{"id":124,"date":"2026-02-05T11:17:21","date_gmt":"2026-02-05T03:17:21","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/05\/2026-02-04\/"},"modified":"2026-02-05T11:17:21","modified_gmt":"2026-02-05T03:17:21","slug":"2026-02-04","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/05\/2026-02-04\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-04"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-04<\/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 | 2026-02-04<\/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\/2J6ZEMSMJLCGOA\" class=\"app-title\">CreateOS<\/a><\/p>\n<div class=\"one-liner\">Build and deploy apps from any AI coding tool, in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">392<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CreateOS\u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u7edf\u4e00\u6267\u884c\u73af\u5883\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5207\u6362\u5de5\u5177\u5373\u53ef\u5728\u5355\u4e00\u5de5\u4f5c\u6d41\u4e2d\u5b8c\u6210\u4eceAI\u7f16\u7801\u5230\u5e94\u7528\u90e8\u7f72\u4e0e\u53d8\u73b0\u7684\u5168\u8fc7\u7a0b\uff0c\u89e3\u51b3\u4e86\u73b0\u4ee3\u5f00\u53d1\u6d41\u7a0b\u4e2d\u5de5\u5177\u788e\u7247\u5316\u3001\u90e8\u7f72\u590d\u6742\u548c\u53d8\u73b0\u6ede\u540e\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\/a1feb16b-580a-4edd-8fd4-2dfc679dd63a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0e5ecf1-806b-45ec-86ea-cc5e4b1f95b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea05a888-a055-4bd9-94a7-af6c6c2f1fc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c7f806c-1a73-4286-ad63-4d9b3f05d153.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\/aaeef9a2-f1d1-456a-8ec6-0cfe66b5ce1c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vkFTLkpW5dA\"><source src=\"https:\/\/www.youtube.com\/watch?v=vkFTLkpW5dA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u533a<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5373\u65f6\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0DevOps<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4ece\u60f3\u6cd5\u5230\u90e8\u7f72\u201d\u7684\u6781\u901f\u4f53\u9a8c\u548c\u4e00\u4f53\u5316\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u662fVercel\u7684\u6709\u529b\u66ff\u4ee3\u54c1\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5bf9\u4e3b\u6d41AI\u7f16\u7801\u5de5\u5177\uff08\u5982Copilot\u3001Claude\uff09\u7684\u652f\u6301\u7a0b\u5ea6\uff1b\u5e73\u53f0\u5728\u8ffd\u6c42\u901f\u5ea6\u65f6\uff0c\u5176\u9884\u8bbe\u67b6\u6784\u4e0e\u9ad8\u7ea7\u5f00\u53d1\u8005\u81ea\u5b9a\u4e49\u9700\u6c42\u4e4b\u95f4\u7684\u5e73\u8861\uff1b\u4ee5\u53ca\u975e\u6280\u672f\u80cc\u666f\u7528\u6237\u7684\u5b9e\u9645\u53ef\u7528\u6027\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u5c55\u793a\u4e86\u7528\u4f8b\u5e76\u5f3a\u8c03\u5176\u4f4e\u95e8\u69db\u7279\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 CreateOS\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u529f\u80fd\u805a\u5408\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u5f00\u53d1\u5b8c\u6210\u201d\u7684\u6807\u51c6\u3002\u5b83\u5c06\u201c\u90e8\u7f72\u201d\u548c\u201c\u53d8\u73b0\u201d\u4ece\u4f20\u7edf\u6d41\u7a0b\u7684\u7ec8\u70b9\uff0c\u6539\u9020\u4e3a\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u5185\u5d4c\u7684\u3001\u4e00\u952e\u53ef\u8fbe\u7684\u73af\u8282\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u4eca\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u56e2\u961f\u6700\u6df1\u7684\u7126\u8651\uff1a\u521b\u610f\u4e0e\u5b9e\u73b0\u4e4b\u95f4\u7684\u201c\u6b7b\u4ea1\u8c37\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201cAI\u539f\u751f\u201d\u662f\u6838\u5fc3\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u8fde\u7eed\u201d\u3002\u5b83\u8bd5\u56fe\u5c06AI\u804a\u5929\u3001\u4ee3\u7801\u7f16\u8f91\u3001\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406\u7f6e\u4e8e\u540c\u4e00\u8bed\u5883\u4e0b\uff0c\u51cf\u5c11\u8ba4\u77e5\u8d1f\u8377\uff0c\u8fd9\u6bd4\u5355\u7eaf\u96c6\u6210\u591a\u4e2aAI\u6a21\u578b\u66f4\u6709\u4ef7\u503c\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u201c\u4e00\u4f53\u5316\u201d\u7684\u6df1\u5ea6\u4e0e\u7075\u6d3b\u6027\u4e4b\u95f4\u7684\u6743\u8861\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u67b6\u6784\u7ea6\u675f\u201d\u7684\u7591\u95ee\u4e00\u9488\u89c1\u8840\uff1a\u4e3a\u4e86\u8fbe\u6210\u201c\u96f6\u914d\u7f6e\u90e8\u7f72\u201d\uff0c\u5e73\u53f0\u5fc5\u7136\u5bf9\u5e94\u7528\u67b6\u6784\u3001\u6280\u672f\u6808\u505a\u51fa\u5f3a\u529b\u5047\u8bbe\u548c\u5c01\u88c5\u3002\u8fd9\u56fa\u7136\u670d\u52a1\u4e86\u5176\u6838\u5fc3\u76ee\u6807\u7528\u6237\u2014\u2014\u6e34\u6c42\u901f\u5ea6\u7684\u201c vibe coder\u201d\u548c\u5168\u6808\u521b\u4e1a\u8005\uff0c\u4f46\u53ef\u80fd\u6210\u4e3a\u8ffd\u6c42\u7cbe\u7ec6\u63a7\u5236\u7684\u9ad8\u7ea7\u5f00\u53d1\u8005\u6216\u7279\u5b9a\u573a\u666f\u4f01\u4e1a\u7684\u684e\u688f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5185\u7f6e\u7684\u201c\u5e02\u573a\u4e0e\u53d8\u73b0\u201d\u901a\u9053\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u521b\u9020\u4e86\u4ece\u5f00\u53d1\u5230\u5546\u4e1a\u7684\u95ed\u73af\uff0c\u4f46\u4e5f\u5c06\u5e73\u53f0\u751f\u6001\u7684\u7e41\u8363\u7cfb\u4e8e\u5176\u6a21\u677f\u5e02\u573a\u7684\u6210\u529f\u4e4b\u4e0a\u3002\u5982\u679c\u5e02\u573a\u672a\u80fd\u5f62\u6210\u8db3\u591f\u6d41\u52a8\u6027\u548c\u5438\u5f15\u529b\uff0c\u8fd9\u4e00\u529f\u80fd\u5c06\u6ca6\u4e3a\u9e21\u808b\u3002\u672c\u8d28\u4e0a\uff0cCreateOS\u662f\u5728\u7528\u9ad8\u5ea6\u7684\u201c\u89c2\u70b9\u201d\u6765\u4ea4\u6362\u6781\u81f4\u7684\u6548\u7387\uff0c\u5b83\u8d4c\u5b9a\u7684\u662f\u201c\u5feb\u901f\u9a8c\u8bc1\u3001\u5feb\u901f\u53d8\u73b0\u201d\u7684\u5e02\u573a\u9700\u6c42\u8fdc\u5927\u4e8e\u201c\u5b8c\u5168\u81ea\u4e3b\u3001\u65e0\u9650\u5b9a\u5236\u201d\u7684\u6280\u672f\u9700\u6c42\u3002\u5b83\u7684\u771f\u6b63\u5bf9\u624b\u4e0d\u662fVercel\u6216Railway\u8fd9\u7c7b\u90e8\u7f72\u5e73\u53f0\uff0c\u800c\u662f\u5f00\u53d1\u8005\u8111\u4e2d\u90a3\u5957\u7531\u788e\u7247\u5316\u5de5\u5177\u548c\u590d\u6742\u6d41\u7a0b\u6784\u6210\u7684\u3001\u6839\u6df1\u8482\u56fa\u7684\u201c\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\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\">CreateOS<\/span>\n <\/div>\n<div class=\"comment-content\">CreateOS is a unified workspace to build, deploy, and scale apps\u2014no DevOps, no tool sprawl. Eliminate complexity and ship faster with an all-in-one workflow built for speed, focus, and product momentum.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I\u2019m Naman, Builder-in-Chief of CreateOS<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Most builders don\u2019t stall because they lack ideas\u2014they stall because those ideas are fragmented across too many tools, tabs, and environments.<\/p>\n<p>Today\u2019s development workflow is broken by a “fragmentation tax”:<br \/>\u274c <strong>Disconnected Workspaces<\/strong> \u2013 You start in a notebook, jump to an editor, and fight with infra dashboards just to get a single feature live.<\/p>\n<p>\u274c <strong>The Integration Drag<\/strong> \u2013 You waste more time gluing together hosting, automation, and payments than actually building your product.<\/p>\n<p>After feeling this drag across our own projects, we built <strong>CreateOS<\/strong> to be the operating system for action.<\/p>\n<p><strong>How CreateOS is Different \ud83d\ude80<\/strong><\/p>\n<p>CreateOS is an AI-native unified execution environment. Instead of a pile of disconnected services, it brings building, deploying, and coordinating into one continuous flow.<\/p>\n<p>\ud83d\udd39 <strong>Vibe-code in one place<\/strong> \u2013 Stay close to your ideas in an AI-native chat that understands your entire project context.<\/p>\n<p>\ud83d\udd39 <strong>Instant Production<\/strong> \u2013 Spin up environments and get a live URL without ever touching a separate infrastructure dashboard.<\/p>\n<p>\ud83d\udd39 <strong>Integrated Coordination<\/strong> \u2013 Manage what happens <em>after<\/em> launch\u2014tasks, automations, and follow-ups\u2014all from the same workspace.<\/p>\n<p>\ud83d\udd39 <strong>Built-in Monetization<\/strong> \u2013 We treat “going live” as a first-class outcome. Use the CreateOS marketplace to handle payments without switching to external tooling.<\/p>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you are a builder, developer, or founder tired of being a part-time DevOps and project manager, CreateOS helps you move from first prompt to production in minutes instead of days.<\/p>\n<p><strong>Launch Day Perk \ud83c\udf81<\/strong><\/p>\n<p>As a thank you to the Product Hunt community, new signups during the first 24 hours of launch will receive 2,000 CreateOS credits, applied automatically during onboarding.<\/p>\n<\/p>\n<p><strong>I\u2019d love your feedback and questions\u2014what is the first thing you\u2019d like to ship faster inside CreateOS?