u7684\u7e41\u7410\u95ee\u9898\uff0c\u652f\u6301\u901a\u8fc7Web UI\u6216Python SDK\u5feb\u901f\u542f\u52a8\u9694\u79bb\u4f1a\u8bdd\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\/a7bdc480-02e3-46a7-a8a3-6052019a705f.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/48906a509dc34879bccda9b23dbe5043\"><source src=\"https:\/\/www.loom.com\/share\/48906a509dc34879bccda9b23dbe5043\" 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\/c99c91eb-bae5-4bc1-8a06-ba2edf96d104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb4cd892-3cf2-4ee2-8ee3-f8e8b214251a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfe5c618-0f73-4037-9f3d-155bc8e9c7a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8178022-9ca0-40a5-acd3-0d51ae98be95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d263c20-23f5-45e6-ac55-4de7dd7cc211.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI Agent\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63a7\u5236\u5e73\u9762<\/span><br \/>\n <span class=\"tag\">\u73af\u5883\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Python SDK<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/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>\u53d1\u5e03\u8005\u6307\u51fa\u56e2\u961f\u75db\u70b9\u5728\u4e8e\u4e3aClaude Code\u7b49Agent\u91cd\u590d\u642d\u5efa\u6c99\u7bb1\u73af\u5883\uff0cAnyFrame\u53ef\u7f13\u5b58\u955c\u50cf\u5e76\u5feb\u901f\u542f\u52a8\u4f1a\u8bdd\uff0c\u652f\u6301\u90e8\u7f72\u5185\u90e8\u804a\u5929Agent\u3001\u5ba2\u6237\u5b9a\u5236\u7f16\u7801Agent\u6216PR\u5ba1\u67e5\u673a\u5668\u4eba\uff0c\u5e76\u5e0c\u671b\u83b7\u5f97\u5df2\u53d1\u5e03Agent\u4ea7\u54c1\u56e2\u961f\u7684\u53cd\u9988\uff0c\u5c24\u5176\u662f\u6808\u4e2d\u6700\u68d8\u624b\u7684\u90e8\u5206\u3002\u53e6\u4e00\u8bc4\u8bba\u8868\u8fbe\u5bf9\u4ea7\u54c1\u7684\u671f\u5f85\uff0c\u5f3a\u8c03\u7528\u6237\u53cd\u9988\u5c06\u51b3\u5b9a\u540e\u7eed\u5f00\u53d1\u65b9\u5411\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 AnyFrame\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u2014\u2014\u4e3aAI Agent\u642d\u5efa\u9694\u79bb\u4e14\u53ef\u590d\u73b0\u7684\u8fd0\u884c\u73af\u5883\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u5bb9\u5668\u5316\u3001CI\/CD\u6d41\u6c34\u7ebf\u7b49DevOps\u80fd\u529b\u62bd\u8c61\u4e3a\u9762\u5411Agent\u7684API\u5c42\uff0c\u4ef7\u503c\u5728\u4e8e\u964d\u4f4e\u201cAgent\u5de5\u7a0b\u5316\u201d\u7684\u95e8\u69db\uff0c\u800c\u975e\u89e3\u51b3\u901a\u7528AI\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4eae\u70b9\u5728\u4e8e\u201c\u5b9a\u4e49\u4e00\u6b21\uff0c\u79d2\u7ea7\u542f\u52a8\u201d\u7684\u7f13\u5b58\u955c\u50cf\u673a\u5236\uff0c\u4ee5\u53ca\u901a\u8fc7MCP\u7edf\u4e00\u96c6\u6210\u5916\u90e8\u670d\u52a1\uff0c\u8fd9\u80fd\u663e\u8457\u63d0\u5347\u56e2\u961f\u5728\u5185\u90e8\u5de5\u5177\uff08\u5982\u81ea\u52a8\u90e8\u7f72\uff09\u6216\u5ba2\u6237\u573a\u666f\uff08\u5982\u9694\u79bb\u7684\u4ee3\u7801\u5ba1\u67e5\uff09\u4e2d\u7684\u8fed\u4ee3\u6548\u7387\u3002\u4f46\u4ece91\u7968\u53ca\u6709\u9650\u7684\u8bc4\u8bba\u70ed\u5ea6\u770b\uff0c\u5f53\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u9636\u6bb5\uff0c\u529f\u80fd\u6df1\u5ea6\u548c\u751f\u6001\u6210\u719f\u5ea6\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5176\u4f9d\u8d56Claude OAuth\u6216Codex API Key\uff0c\u610f\u5473\u7740\u5e95\u5c42\u80fd\u529b\u5b8c\u5168\u53d7\u5236\u4e8e\u7b2c\u4e09\u65b9\u6a21\u578b\u3002\u5982\u679c\u53ea\u505aAgent\u7684\u201c\u58f3\u201d\uff0c\u7f3a\u4e4f\u5bf9Agent\u884c\u4e3a\uff08\u5982\u5931\u8d25\u91cd\u8bd5\u3001\u6210\u672c\u63a7\u5236\u3001\u5b89\u5168\u6027\uff09\u7684\u7cbe\u7ec6\u8fd0\u8425\u80fd\u529b\uff0c\u5219\u6781\u6613\u88ab\u5f00\u6e90\u65b9\u6848\uff08\u5982Docker\u76f4\u63a5\u914d\u5408LangChain\uff09\u6216\u5927\u6a21\u578b\u5382\u5546\u7684\u539f\u751f\u6c99\u7bb1\u670d\u52a1\u66ff\u4ee3\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u5728\u4e8e\u5bf9Agent\u4f1a\u8bdd\u751f\u547d\u5468\u671f\u3001\u6570\u636e\u9694\u79bb\u548c\u6df7\u5408\u90e8\u7f72\uff08\u672c\u5730+\u4e91\u7aef\uff09\u7684\u6df1\u5ea6\u7ba1\u7406\uff0c\u800c\u975e\u4ec5\u4ec5\u201c\u63d0\u4f9b\u4e00\u4e2a\u8dd1\u4ee3\u7801\u7684\u5730\u65b9\u201d\u3002\u76ee\u524d\u770b\uff0c\u5c1a\u7f3a\u8fd9\u79cd\u4ece\u5de5\u5177\u5230\u5e73\u53f0\u7684\u8dc3\u8fc1\u8ff9\u8c61\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\">AnyFrame<\/span>\n <\/div>\n<div class=\"comment-content\">Hand-rolling sandboxes for every agent gets old fast. AnyFrame gives you a control plane: define an agent once, boot a session in seconds, drive it from the web UI or Python SDK on the same channel. Claude Code, Codex, your harness.<\/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>Here\u2019s the problem we kept hitting: every team building on top of Claude Code, Codex, or any agent harness ends up handrolling the same plumbing; Spin up a sandbox, clone the repo, install deps, wire up MCPs, expose a chat endpoint, tunnel out the dev server.<\/p>\n<p>AnyFrame is the layer underneath. You define an agent once (repo, install cmd, skills, MCPs) and it bakes a cached sandbox image. Boot a session and chat with it from the web UI or from Python SDK. Plug in MCP connectors (Linear, Sentry, Google, \u2026) once and toggle them per-agent. <\/p>\n<p>A few things you can build on top:<br \/>– An internal \u201cdeploy from chat\u201d agent for your team<br \/>– A scoped coding agent for your customers, locked to their repo<br \/>– A per-PR review bot that actually runs your code, not just reads it<br \/>– Honestly anything you\u2019d otherwise be hand-wiring sandboxes for<\/p>\n<p>Free to try – bring a Claude OAuth token or Codex API key and you\u2019re in.<\/p>\n<p>\ud83c\udf10 Product: <a href=\"https:\/\/anyfrm.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/anyfrm.com<\/a><br \/>\ud83d\udc0d Python SDK + demo: <a href=\"https:\/\/github.com\/tinyhq\/anyframe-python\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/tinyhq\/anyfra…<\/a><br \/>\ud83d\udcac Discord: <a href=\"https:\/\/discord.gg\/UpkEW6JjpU\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/UpkEW6JjpU<\/a><\/p>\n<p>we been building AnyFrame for the last couple weeks and we’re excited to finally put out an early version of it. Would love feedback, especially from folks shipping agent-based products. What\u2019s the gnarliest part of your stack right now?<\/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>Hey Everyone \ud83d\udc4b<\/p>\n<p>So pumped for this! <\/p>\n<p>We’ve poured a lot into building something we genuinely believe in, can’t wait for you all to get your hands on it. Try it out and tell us everything.