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naman_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naman_nodeops<\/a> Hey Naman. Congrats on the launch! Which AI coding tools are best supported today – Copilot, GPT Code, Claude, Code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naman_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naman_nodeops<\/a> The product looks promising ! Best of luck !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naman_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naman_nodeops<\/a> Big fan of the \u201cOS for action\u201d framing. Curious where you draw the line between flexibility and opinionation, how much does CreateOS constrain architecture and tooling to keep speed high, and when can advanced builders override the defaults without breaking the flow?<\/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><strong>As the designer behind CreateOS, here’s what drove our approach:<\/strong><\/p>\n<p>The biggest insight wasn’t technical, it was emotional. Builders don’t just lose time to fragmentation; they lose <em>momentum<\/em>. That break between “I have an idea” and “it’s deployed” kills more projects than bad code ever will.<\/p>\n<p>We designed CreateOS around <strong>continuous creative flow<\/strong>. No context switching. No mental overhead tax. You stay in the zone from first thought to live URL.<\/p>\n<p><strong>Design decisions that matter:<\/strong><\/p>\n<p>\ud83c\udfaf <strong>Single-surface interface<\/strong> \u2014 Everything accessible without tabs\/windows. Your AI chat, code editor, deployment status, and project management aren’t separate tools\u2014they’re integrated views of the same workspace.<\/p>\n<p>\u26a1 <strong>Zero-friction deployment<\/strong> \u2014 Hit “deploy” and get a URL. No pipelines to configure, no YAML to write, no prayer that your env vars are set correctly.<\/p>\n<p>\ud83d\udcb0 <strong>Revenue as a first-class citizen<\/strong> \u2014 Most platforms treat monetization as an afterthought. We built the Template marketplace into core infrastructure because shipping code isn’t success – <em>shipping value<\/em> is.<\/p>\n<p><strong>What we deliberately avoided:<\/strong><\/p>\n<p>\u274c Yet another dashboard full of metrics you’ll never check<br \/>\u274c “Flexibility” that’s actually just shifting complexity to you<br \/>\u274c Free tiers that punish you when you succeed<br \/>\u274c Separate tools for every stage of the journey<\/p>\n<p><strong>Who this is really for:<\/strong><\/p>\n<p>If you’re a builder who’s tired of being a systems engineer, project manager, and CFO before you can be a creator\u2014this is your OS.<\/p>\n<p>Would love to hear what workflow bottlenecks CreateOS could eliminate for you. What’s the friction point that kills your momentum? And as always share your feedbacks as well, so we could improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@navedux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navedux<\/a> Are you listing any templates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>CreateOS is a unified platform that helps developers turn ideas into real, revenue-generating apps \u2014 without stitching together tools.<\/p>\n<p>With CreateOS, you can:<\/p>\n<ul>\n<li>\n<p>\u26a1 <strong>Create<\/strong> apps fast (vibe-code from scratch or iterate quickly)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udea2 <strong>Deploy<\/strong> instantly with automated infra & CI\/CD<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcb8 <strong>Monetize<\/strong> your app out of the box with built-in revenue pathways<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 <strong>Choose your LLM<\/strong> from the latest models and control your usage spend<\/p>\n<\/li>\n<\/ul>\n<p>No more juggling frameworks, deployments, billing, or monetization layers.<br \/>CreateOS handles the heavy lifting so you can focus on building products people actually use.<\/p>\n<p>We built CreateOS for builders who want to ship faster and earn from day one.<\/p>\n<p>Would love your feedback, questions, and support \ud83d\ude4c<br \/>Happy launching! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sid_625\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sid_625<\/a> Show us your deployment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Glad to see there is finally a single simplified workspace that not only lets you build, without any context switching, but also lets you have your idea turn into value!!! The features are amazing and the whole integration is simply seemless and worth to move deployment on CreateOS! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sheena_soni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sheena_soni<\/a> What project have you built so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Alex, Head of Marketing at CreateOS. <\/p>\n<p>If you\u2019ve ever felt that frustrating gap between \u201cthis idea could work\u201d and \u201cit\u2019s live and generating revenue\u201d, I\u2019d be really grateful if you\u2019d take a quick look.<\/p>\n<p>For the past couple of years I\u2019ve been talking to hundreds of builders, indie hackers, and early-stage teams, and I kept hearing the same story over and over. Someone has a clear vision for an app or tool. They quickly prototype something promising with Cursor, v0 or Claude. Then they get completely stuck in the messy middle: deployments, infrastructure choices, auth flows, payment integration, usage limits, monetization layers, CI\/CD setup. What should take days ends up taking weeks or months. A lot of good ideas quietly die there.<\/p>\n<\/p>\n<p>That exact pain point is what drove the team to build CreateOS.<\/p>\n<\/p>\n<p><strong>CreateOS is a unified execution environment and workspace designed to let builders go from rough idea to live, revenue-ready application much faster and with far less friction. <\/strong>You can vibe-code or iterate quickly, deploy instantly with automated infrastructure and CI\/CD (powered by decentralized NodeOps compute behind the scenes), monetize out of the box with built-in revenue pathways, choose your preferred LLM from the latest models while controlling spend, and skip almost all of the usual tool-juggling and glue-code work.<\/p>\n<\/p>\n<p>We\u2019re not trying to be another prompt playground or isolated code generator. <strong>We built it for people who actually want to ship real products that users pay for, from day one.<\/strong><\/p>\n<\/p>\n<p>We launched today. For the next 24 hours every new signup receives 2,000 CreateOS credits, enough to build, deploy and test meaningful things, not just play around.<\/p>\n<\/p>\n<p>An upvote would help us enormously if it resonates with you. Any comment, question, or \u201chere\u2019s what I\u2019d build first\u201d note is super valuable right now. I personally read and reply to as many as I can in these early days.<\/p>\n<\/p>\n<p>Thank you for checking it out. Excited to see what you create with it.<\/p>\n<p>Alex <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was excited how long it would take to go from idea to a functional product. I mean, I had a queue it would be fast, just not this fast. It\u2019s a thrilling experience, I need to take a break and figure out what I really want to build because at this rate, I\u2019m just building pretty much anything and everything that comes to my mind. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuel_sampson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_sampson<\/a> Great to hear you like the product and the initial 2K credits will be ideal to fuel your initial enthusiasm to build. The platform is designed to welcome anyone and everyone, there is no barrier to entry as no prior technical knowledge is required.<\/p>\n<\/p>\n<p>Do you have any idea what you might build first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuel_sampson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_sampson<\/a> Well, this is great on one hand, that u love converting your ideas to building!! infact you can build some templates and drop on marketplace as well!! Did you try 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuel_sampson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_sampson<\/a> haha, start from a personal level. Tools that you use daily and would like to re-create<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>CreateOS is a unified execution environment where building, deployment, and monetization happen in one continuous flow.<\/p>\n<\/p>\n<p>We built it after repeatedly watching builders lose momentum to tool sprawl, context switching, and glue code between platforms just to get something live.<\/p>\n<\/p>\n<p>With CreateOS, you can:<br \/>\u2013 <strong>Create<\/strong> by iterating on ideas in natural language and code, without breaking flow<br \/>\u2013 <strong>Deploy<\/strong> in the same environment, with infrastructure handled automatically<br \/>\u2013 <strong>Monetize<\/strong> by listing your app and earning per deployment<\/p>\n<\/p>\n<p>The goal is simple: keep execution intact from idea to outcome so builders can focus on the work itself.<\/p>\n<\/p>\n<p>We\u2019d love for you to try it and share feedback. We\u2019re building in the open and will be around to answer questions and learn from how you use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eric_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_nodeops<\/a> What’s next to build in your mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is so insane, the best vercel alternative in my opinion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kalashvasaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalashvasaniya<\/a> thanks for the kind words Kalash, seamless one-click deployment was one of the core priorities with CreateOS.<\/p>\n<\/p>\n<p>Have you been able to deploy anything so far? Would love to hear about your experience.<\/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\/@kalashvasaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalashvasaniya<\/a> This is overwhelming!! Thank u sir<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kalashvasaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalashvasaniya<\/a> So glad it resonates with you, looking forward to seeing what users will build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wohooo! So excited to finally be able to use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yash_banka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_banka<\/a> The wait is finally over and we’re proud to share this important moment with you.<\/p>\n<\/p>\n<p>What are you most excited about Yash? Creating or deploying one of your projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yash_banka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_banka<\/a>Hope u also enjoyed using it!! Do drop your experience<\/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\">nice product<\/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><a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Thanks for the kind feedback Rohit, much appreciated.<\/p>\n<\/p>\n<p>We hope you enjoy the overall experience on the platform and look forward to seeing what you’ll build with the first 2k credits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Glad you liked it!! Do drop your experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> share some more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/p>\n<p>We\u2019re excited to finally launch <strong>CreateOS<\/strong> here.<\/p>\n<p>CreateOS was born from a very real problem we kept seeing:<br \/><strong>ideas move fast, but deployment, infra, and monetization slow builders down.<\/strong><\/p>\n<p>So we asked a simple question – what if going from idea to a live product was actually seamless?<\/p>\n<p>With CreateOS, you can:<\/p>\n<ul>\n<li>\n<p><strong>Ideate \u2192 build \u2192 deploy \u2192 monetize<\/strong> in one continuous flow<\/p>\n<\/li>\n<li>\n<p>One-click deploy for web apps, AI tools, Web2 or Web3 projects<\/p>\n<\/li>\n<li>\n<p>Skip DevOps headaches like servers, configs, and scaling decisions<\/p>\n<\/li>\n<li>\n<p>Turn templates and apps into <strong>discoverable, monetizable products<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s built for indie hackers, vibe coders, and early teams who just want to ship – without getting stuck at \u201calmost deployed.\u201d<\/p>\n<p>We\u2019d genuinely love your feedback (the honest kind).<\/p>\n<p>If you\u2019ve ever had a project sitting in a repo that never made it live\u2026 this launch is for you \ud83d\udc9c<\/p>\n<p>Thanks for checking out CreateOS!<\/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><a href=\"https:\/\/www.producthunt.com\/@mrudul_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrudul_nodeops<\/a> What’s your usecase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>If someone like me (zero coding background) wanted to test a product idea, could I actually get something live? Or is this still mainly for people who know what they’re doing technically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Yes, of course \u2014 CreateOS doesn\u2019t restrict you based on your coding knowledge. In fact, we\u2019ve seen a 7-year-old build and deploy a website in just minutes. Not a coding prodigy \u2014 just a curious mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Beleive me, i just couldnyt believe when my plain english instructions created the game.. I tried it simple by asking it to build the epic nokia snake game and provided how i want the UI\/UX to look like! it did it! very seemless and so easy!! and yeah, once u get hang, with few trials and errors, you can actually start building faster as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Co-founder and Infra guy behind CreateOS here<\/p>\n<p>A lot of tech efforts have been put in by the entire team and micro teams, be it marketing, legal, BD, Content, Graphics, Frontend, Backend, and infra to ideate and build entier thing. you’ll see reminiscence of other <a href=\"https:\/\/nodeops.network\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NodeOps<\/a> products as well<\/p>\n<\/p>\n<p>It\u2019s most exhilarating for me because I can <\/p>\n<p>– openclaw\/clawbot from the fastest web terminal <\/p>\n<p>– postgres where I manage my agent todo<\/p>\n<p>– kafka which I use for notification<\/p>\n<p>– valkey for temp message caching<\/p>\n<p>– vibe coded golang-based backend <\/p>\n<p>– vibe coded nextjs-based secured by cloudflares pointing to my custom domain<\/p>\n<p>and more i can do right from CreateOS<\/p>\n<p>It’s not just another build and deploy service, and we\u2019re also not creating all services of our own, e.g. if someone is better at S3, why should we create our own<\/p>\n<\/p>\n<p>I\u2019ll be the ultimate orchestrator or service, tools, infra, agents, workflows, and clouds.<\/p>\n<\/p>\n<p>Try it: https:\/\/<\/p>\n<p><a href=\"http:\/\/createos.nodeops.network\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">createos.nodeops.network<\/a><\/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\/@pratikbin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikbin<\/a> share us your build<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That looks so good, and love the promise too. Will give it a shot today!<\/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\/@joncphillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joncphillips<\/a> Appreciate the feedback Jon and let us know how you get on.<\/p>\n<\/p>\n<p>Team will be available all day to answer any questions you might have. Happy building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joncphillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joncphillips<\/a> Cant wait to see your feedback, sir<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch \u2014 CreateOS looks like a <strong>super<\/strong> powerful way to go from AI code to production without the usual DevOps headaches, excited to see where you take it!<\/p>\n<p><\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Really appreciate your support \ud83d\ude42<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks for the precious comment Zeiki. That is precisely the goal with CreateOS: go from idea to live application, fast. No barriers to entry, so anyone can come and build.<\/p>\n<\/p>\n<p>Appreciate the kind support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you so much!!! However, I am super excited to see what you build and deploy on CreateOS<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a beta tester, I have repeatedly encountered <strong>server error<\/strong> however, the team has always been quick to address every issue. While the convenience offered by this all-in-one platform is excellent, many users lack an understanding of programming <strong>fundamentals<\/strong>. Therefore, I suggest providing basic literacy guides or tutorials to aid their learning. This would help reach a broader market beyond just the initial <strong>hype<\/strong>.<\/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\/@erlangga_bayu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erlangga_bayu<\/a> Appreciate the feedback sir, will definitely work upon that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erlangga_bayu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erlangga_bayu<\/a> Thanks for the candid feedback, super helpful and valuable. It’s a valuable perspective that you’re providing and having an ‘Academy’ section on CreateOS featuring high-quality resources on programming fundamentals, GTM best practices, deployment tutorials, integration walkthroughs etc. will definitely be taken into account.