<\/p>\n<\/p>\n<p>Your feedback is literally going to shape what we build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FLEF3RIJCWMSSO\" class=\"app-title\">Agentspan<\/a><\/p>\n<div class=\"one-liner\">Open-source runtime for durable AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentspan \u662f\u4e00\u4e2a\u5f00\u6e90\u8fd0\u884c\u65f6\u670d\u52a1\u5668\uff0c\u901a\u8fc7\u5c06AI\u4ee3\u7406\u7684\u6267\u884c\u72b6\u6001\u6301\u4e45\u5316\u5230\u670d\u52a1\u7aef\uff0c\u89e3\u51b3\u4e86\u751f\u4ea7\u73af\u5883\u4e2d\u4ee3\u7406\u56e0\u5d29\u6e83\u3001\u4eba\u5de5\u5ba1\u6279\u4e2d\u65ad\u6216\u5de5\u5177\u8c03\u7528\u5931\u8d25\u5bfc\u81f4\u7684\u72b6\u6001\u4e22\u5931\u4e0e\u96be\u4ee5\u8c03\u8bd5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/15909dfb-cf1b-4401-bc9c-a293b9423473.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ACL_r-ftn2A\"><source src=\"https:\/\/www.youtube.com\/watch?v=ACL_r-ftn2A\" 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\/46f63809-2634-4daa-a22f-c8a254954bc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8d8fd84-8039-4837-b42e-705af92513c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7254398e-241c-4457-8ea1-76a3fec3db97.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\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5d29\u6e83\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u6279<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7<\/span><br \/>\n <span class=\"tag\">\u8fd0\u884c\u65f6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u4ee3\u7406\u6301\u4e45\u5316\u5c42\u5bf9\u751f\u4ea7\u73af\u5883\u7684\u91cd\u8981\u6027\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u5931\u8d25\u540e\u652f\u6301\u90e8\u5206\u91cd\u8bd5\u800c\u975e\u5168\u6d41\u7a0b\u91cd\u542f\u3001\u4e0d\u540c\u5ba1\u6279\u8282\u70b9\u7684\u5206\u652f\u8def\u7531\u3001\u4ee5\u53ca\u957f\u5468\u671f\u4ee3\u7406\u7684\u72b6\u6001\u7ba1\u7406\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u4e3b\u6d41\u4e91\u5e73\u53f0\u7684\u4e00\u952e\u90e8\u7f72\u8fde\u63a5\u5668\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 Agentspan\u5207\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u4e2d\u6700\u201c\u810f\u201d\u4e5f\u6700\u4e0d\u6027\u611f\u7684\u4e00\u73af\uff1a\u751f\u4ea7\u7ea7\u53ef\u9760\u6027\u3002\u5f53\u884c\u4e1a\u70ed\u7092Agent\u6846\u67b6\u548c\u6a21\u578b\u80fd\u529b\u65f6\uff0c\u6267\u884c\u65f6\u7684\u201c\u4e09\u5144\u5f1f\u201d\u2014\u2014\u72b6\u6001\u4e22\u5931\u3001\u4eba\u5de5\u5ba1\u6279\u65ad\u70b9\u3001\u91cd\u8bd5\u526f\u4f5c\u7528\u2014\u2014\u6b63\u6084\u6084\u6d88\u8017\u7740\u5927\u91cf\u5de5\u7a0b\u8d44\u6e90\u3002\u8be5\u9879\u76ee\u4e0d\u8ffd\u6c42\u521b\u9020\u65b0\u7684\u4ee3\u7406\u8303\u5f0f\uff0c\u800c\u662f\u4e3a\u5df2\u6709\u6846\u67b6\uff08\u5982LangChain\u7b49\uff09\u63d0\u4f9b\u4e86\u4e00\u5c42\u201c\u5b89\u5168\u7f51\u201d\uff0c\u5176MIT\u5f00\u6e90\u7b56\u7565\u66f4\u662f\u964d\u4f4e\u4e86\u4f01\u4e1a\u4fe1\u4efb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u4ef7\u503c\u770b\uff0c\u5b83\u5c06\u201c\u5ba2\u6237\u7aef\u5b9a\u4e49\u3001\u670d\u52a1\u7aef\u6267\u884c\u201d\u7684\u5206\u79bb\u67b6\u6784\u843d\u5730\uff0c\u7528\u6570\u636e\u5e93\u6301\u4e45\u5316\u89e3\u51b3\u4e86\u201c\u65ad\u4e86\u4ece\u54ea\u63a5\u201d\u7684\u6839\u672c\u95ee\u9898\uff0c\u8fd9\u6bd4\u5927\u591a\u6570\u4f9d\u8d56\u5185\u5b58\u72b6\u6001\u7684\u73a9\u5177\u7ea7\u6846\u67b6\u524d\u8fdb\u4e86\u4e00\u5927\u6b65\u3002\u4f46\u9510\u8bc4\u5fc5\u987b\u6307\u51fa\uff1a\u9879\u76ee\u7684\u771f\u6b63\u58c1\u5792\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u751f\u6001\u96c6\u6210\u6df1\u5ea6\u3002\u76