<\/p>\n<\/p>\n<p>Education and learning are pivotal are pivotal for us, so this will be further explored. Thanks for the comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love how CreateOS turns scattered ideas into live apps with zero DevOps pain. Fast, smooth and genuinely useful<\/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\">@vildanbina glad you found this useful<\/div>\n<div class=\"comment-actions\">\n<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\/@vildanbina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vildanbina<\/a> appreciate the kind words Vildan and look forward to seeing what you’ll be able to build on the platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 good! I am curious to know if CreateOS allows autoscaling of applications?<\/p>\n<p>Does it support connection to Kubernetes clusters?<\/p>\n<p>From the looks of it, I can definitely say you folks have built something amazing! Kudos!<\/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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Thanks for this message, really motivates the team!<br \/>We currently have a manual way of scaling, which can be done by us or the user. But we will soon have the functionality of auto-scaling the resources based on your service very very soon. Do reach out to us if you are building something interesting!<\/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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> thanks for your support! And we will surely keep you posted. Can you drop us your email id, so that we add you to our mailing list<\/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. This is Sheena, responsible for Legal and Investor relations at CreateOS! A chartered accountant by profession, love the number and litigation game!!!<\/p>\n<p>I\u2019m not a developer \u2014 I sit on the other side of the table. For the past few years I\u2019ve worked closely with founders, hackers, and early teams, and I kept noticing the same pattern:<\/p>\n<p>i. Ideas get built fast.<br \/>ii. Demos work.<br \/>iii. Then comes deployment\u2026 and momentum dies.<\/p>\n<p><strong><em>Not because the product is bad \u2014 but because shipping turns into a separate project:<\/em><\/strong><br \/>-> infra choices, configs, scaling, costs, environments, and \u201cwe\u2019ll deploy properly later\u201d.<\/p>\n<p>-> And \u201clater\u201d rarely happens.<\/p>\n<p><strong>CreateOS came from watching too many almost-launched products.<\/strong><\/p>\n<p>We wanted the moment you finish building to <em>naturally become<\/em> the moment it goes live \u2014 instead of starting another technical journey. So the goal wasn\u2019t to add more tools, but to remove the gap between:<br \/><strong>build \u2192 deploy \u2192 usable \u2192 shareable \u2192 monetizable.<\/strong><\/p>\n<p>If you\u2019ve ever built something that worked but never really made it out into the world, I\u2019d genuinely love to know where it stalled for you. That insight is exactly what shaped CreateOS and what we\u2019ll keep improving next!!<\/p>\n<p>Thanks for checking us out!<\/p>\n<p>\u2014 Sheena<\/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\/@sheena_soni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sheena_soni<\/a> showcase your product link<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>bro i just saw the createos demo and i’m actually excited to deploy something tonight. looks so clean and simple. finally gonna push that project i’ve been sitting on for months<\/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\/@abhishek_chaturvedi12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_chaturvedi12<\/a> That’s great to hear, look forward to seeing what you deploy next.<\/p>\n<\/p>\n<p>Best of luck building and hope you have a great experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abhishek_chaturvedi12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_chaturvedi12<\/a> cant wait to see your build!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Excited about this. My ideas get lost in the many tabs, tools and tracking it. I will give it a try<\/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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Appreciate it, also please share your feedback for us to improve upon \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Can’t help but find this so relatable Bart… Tools sprawl and context switching are precisely 2 problems that CreateOS aims to resolve by bringing building, deploying, and monetization under one hood.<\/p>\n<\/p>\n<p>Look forward to hearing how you get on. Happy building and let us know if you have any additional feedback, thanks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> and we await to hear your experience!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 CreateOS handle env vars and secrets separately from the AI coding context? That’s where most vibe coding deploys break… the model sees everything and you end up with creds in git.<\/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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Hey Piroune, great question. Yes, CreateOS handles environment variables and secrets separately from the AI coding context. You can configure environment variables independently, and the AI does not have visibility into their values.<\/p>\n<\/p>\n<p>When needed, this can be handled by prompting the system to reference values from the environment rather than hardcoding them directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “fragmentation tax” framing is spot on. I’ve been vibe coding side projects and the biggest friction isn’t writing the code \u2014 it’s the deployment dance afterward. Claude writes it, then I’m juggling Vercel, Supabase, Stripe dashboards…<\/p>\n<\/p>\n<p>Curious about the AI-native chat \u2014 does it have context from previous deployments? Like if I say “add auth like we did on the last project” does it know what that means?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Right now the sessions contexts are isolated. One session would not be able to take the same context to another sessions. But, this is a great point and a very plausible pain point\/optimisation. We have taken a note of this, will have updates on this in the near future so do stay tuned \ud83d\ude42<\/p>\n<p>Would love to know more suggestions\/ideas you have, and we’ll help it solve it together!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thanks much for your support! We will keep you posted,. Would be great if you can leave us your email id, so that we can ad dyou to our mailing list<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>Regarding the unified execution environment: how does it handle scaling?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Hey Alex, many thanks for the support and kind words!<\/p>\n<\/p>\n<p>CreateOS is a unified execution environment that brings building, deployment, and monetization into one place, so you don\u2019t have to jump between tools.<\/p>\n<\/p>\n<p>Scaling is built in, and as traffic grows you can adjust resources and replicas directly without reworking your app or setting up separate infrastructure. You get clear, manual control when you need it, with sensible defaults that work out of the box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! <\/p>\n<p>Is OpenClaw is available?<\/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\/@dalpattapaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dalpattapaniya<\/a> Thanks Dalpat! And as a matter of fact it is, OpenClaw is live on CreateOS.<\/p>\n<\/p>\n<p>All you need to do is sign up for free and deploy here: <a href=\"https:\/\/createos.nodeops.network\/apps\/openclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">createos.nodeops.network\/apps\/openclaw<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dalpattapaniya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dalpattapaniya<\/a> Thanks for the support!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow! I really like that you’ve monetized entire apps that people can buy and customize further to their needs. This is going to be a game-changer. The example of a shareable personal finance dashboard was solid. I wonder if it is possible to buy templates and deploy them locally for personal use?<\/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\/@devagyasharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devagyasharma<\/a> Thanks for the precious comment Devagya, monetization is important so that builders are able to capitalize on their builds. And yes it’s possible to download the zip code.<\/p>\n<\/p>\n<p>Were you able to consult the template marketplace already? Any one in particular caught your eye?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 incredible, congratulations <a href=\"https:\/\/www.producthunt.com\/@eric_nodeops\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"eric_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_nodeops<\/a> and team! Can’t wait to try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@samrith thanks Samrith!!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@samrith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samrith<\/a> Thanks for the support, hugely appreciated Samrith.<\/p>\n<\/p>\n<p>Look forward to hearing your initial thoughts, DMs are always open.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can I keep updating my app, once I have created and deployed? Like post I ship one, if I want to add a feature? <\/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\/@chetan_soni5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chetan_soni5<\/a> Absolutely Chetan. <\/p>\n<\/p>\n<p>You can keep updating your app as you go, adding features, refining things, or responding to what users are doing. You describe the change you want and redeploy, and the platform takes care of the underlying complexity so you can stay focused on the product.<\/p>\n<\/p>\n<p>Any idea what your first app on CreateOS will be?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@chetan_soni5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chetan_soni5<\/a> wow!!! seeing non-builders show interest towards building their ideas, is incredible!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>You mention vibe\u2011coding as a core part of the workflow. How do you prevent the AI from drifting or producing inconsistent changes across iterations?<\/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\/@dris_keddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dris_keddy<\/a> Drift is inevitable in agent-based workflows, but we constrain it rather than eliminate it.<\/p>\n<p>We can limit each iteration to diff-scoped changes, gate outputs behind automated tests, and visual UI based. Optimization reduces drift but increases time and cost, so human review remains the final control loop. Over time, we push more validation into automated tests to shrink the human surface area – not remove 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>Congrats! Seems cool. So where is app hosted? You abstract away Vercel or AWS or something? Or you host it yourself?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hey Daniele, thanks for the feedback and comment.<\/p>\n<\/p>\n<p>CreateOS hosts the app for you, so you\u2019re not pushing to Vercel or setting up an AWS account. Everything runs on infrastructure managed by us, powered by the NodeOps network, and it\u2019s all handled inside the same workspace where you build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FZSOVHXQRCUHJY\" class=\"app-title\">Genstore.ai<\/a><\/p>\n<div class=\"one-liner\">Test, iterate, and launch an agentic storefront in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">299<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genstore.ai \u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u7535\u5546\u5e73\u53f0\u751f\u6210\u5de5\u5177\uff0c\u5b83\u5141\u8bb8\u7528\u6237\u4ec5\u901a\u8fc7\u4e00\u4e2a\u7b80\u5355\u7684\u63d0\u793a\u8bcd\uff0c\u5728\u51e0\u5206\u949f\u5185\u521b\u5efa\u51fa\u4e00\u4e2a\u5305\u542b\u9009\u54c1\u3001\u8bbe\u8ba1\u3001\u4f9b\u5e94\u5546\u5bf9\u63a5\u7684\u5b8c\u6574\u53ef\u552e\u5546\u5e97\uff0c\u6838\u5fc3\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u9a8c\u8bc1\u7535\u5546\u60f3\u6cd5\u65f6\u9762\u4e34\u7684\u524d\u671f\u642d\u5efa\u7e41\u7410\u3001\u8017\u65f6\u8fc7\u957f\u3001\u9700\u8981\u5e93\u5b58\u548c\u8d44\u91d1\u6295\u5165\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\/e90e620d-8643-4a15-8d63-01046177a7a6.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\/0d14e195-c9df-4876-81a1-f6fa13df6aef.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\/9bdef434-5f63-4251-b20b-77dc721aa6ba.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\/807086a3-0130-4c2f-a519-4ca9ec957f34.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\/3c924f9a-3747-48dd-bbed-bbb86f35a921.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\/1bbcbbe0-d749-4ffd-9b72-c60db6eb0e17.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\/69517904-7663-4c07-ba31-0791ec898df1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/1c1dfef4-cca5-42b7-88ff-d27a47d4f001.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KlK7EpOL2E0\"><source src=\"https:\/\/www.youtube.com\/watch?v=KlK7EpOL2E0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Shopping<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5efa\u7ad9<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u9009\u54c1\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u96f6\u5e93\u5b58<\/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\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9AI\u4ee3\u7406\u5904\u7406\u5168\u6d41\u7a0b\u7684\u80fd\u529b\u611f\u5230\u5174\u594b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4ea7\u54c1\u9009\u54c1\u903b\u8f91\u4e0e\u5e02\u573a\u9700\u6c42\u7684\u5339\u914d\u5ea6\u3001\u5e73\u53f0\u96c6\u6210\u80fd\u529b\u3001\u5546\u5e97\u5b9a\u5236\u5316\u7a0b\u5ea6\u3001\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u521d\u59cb\u9a8c\u8bc1\u4fe1\u53f7\u7684\u8d28\u91cf\u800c\u975e\u751f\u6210\u901a\u7528\u5546\u5e97\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e86\u4e0e\u4e3b\u6d41\u8425\u9500\u3001\u652f\u4ed8\u3001\u7269\u6d41\u5e73\u53f0\u7684\u96c6\u6210\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 Genstore.ai \u6240\u6807\u699c\u7684\u201c\u5206\u949f\u7ea7\u751f\u6210\u53ef\u552e\u5546\u5e97\u201d\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u5efa\u7ad9\u201d\u2014\u2014\u8fd9\u5df2\u662f\u7ea2\u6d77\u5e02\u573a\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u7535\u5546\u521b\u4e1a\u7684\u8d77\u70b9\u4ece\u201c\u8bbe\u8ba1\u4e0e\u642d\u5efa\u201d\u91cd\u6784\u4e3a\u201c\u9700\u6c42\u9a8c\u8bc1\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u642d\u8f7d\u4e86AI\u4ee3\u7406\u7684\u3001\u9ad8\u5ea6\u81ea\u52a8\u5316\u7684\u201c\u5e02\u573a\u5047\u8bbe\u68c0\u9a8c\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u53cd\u590d\u5f3a\u8c03\u7684\u201c\u4ece\u60f3\u6cd5\u5230\u771f\u5b9e\u5e02\u573a\u4fe1\u53f7\u5230\u9996\u5355\u201d\u7684\u5317\u6781\u661f\u6307\u6807\uff0c\u66b4\u9732\u4e86\u5176\u771f\u5b9e\u91ce\u5fc3\uff1a\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2aShopify\u7684AI\u76ae\u80a4\uff0c\u800c\u662f\u8981\u6210\u4e3a\u7535\u5546\u9886\u57df\u7684\u201cY Combinator\u5f0f\u201d\u5b75\u5316\u5668\u4e0e\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\u901a\u8fc7\u5c06\u9009\u54c1\u3001\u4f9b\u5e94\u5546\u3001\u652f\u4ed8\u3001\u7269\u6d41\u7b49\u4e2d\u540e\u7aef\u73af\u8282\u6253\u5305\u6210\u5373\u63d2\u5373\u7528\u7684\u4ee3\u7406\u670d\u52a1\uff0c\u5b83\u5c06\u521b\u4e1a\u8005\u7684\u89d2\u8272\u4ece\u201c\u5168\u80fd\u6267\u884c\u8005\u201d\u7b80\u5316\u4e3a\u201c\u547d\u9898\u63d0\u51fa\u8005\u201d\u548c\u201c\u6570\u636e\u5224\u8bfb\u8005\u201d\u3002\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86\u6d4b\u8bd5\u4e00\u4e2a\u5546\u4e1a\u60f3\u6cd5\u7684\u8fb9\u9645\u6210\u672c\u4e0e\u5fc3\u7406\u95e8\u69db\uff0c\u7784\u51c6\u4e86\u90a3\u4e9b\u53d7\u56f0\u4e8e\u6267\u884c\u590d\u6742\u5ea6\u3001\u800c\u975e\u7f3a\u4e4f\u521b\u610f\u7684\u6f5c\u5728\u521b\u4e1a\u8005\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5feb\u901f\u751f\u6210\u201d\u4e0e\u201c\u7cbe\u51c6\u5339\u914d\u201d\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9009\u54c1\u903b\u8f91\u201d\u548c\u201c\u4fe1\u53f7\u8d28\u91cf\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u5982\u679cAI\u57fa\u4e8e\u901a\u7528\u6570\u636e\u751f\u6210\u7684\u5546\u5e97\u7f3a\u4e4f\u72ec\u7279\u6027\u4e0e\u5e02\u573a\u6d1e\u5bdf\u6df1\u5ea6\uff0c\u90a3\u4e48\u9a8c\u8bc1\u51fa\u7684\u201c\u9700\u6c42\u201d\u53ef\u80fd\u53ea\u662f\u5bf9\u5e73\u53f0\u63a8\u8350\u7b97\u6cd5\u7684\u53cd\u9988\uff0c\u800c\u975e\u771f\u5b9e\u7684\u5e02\u573a\u7a7a\u767d\u3002\u5176\u6b21\uff0c\u5b83\u5c06\u7535\u5546\u7ade\u4e89\u8fdb\u4e00\u6b65\u63a8\u5411\u201c\u521b\u610f\u4e0e\u901f\u5ea6\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u53ef\u80fd\u50ac\u751f\u5927\u91cf\u540c\u8d28\u5316\u3001\u77ed\u751f\u547d\u5468\u671f\u7684\u201c\u5feb\u95ea\u5546\u5e97\u201d\uff0c\u5bf9\u54c1\u724c\u5efa\u8bbe\u8fd9\u4e00\u7535\u5546\u957f\u671f\u4ef7\u503c\u6784\u6210\u6f5c\u5728\u6d88\u89e3\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u540e\u7aef\u4f9b\u5e94\u94fe\u7684\u7a33\u5b9a\u4e0e\u5f39\u6027\uff0cAI\u4ee3\u7406\u7684\u201c\u9ed1\u7bb1\u201d\u51b3\u7b56\u4e00\u65e6\u5728\u9009\u54c1\u6216\u4f9b\u5e94\u5546\u73af\u8282\u51fa\u73b0\u5931\u8bef\uff0c\u5c06\u76f4\u63a5\u635f\u5bb3\u7ec8\u7aef\u7528\u6237\u4f53\u9a8c\u548c\u5e97\u4e3b\u4fe1\u8a89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGenstore.ai \u662fAI\u4ee3\u7406\u6982\u5ff5\u5728\u7535\u5546\u9886\u57df\u4e00\u6b21\u6781\u5177\u91ce\u5fc3\u7684\u843d\u5730\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4eba\u7c7b\u521b\u610f\uff0c\u800c\u5728\u4e8e\u5c06\u4eba\u7c7b\u521b\u610f\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u63a8\u5411\u5e02\u573a\u63a5\u53d7\u68c0\u9a8c\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u751f\u6210\u5546\u5e97\u7684\u201c\u7cbe\u7f8e\u5ea6\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6574\u5408\u7684\u4f9b\u5e94\u94fe\u751f\u6001\u7684\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u5176AI\u4ee3\u7406\u80fd\u5426\u4ece\u201c\u9ad8\u6548\u6267\u884c\u8005\u201d\u8fdb\u5316\u6210\u201c\u5177\u5907\u5e02\u573a\u6d1e\u5bdf\u529b\u7684\u5408\u4f19\u4eba\u201d\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u6df1\u5ea6\u201d\u7684\u5e73\u8861\u6e38\u620f\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\">Genstore.