ee\u524d\u201c\u5ba1\u6279\u8def\u7531\u9700\u7528\u6237\u81ea\u884c\u7f16\u7801\u201d\u7684\u56de\u590d\u66b4\u9732\u4e86\u5176\u6210\u719f\u5ea6\u2014\u2014\u771f\u6b63\u7684\u4f01\u4e1a\u7ea7\u65b9\u6848\u9700\u8981\u63d0\u4f9b\u53ef\u89c6\u5316\u7684\u5ba1\u6279\u6d41\u7f16\u6392\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u201c\u652f\u6301\u90e8\u5206\u91cd\u8bd5\u7684\u903b\u8f91\u9700\u56e2\u961f\u81ea\u5df1\u5199\u201d\u610f\u5473\u7740\u5b83\u4ecd\u662f\u4e00\u4e2a\u57fa\u7840\u8bbe\u65bd\u800c\u975e\u5f00\u7bb1\u5373\u7528\u7684\u4ea7\u54c1\uff0c\u5bf9\u4e2d\u5c0f\u56e2\u961f\u95e8\u69db\u4e0d\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u770b\uff0c\u82e5\u4ec5\u505c\u7559\u5728\u201c\u8fd0\u884c\u65f6\u201d\u5c42\u9762\uff0c\u5b83\u5f88\u5bb9\u6613\u88abAWS Step Functions\u7b49\u4e91\u539f\u751f\u670d\u52a1\u6216LangGraph\u7b49\u6846\u67b6\u7684\u5185\u7f6e\u7279\u6027\u6324\u538b\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u56f4\u7ed5\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u4e0e\u201c\u5ba1\u8ba1\u8f68\u8ff9\u201d\u6784\u5efa\u7684\u8c03\u8bd5\u4f53\u9a8c\u2014\u2014\u8fd9\u6070\u6070\u662f\u901a\u7528\u5de5\u4f5c\u6d41\u5f15\u64ce\u505a\u4e0d\u5230\u7684\u5dee\u5f02\u5316\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u5b83\u89e3\u51b3\u4e86\u6b63\u786e\u7684\u201c\u786c\u6838\u201d\u95ee\u9898\uff0c\u4f46\u8ddd\u79bb\u201c\u8ba9\u7528\u6237\u4e0d\u518d\u64cd\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u7ec8\u6781\u613f\u666f\uff0c\u8fd8\u9700\u5728\u6613\u7528\u6027\u548c\u6d41\u7a0b\u5c01\u88c5\u4e0a\u8865\u8bfe\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\">Agentspan<\/span>\n <\/div>\n<div class=\"comment-content\">Agentspan is an open-source server and SDK for running AI agents as durable workflows. You can define agents programmatically, execute them server-side, and inspect each run and execution state in the UI. Agentspan adds crash recovery, human-in-the-loop approvals, guardrails, tool history, and observability around the agent frameworks and LLMs you already use. MIT licensed.<\/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>We built Agentspan because production agent execution gets messy fast, and we’re working to fix that. Common issues include state loss, human approvals needing resume logic, tool calls needing auditing, and retries causing repeated side effects.<\/p>\n<p>Agentspan gives agents a durable execution layer. You define agents client-side, but execution state, tool history, approvals, and observability live on the server. The goal is to make agents easier to operate and debug without forcing teams to abandon the frameworks or models they already use.<\/p>\n<p>The project is open source and MIT-licensed. Check out the repo at <a href=\"https:\/\/github.com\/agentspan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/agentspan<\/a> and the quickstart at <a href=\"https:\/\/agentspan.ai\/docs\/quickstart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agentspan.ai\/docs\/quicks…<\/a>.