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Genstore turns a simple prompt into a ready-to-sell store in minutes. AI agents handle product curation, design, and supplier setup so you can test your idea fast. Iterate with built-in AI editors, then let your agents scale operations as you grow. No product. No inventory. No limits.<\/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 fam! I’m Junwei, one of the makers behind Genstore.<\/p>\n<\/p>\n<p>We built Genstore for anyone who wants to test an e-commerce idea without spending weeks on setup. Describe your idea in a single prompt. Our AI agents spin up a live, sell-ready store in minutes, product selection, design, suppliers, and pricing included. <\/p>\n<\/p>\n<p>\u27a1 \ufe0f Our north star: get you from idea – real market signal -first sale, fast.<\/p>\n<\/p>\n<p><strong>Would love your feedback on a few things:<\/strong><\/p>\n<\/p>\n<p>– Does the product selection feel right for your niche?<\/p>\n<p>– What would make you confident enough to hit \u201claunch\u201d?<\/p>\n<p>– If one part of e-commerce disappeared forever, what should it be?<\/p>\n<\/p>\n<p>We\u2019ll be around all day – ask us anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@junwei_huang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@junwei_huang1<\/a> Hi Junwei. Congrats on the launch! How do users test or validate their storefront ideas before launching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@junwei_huang1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"junwei_huang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@junwei_huang1<\/a> <\/p>\n<p>Congrats on the Genstore launch, Junwei! \ud83d\ude80<br \/>Love the \u201cidea \u2192 market signal \u2192 first sale\u201d focus \u2014 that\u2019s exactly what founders struggle with. Spinning up a sell-ready store from a single prompt is a big unlock. Curious to see how product selection and pricing adapt across niches. Excited to test it out and share feedback. Best of luck on Product Hunt! \ud83d\udd25 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@junwei_huang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@junwei_huang1<\/a> Love the \u201cidea \u2192 first sale fast\u201d vision. Product selection would feel stronger if you surfaced the why (trend signal, margin, supplier quality). To confidently hit \u201claunch,\u201d I\u2019d want a quick risk snapshot: CAC range, margins, and fulfillment constraints. Curious how much demand validation you do before the first sale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the <strong>agentic<\/strong> \u201cstore in minutes\u201d flow for founders.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you! We appreciate your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you for your support! That’s exactly our 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt fam! \ud83d\udc4b I\u2019m Marina, Product Marketing Manager at Genstore. We built Genstore for founders who are tired of doing ten jobs alone. It\u2019s an AI agent team that helps you launch and run your store end-to-end so you can focus on the vision. If you try it, I\u2019d love to hear: what\u2019s the one task you\u2019d most want to hand off to your \u201cAI founding team\u201d? <\/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>Hey Hunters & Makers \ud83d\udc4b<\/p>\n<p>I\u2019m Daniela, Head of Growth at Genstore.<\/p>\n<\/p>\n<p>We built Genstore for founders who are done doing <em>everything<\/em> themselves.<br \/>It\u2019s an AI agent team that launches and runs your e-commerce store end-to-end \u2014 so you can focus on building, not babysitting.<\/p>\n<\/p>\n<p>Quick question: if you had an AI founding team, what\u2019s the first thing you\u2019d hand off? \ud83d\ude09<\/p>\n<p>Excited to hear from you!<\/p>\n<\/p>\n<p>Thank you for the supports!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!<\/p>\n<p>I’m curious, is it purely an e-commerce platform or does it also support digital products and services? <\/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\/@philliphamnett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philliphamnett<\/a> Thank you for the support! Yes we also support digital products and certain services as well. Feel free to reach out to our support team (<a href=\"mailto:customer.support@genstore.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@genstore.ai<\/a>) anytime for more details.<br \/>Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>At first I was a little confused about GenStore… is it for people that are trying to sell physical items they make, like a solopreneurial Etsy? Or is it like Shopify, but for dropshippers? <\/p>\n<\/p>\n<p>Turns out it’s kind of a mix of both, using generative AI to enable “shopreneurs” (\ud83d\ude44 yes I just made that up!) to solve a real seller need: <strong><em>test demand fast, then scale with reliable infrastructure.<\/em><\/strong><\/p>\n<\/p>\n<p>Most \u201cweb store builders\u201d start at design. <\/p>\n<\/p>\n<p><strong><em>GenStore starts at demand:<\/em><\/strong> spin up a storefront concept in minutes, probe the market (through social ads, or an existing audience), and when you see pull, lock it in and launch.<\/p>\n<\/p>\n<p>As a seller, you have access to GenStore’s broad array of dropship’s products so you have zero inventory stress and no warehousing headaches.<\/p>\n<\/p>\n<p>The flow is straightforward: <strong>Test \u2192 Iterate \u2192 Launch \u2192 Scale<\/strong>. <\/p>\n<\/p>\n<p>Agents stay out of the way early, then jump in when it\u2019s time to grow. That\u2019s the right progression.<\/p>\n<\/p>\n<p>For trend chasers and niche crafters, GenStore offers a new channel to sell to your audience.<\/p>\n<\/p>\n<p>I’m excited to support the GenStore crew with their launch and am eager to see what you sell with them!<\/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>Hi, <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks so much for the thoughtful breakdown \u2014 you really nailed what we\u2019re trying to build at Genstore.<\/p>\n<p>Our goal is simple: help sellers and partners validate demand faster, grow with confidence, and scale on reliable infrastructure, without the usual complexity of starting from scratch.<\/p>\n<p>We\u2019re excited to work with sellers and partners to shape what AI-native commerce can become. Really appreciate the support and insights \u2014 it means a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> This is such a thoughtful write-up. We love the way you described the flow: <strong>Test \u2192 Iterate \u2192 Launch \u2192 Scale<\/strong>. Starting from market pull (instead of starting from design) is the whole point, and the \u201cagents stay out of the way early, then jump in when it\u2019s time to grow\u201d line is spot on \u2014 that progression matters.<\/p>\n<p>Really appreciate you supporting the launch and sharing this with others. Can\u2019t wait to see what creators and sellers build (and sell) with <a href=\"https:\/\/www.producthunt.com\/products\/genstore-ai-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"genstore-ai-2\" target=\"_blank\" rel=\"noopener\">@Genstore.ai<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">looks so powerful, congrats on the launch!<\/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\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thank you for the support! We really appreciate it. Go ahead and give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thank you \u2014 really appreciate it! Excited to see what you build with it \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\">Congrats on the launch! Is it just storefront part you are handling? What integrations do you have?<\/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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> Thank you for the support! We handle the storefront side and also have several key integrations to support your business operations and sales. Please feel free to reach out to our support team (<a href=\"mailto:support@genstore.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@genstore.ai<\/a>) anytime for more details.<br \/>Cheers!<\/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\/@sam_chen1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_chen1<\/a> We’ve covered the whole life circle, and we’ve integrated with Google Merchant Center\/Meta\/TikTok for sales channels, Omnisend for EDM, Avalara for tax, Shippo for shipping…just to name a few. As for payment collection, we’ve integrated with PayPal\/Stripe and also have our own payment method, Genstore Payments. Hope this helps, and feel free to try it 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>The idea-to-live-store jump in minutes is compelling, especially for testing whether demand exists before sinking time into logistics. This feels less about building a brand and more about validating instincts quickly.<\/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\/@johnnie_kuvalis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnnie_kuvalis<\/a> Thank you for the support! We\u2019re glad you like the concept. Please go ahead and give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt fam \ud83d\udc4b<\/p>\n<p>I\u2019m OC, Head of Partnerships at Genstore.<\/p>\n<p>We built Genstore so founders don\u2019t have to stitch together payments, suppliers, logistics, and tools just to test an idea. Our AI agents take care of setup and execution\u2014so you can get to real market signal and first sales faster.<\/p>\n<p><strong>Would love your take:<\/strong><\/p>\n<p>What usually stops you from hitting \u201claunch\u201d?<\/p>\n<p>If the infrastructure simply worked, what would you build first?<\/p>\n<p>We\u2019ll be here all day\u2014happy to chat, answer questions, and learn from the community. Thanks for the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it help with all the product reaearch?<\/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\/@jiaying_yang1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jiaying_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiaying_yang1<\/a> You mean ‘all products,’ from picking them to analyzing the market and everything in between? If so, Genstore AI has got you covered. Go ahead, give it a spin, you might be impressed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jiaying_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiaying_yang1<\/a> AI Agent will recommend dropshipping products based on research, such as trending and hot sales. Any product research you suggest? i’m glad to know. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good job on the launch guys! Really helpful for e-commerce when sometimes shops need to be setup really fast, to test some products etc. You can now do it in style. Best of luck!<\/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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks for the support! We\u2019re glad you like the concept. Speed and style are definitely two of our top priorities.<\/p>\n<p>Cheers to 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thank you for your support! And absolutely agree with your idea! E-commerce will run on highway with Genstore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thank you Theodore! Please give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the speed of iteration here! We’re building AI tools for course creation and the “test your idea fast” approach really resonates. How customizable are the stores? Can you control the tone, style, and what products the agents choose, or does it just generate something generic? <\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> <br \/>Thanks for the support! It\u2019s great to connect with you. To answer your questions:<\/p>\n<ul>\n<li>\n<p><strong>Tailored Customization:<\/strong> You have full control over tone and style through prompts. If the result isn\u2019t quite right the first time, you can refine it as many times as needed until it perfectly matches your expectations.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/646fa79d-4f0c-47a6-b9ee-c1cfd6103887.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<li>\n<p><strong>Smart Selection: <\/strong>Our agents don\u2019t just create generic content. You can guide them to focus on specific niches, such as products for upcoming holidays, pet supplies, home d\u00e9cor, or fitness gear, and they will curate selections accordingly.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf75314f-c8eb-4ad0-97fc-79dd0b7dadd9.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/li>\n<\/ul>\n<p>We\u2019d love for you to <strong>give it a try<\/strong> and see the flexibility firsthand! If you need any assistance or a deeper walkthrough, feel free to reach out at <a href=\"mailto:Support@Genstore.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Support@Genstore.ai<\/strong><\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Great question! All elements are be customized, give it a try and let us know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Great question.<\/p>\n<p>Of course, you can control the tone, style and layout of the store and talk with our AI Agent to choose your preferred products. They are all customizable for you! That’s the magic of AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Compressing the path from idea to first sale is a compelling goal, especially for early validation. How do your agents balance speed with signal quality, so early stores reflect real market demand rather than just generic product bundles that happen to be easy to 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>Congrats on the launch \u2014 really interesting approach to agent\u2011driven storefronts. I\u2019m curious about the technical side: are your AI agents based on a trained internal model, or are they role\u2011specialized through prompting? In other words, does each agent have its own \u201cpersona\u201d defined by prompts, or did you build something more structured behind the scenes? Would love to understand how you coordinate multiple agents during store creation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dris_keddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dris_keddy<\/a> Thank you for the support! Each of our AI agents has its own persona-specific prompt, such as Launch, Product, Design, and Campaign.” Please give it a try and let us know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 news for merchats who want to use AI…. how many templates do Genstore have? <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> We have templates for every popular product category, and more to come. The best news is they are all free. Feel free to try them out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">Thanks, Cruise! Genstore isn\u2019t limited to a fixed number of templates like traditional store builders. Our storefront gallery is live and constantly updated, and you can generate\/remix unlimited storefront styles with AI, so it\u2019s essentially endless \u201ctemplates.\u201d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Hello, congrats on the launch and great idea. <\/p>\n<p>Have you had much success with user sign-up with such as heavy AI avatar branding? Its one thing to be using AI agents, but another to see animated avatars helping you through the process. Curious if you’ve noticed any impact of this towards adoption? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> Appreciate this. We\u2019re testing it carefully. Avatars can make the workflow feel more approachable for first-time sellers, but we know trust and clarity come first. So we\u2019re building a more minimal mode and watching conversion, activation, and drop-off closely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/V3UPPKCPGGKR2D\" class=\"app-title\">Xcode 26.3<\/a><\/p>\n<div class=\"one-liner\">Leverage coding agents to tackle complex tasks autonomously<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">282<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Xcode 26.3\u901a\u8fc7\u5f15\u5165\u201c\u667a\u80fd\u4f53\u7f16\u7a0b\u201d\u652f\u6301\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u96c6\u6210Claude\u3001Codex\u7b49AI\u7f16\u7801\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742\u7684\u5e94\u7528\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u8ba9\u667a\u80fd\u4f53\u81ea\u4e3b\u5206\u89e3\u4efb\u52a1\u3001\u51b3\u7b56\u5e76\u8c03\u7528\u5f00\u53d1\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u5f00\u53d1\u6d41\u7a0b\u7e41\u7410\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a67460b4-029a-4ad3-af8d-714578eb91bf.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\/aa494d5b-3178-4529-9683-5391e1d63118.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\/7978f603-4d2d-49c2-9bd7-e9452d41b9b8.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\/435e17c0-a9df-4f97-84a6-3af298c11356.