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 durability layer is the piece most agent frameworks skip. We’re building AI workflows at RetainSure and the biggest headache isn’t the LLM calls, it’s what happens when a step fails partway through and the state is gone. Keeping execution state server side while defining agents client side is a clean separation. Does Agentspan support partial retries, or does a failure restart the whole run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> yes, that’s part of the design. We worked hard on crash resume being a core part of the project for the reasons you mentioned. Now, <strong>how<\/strong> the reconciliation works may need to be part of the workflow code you write as it might very agent to agent. But the fact that history and run state persists server-side makes that possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Crash recovery for agents is the thing nobody talks about until it breaks in production. We’ve had workflows silently fail partway through with no state to resume from. Human in the loop approvals are the other piece teams always bolt on last minute. Does Agentspan support branching approvals, where different steps route to different reviewers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> yes, crash recovery is super important and a primary factor in us building this. Agentspan supports approvals as a first-class tool, though the branching logic would live in your agent\/workflow code 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The durable runtime angle is the part I\u2019d look at first. For agent teams, the hard bit is usually not starting a run, it\u2019s resuming state, handling approvals, and seeing exactly what changed after a long task.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___2672025cf1bc18102609b53\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2672025cf1bc18102609b53<\/a> exactly. Those are core production failure modes this project works hard to address.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>That makes sense. The part I\u2019d stress in the docs is replay around approvals and retries, because repeated side effects are where durable agent runs get scary in productiThat makes sense. The part I\u2019d stress in the docs is replay around approvals and retries, because repeated side effects are where durable agent runs get scary in production. A small example showing failed tool call -> resume -> audit trail would make the value click fast.on. A small example showing failed tool call -> resume -> audit trail would make the value click fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Durable AI agents that survive failures and interruptions is one of the harder infrastructure problems right now. Open-sourcing the runtime is a real commitment to the ecosystem. We’ve been building in the customer success for developer tool companies space at RetainSure, and Agentspan touches on something we think about a lot: how agent persistence changes what’s possible in long-running business workflows. What’s your approach to handling state when agents run for hours or days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_jaiswal21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_jaiswal21<\/a> the way we approach state is thinking of it in terms of long-term durable workflows. Each agent run persists server-side as a workflow with a long lived execution ID, backed by a DB. If something interrupts the agent’s execution, it can then resume from wherever it left off. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nickorkes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickorkes<\/a> Congrats! Looks amazing, it’s super cool for people who want to just focus on the code and don’t spend too much time on the infra. <\/p>\n<p>QQ, maybe trivial since I didn’t check the codebase in detail, but by server, you mean it’s still local, right? Not based on any specific cloud provider. It could be amazing to see adapter\/connectors\/versions on major cloud providers too, and have it super easy to deploy with few line of code (then no need to learn anything major from any provider side).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks! Agentspan can definitely be installed locally, but it doesn’t have to be. See <a href=\"https:\/\/agentspan.ai\/docs\/deployment\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agentspan.ai\/docs\/deployment\/<\/a>. Great feedback on cloud-specific connectors though. That would make it very easy to get up and running.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/GHNWQIPQVVUSOY\" class=\"app-title\">The Claude Code Daily<\/a><\/p>\n<div class=\"one-liner\">Claude Code news. Curated Daily.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>The Claude Code Daily \u662f\u4e00\u6b3e\u6bcf\u65e5\u65e9\u95f4\u90ae\u4ef6\u6458\u8981\u5de5\u5177\uff0c\u4e13\u4e3a\u96be\u4ee5\u8ffd\u8e2a Claude Code \u788e\u7247\u5316\u66f4\u65b0\u7684\u5f00\u53d1\u8005\u8bbe\u8ba1\uff0c\u5c06\u6563\u843d\u4e8e X \u5e73\u53f0\u7684\u52a8\u6001\u3001\u6280\u5de7\u4e0e\u5de5\u4f5c\u6d41\u6d53\u7f29\u4e3a 2 \u5206\u949f\u53ef\u8bfb\u7684\u7cbe\u534e\u63a8\u9001\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\/e92305a2-24bc-4ac6-aaac-5d8bbd8e4085.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\/b41138f9-64bc-4d4a-b3e9-dd1918e7b777.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\/c9c997ec-a46a-4ee4-915f-47e6584fe4aa.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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8d44\u8baf<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">AI \u751f\u6001\u4fe1\u606f\u6d41<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u964d\u566a<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u8d44\u8baf\u5feb\u8baf<\/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\u540c Claude \u6280\u672f\u8fed\u4ee3\u8fc7\u5feb\uff0cX \u5e73\u53f0\u4fe1\u606f\u788e\u7247\u5316\u5bfc\u81f4\u8ddf\u8e2a\u56f0\u96be\uff1b\u80af\u5b9a\u6bcf\u65e5\u6458\u8981\u7684\u7b80\u6d01\u5b9e\u7528\u4ef7\u503c\uff0c\u6709\u4eba\u4e3b\u52a8\u8ba2\u9605\u5e76\u8868\u793a\u201c\u5de5\u4f5c\u6d41\u66f4\u65b0\u5feb\u5230\u4f60\u521a\u627e\u5230\u6709\u7528\u7684\uff0c\u522b\u4eba\u5df2\u53d1\u5e03\u66f4\u597d\u7684\u201d\uff0c\u90e8\u5206\u7528\u6237\u671f\u5f85\u66f4\u591a\u5b9a\u5236\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n The Claude Code Daily \u7684\u7206\u706b\uff08\u77ed\u65f6\u95f4 52 \u7968\uff09\u7cbe\u51c6\u8e29\u4e2d\u4e86 AI \u6d6a\u6f6e\u4e2d\u7684\u201c\u4fe1\u606f\u7126\u8651\u75c7\u201d\u75db\u70b9\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u201c\u91cd\u65b0\u6253\u5305\u201d\u80fd\u529b\u2014\u2014\u5c06 X \u4e0a\u6563\u843d\u7684\u3001\u65f6\u95f4\u654f\u611f\u7684\u793e\u533a\u667a\u6167\uff0c\u53d8\u6210\u4e00\u79cd\u5236\u5ea6\u5316\u7684\u3001\u4f4e\u8ba4\u77e5\u8d1f\u62c5\u7684\u4ea4\u4ed8\u54c1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5185\u5bb9\u7b56\u5c55\uff08Curation\uff09\u5728 AI \u5f00\u53d1\u8005\u751f\u6001\u4e2d\u7684\u4e00\u6b21\u6210\u529f\u5b9e\u9a8c\u3002\u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8be5\u4ea7\u54c1\u5b58\u5728\u4e24\u4e2a\u81f4\u547d\u8106\u5f31\u6027\uff1a\u4e00\u662f\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e73\u53f0\uff08X\uff09\u4f5c\u4e3a\u552f\u4e00\u4fe1\u6e90\uff0c\u4e00\u65e6 API \u9650\u5236\u6216\u751f\u6001\u5c01\u95ed\uff0c\u5185\u5bb9\u6e90\u4f1a\u77ac\u95f4\u67af\u7aed\uff1b\u4e8c\u662f\u7528\u6237\u7c98\u6027\u5b8c\u5168\u5efa\u7acb\u5728\u4fe1\u606f\u5dee\u9ad8\u5ea6\u4e0a\uff0c\u968f\u7740 Claude Code \u672c\u8eab\u8d8b\u4e8e\u6210\u719f\uff0c\u793e\u533a\u566a\u97f3\u4e0b\u964d\uff0c\u6bcf\u65e5\u6458\u8981\u7684\u201c\u521a\u9700\u201d\u5c5e\u6027\u5c06\u8fc5\u901f\u8870\u51cf\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u81ea\u5a92\u4f53\u578b\u7684\u4ea7\u54c1\uff0c\u800c\u975e\u5e73\u53f0\u578b\u4ea7\u54c1\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u7cbe\u9009\u201d\u5347\u7ea7\u4e3a\u201c\u89e3\u8bfb\u201d\u2014\u2014\u5982\u679c\u80fd\u5bf9\u6bcf\u4e00\u6761\u4fe1\u606f\u9644\u52a0\u6df1\u5ea6\u8bc4\u6d4b\u6216\u5de5\u4f5c\u6d41\u9a8c\u8bc1\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u53c2\u4e0e\u8d21\u732e\uff0c\u5b83\u624d\u6709\u53ef\u80fd\u4ece\u65b0\u95fb\u5feb\u8baf\u8fdb\u5316\u4e3a\u5f00\u53d1\u8005\u793e\u533a\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5426\u5219\uff0c\u4e00\u65e6\u51fa\u73b0\u66f4\u9ad8\u6548\u7684\u5206\u53d1\u5f62\u5f0f\uff08\u5982 AI \u751f\u6210\u64ad\u5ba2\u3001\u5b9e\u65f6\u63a8\u9001\u4eea\u8868\u76d8\uff09\uff0c\u7528\u6237\u8f6c\u79fb\u6210\u672c\u51e0\u4e4e\u4e3a\u96f6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">The Claude Code Daily<\/span>\n <\/div>\n<div class=\"comment-content\">Keeping up with Claude Code is a full-time job. New releases, community tips, and workflows are scattered across X. The Claude Code Daily fixes that. Every weekday morning, the top posts are distilled into a 2-minute digest delivered to your inbox.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genuinely useful. The Claude ecosystem moves so fast that keeping up through X threads alone is almost impossible now.<a href=\"https:\/\/www.producthunt.com\/@ajwaxman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajwaxman<\/a><\/p>\n<p>Love the idea of a concise daily digest instead of information overload. Subscribed, excited to follow this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>subscribed. the claude ecosystem moves so fast that by the time you find a useful workflow someone already shipped a better one. need this in my inbox<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Honestly I can’t keep up with all the changes happening in the Claudoverse! <\/p>\n<\/p>\n<p>I’m thrilled that <a href=\"https:\/\/www.producthunt.com\/@ajwaxman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ajwaxman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajwaxman<\/a> has taken up the cause to digest all the updates and present it all in an easy and accessible format.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Thanks for posting!<br \/>\nI found myself constantly glued to X to keep up with all the Claude Code updates. And even then, it was hard to keep track of everything.<br \/>\nIt started as an automated daily slack post. After a few weeks I thought others may be interested too.<br \/>\nHope you enjoy and let me know if you have any suggestions or features you\u2019d like to be added!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, 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