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\/a44ad06a-57a3-4e93-aae4-34a0af370ba8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oV6mC8Rt1kY\"><source src=\"https:\/\/www.youtube.com\/watch?v=oV6mC8Rt1kY\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">Xcode<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u671f\u5f85AI\u63d0\u5347\u6548\u7387\uff0c\u4f46\u66f4\u5173\u6ce8\u5b89\u5168\u4e0e\u63a7\u5236\u6743\uff1a\u5305\u62ec\u667a\u80fd\u4f53\u64cd\u4f5c\u6743\u9650\u7684\u9897\u7c92\u5ea6\u3001\u6784\u5efa\u6d4b\u8bd5\u7684\u5b89\u5168\u68c0\u67e5\u673a\u5236\uff0c\u4ee5\u53ca\u901a\u8fc7MCP\u534f\u8bae\u6269\u5c55\u7b2c\u4e09\u65b9\u5de5\u5177\u7684\u5f00\u653e\u6027\u3002\u53e6\u6709\u7528\u6237\u63d0\u53ca\u8de8\u5e73\u53f0\u9700\u6c42\u548c\u5b66\u4e60\u66f2\u7ebf\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 Xcode 26.3\u7684\u201c\u667a\u80fd\u4f53\u7f16\u7a0b\u201d\u5e76\u975e\u7b80\u5355\u7684\u4ee3\u7801\u8865\u5168\u5347\u7ea7\uff0c\u800c\u662f\u82f9\u679c\u5728IDE\u5c42\u9762\u8fdb\u884c\u7684\u4e00\u6b21\u8303\u5f0f\u8f6c\u79fb\u5c1d\u8bd5\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u96c6\u6210\u4e86\u54ea\u4e2a\u5927\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\u201d\u6784\u5efa\u4e86\u4e00\u4e2a\u5f00\u653e\u7684\u80fd\u529b\u63a5\u53e3\u5c42\u3002\u8fd9\u6807\u5fd7\u7740\u82f9\u679c\u4ece\u5c01\u95ed\u7684\u5de5\u5177\u63d0\u4f9b\u5546\uff0c\u8f6c\u5411\u4e3aAI\u7f16\u7801\u667a\u80fd\u4f53\u642d\u5efa\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u5e73\u53f0\u65b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u63cf\u7ed8\u7684\u201c\u9ad8\u5ea6\u81ea\u4e3b\u201d\u4e0e\u7528\u6237\u8bc4\u8bba\u4e2d\u5f3a\u70c8\u7684\u201c\u5b89\u5168\u4e0e\u63a7\u5236\u201d\u8bc9\u6c42\u5f62\u6210\u4e86\u5c16\u9510\u5bf9\u7acb\u3002\u8d44\u6df1\u5f00\u53d1\u8005\u5173\u5fc3\u7684\u5e76\u975e\u667a\u80fd\u4f53\u591a\u5f3a\u5927\uff0c\u800c\u662f\u5176\u64cd\u4f5c\u8fb9\u754c\u80fd\u5426\u88ab\u7cbe\u786e\u7ea6\u675f\uff08\u5982\u9650\u5b9a\u76ee\u5f55\u3001\u5f3a\u5236\u6d4b\u8bd5\uff09\u3002\u8fd9\u8868\u660e\u5728\u751f\u4ea7\u529b\u5de5\u5177\u4e2d\uff0c\u4fe1\u4efb\u7684\u5efa\u7acb\u8fdc\u6bd4\u80fd\u529b\u7684\u5c55\u793a\u66f4\u4e3a\u5173\u952e\u3002\u82f9\u679c\u82e5\u4e0d\u80fd\u63d0\u4f9b\u519b\u4e8b\u7ea7\u6c99\u7bb1\u548c\u53ef\u5ba1\u8ba1\u7684\u64cd\u4f5c\u94fe\uff0c\u6b64\u529f\u80fd\u5c06\u53ea\u80fd\u505c\u7559\u5728\u73a9\u5177\u9636\u6bb5\uff0c\u65e0\u6cd5\u8fdb\u5165\u4e25\u8083\u7684\u4f01\u4e1a\u7ea7\u5f00\u53d1\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6b64\u4e3e\u4e5f\u662f\u82f9\u679c\u5bf9\u201cAI\u65f6\u4ee3IDE\u4ef7\u503c\u4f55\u5728\u201d\u7684\u9632\u5fa1\u6027\u56de\u7b54\u3002\u5f53\u4ee3\u7801\u751f\u6210\u80fd\u529b\u65e5\u76ca\u4e91\u7aef\u5316\u3001\u6cdb\u5316\u65f6\uff0cIDE\u7684\u6838\u5fc3\u58c1\u5792\u6b63\u4ece\u7f16\u8f91\u5668\u8f6c\u5411\u5bf9\u9879\u76ee\u4e0a\u4e0b\u6587\u3001\u6784\u5efa\u7cfb\u7edf\u548c\u56e2\u961f\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u96c6\u6210\u3002Xcode\u6b63\u8bd5\u56fe\u5c06\u81ea\u5df1\u91cd\u5851\u4e3a\u8fde\u63a5\u5404\u7c7bAI\u667a\u80fd\u4f53\u4e0e\u82f9\u679c\u72ec\u5bb6\u5f00\u53d1\u751f\u6001\uff08\u5982\u9884\u89c8\u3001\u8bc1\u4e66\u3001\u5206\u53d1\uff09\u7684\u4e0d\u53ef\u7ed5\u8fc7\u7684\u67a2\u7ebd\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\uff1a\u63a7\u5236\u4e0e\u5f00\u653e\u7684\u5e73\u8861\u827a\u672f\uff0c\u4ee5\u53ca\u80fd\u5426\u5728AI\u4ee3\u7406\u7684\u72c2\u6f6e\u4e2d\uff0c\u4f9d\u7136\u8ba9\u5f00\u53d1\u8005\u611f\u5230\u81ea\u5df1\u662f\u771f\u6b63\u7684\u201c\u8239\u957f\u201d\uff0c\u800c\u975e\u65c1\u89c2\u8005\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\">Xcode 26.3<\/span>\n <\/div>\n<div class=\"comment-content\">Xcode 26.3 introduces support for agentic coding, a new way in Xcode for developers to build apps using coding agents such as Anthropic\u2019s Claude Agent and OpenAI\u2019s Codex. With agentic coding, Xcode can work with greater autonomy toward a developer\u2019s goals \u2014 from breaking down tasks to making decisions based on the project architecture and using built-in tools.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Couldn’t get enough AI agents in your coding environments?<\/p>\n<\/p>\n<p>With Xcode 26.3, coding agents get access “to even more of Xcode\u2019s capabilities. Agents like <a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> Agent and <a href=\"https:\/\/www.producthunt.com\/products\/codex-by-openai-1\" target=\"_blank\" rel=\"noopener\">@Codex by OpenAI<\/a> can now <a href=\"https:\/\/developer.apple.com\/documentation\/Xcode\/setting-up-coding-intelligence\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">collaborate throughout the entire development life cycle<\/a>, giving developers the power to streamline workflows, iterate faster, and bring ideas to life like never before. Agents can search documentation, explore file structures, update project settings, and verify their work visually by capturing Xcode Previews and iterating through builds and fixes.”<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ec2f0ae-adeb-49ff-896b-8221b282d40f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Also notable:<\/p>\n<blockquote>\n<p>In addition to these built-in integrations, Xcode 26.3 makes its capabilities available <a href=\"https:\/\/developer.apple.com\/documentation\/Xcode\/giving-agentic-coding-tools-access-to-xcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">through the Model Context Protocol<\/a>, an open standard that gives developers the flexibility to use any compatible agent or tool with Xcode.<\/p>\n<\/blockquote>\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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> What principles guided the decisions around how much control developers retain vs how much freedom agents get?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m still learning iOS development, but Xcode feels like a solid starting point. Having design, code, and testing together makes the learning curve a bit less intimidating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We were using a CLI tool to fast download Xcode. What was that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely excited to get rolling with the MCP hooks. Skills over xcodebuild work well as well and reduce context bloat. Would be good to see if the Xcode team can expose some finder grained tools through xcodebuild that we can surface through skills<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really hope someone make Xcode running on Windows. I have left a goal to be Swift Developer cause of it. Is there any Developer having similar problem to solve, i am developer myself, welcome with your ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interested to see how this works in practice. As an iOS developers this has been needed for a while now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How granular is the permission model in Xcode 26.3 when Codex or Claude Agent can edit files and project settings, can I scope it to a target or folder and require a clean build and tests before it checkpoints? Without that, agentic coding won”t feel safe on real apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Woohoo Apple has AI! For real this time, borrowed but theirs! \ud83d\udc40<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/VTYDH36VXOGNKG\" class=\"app-title\">Bunny Database<\/a><\/p>\n<div class=\"one-liner\">Like SQLite, but for the web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">206<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bunny Database \u662f\u4e00\u6b3e\u9762\u5411Web\u7684\u3001SQLite\u517c\u5bb9\u7684\u8f7b\u91cf\u7ea7\u6570\u636e\u5e93\u670d\u52a1\uff0c\u901a\u8fc7\u6309\u9700\u542f\u52a8\u548c\u5168\u7403\u591a\u533a\u57df\u90e8\u7f72\uff0c\u4e3a\u4e2d\u5c0f\u578b\u9879\u76ee\u6216\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u63d0\u4f9b\u4e86\u7b80\u5355\u3001\u4f4e\u6210\u672c\u3001\u4f4e\u5ef6\u8fdf\u7684\u6570\u636e\u5e93\u89e3\u51b3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6570\u636e\u5e93\u914d\u7f6e\u590d\u6742\u3001\u6210\u672c\u4e0d\u53ef\u63a7\u53ca\u5168\u7403\u8bbf\u95ee\u5ef6\u8fdf\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e718ad68-ac72-4952-9152-29db91e5d564.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a16fa34-2f74-4f35-9b97-c8f0d7631761.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e41f444-9b5a-4686-a288-a70b27f25013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25ebf4de-7449-4a25-81a3-b25057c0dc75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b0f1f03-f1bf-4cf6-8392-b738591fc020.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53898373-7999-4787-8864-cd4b0272ae69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/931ceb3e-7a41-4fc5-af03-4c8ebc1ccaba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd597ed2-a00f-4f6d-b029-40853e88e60e.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\/d59562c7-a984-4572-8d01-d0ae4c59acbf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XAxxec395w8\"><source src=\"https:\/\/youtu.be\/XAxxec395w8\" 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\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e91\u7aef\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">SQLite\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8f7b\u91cf\u3001\u7b80\u5355\u548c\u6309\u9700\u4ed8\u8d39\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86Postgres\u7b49\u91cd\u578b\u6570\u636e\u5e93\u4e0e\u7b80\u5355\u9879\u76ee\u9700\u6c42\u4e4b\u95f4\u7684\u7a7a\u767d\u3002\u6709\u6548\u8bc4\u8bba\u4e2d\uff0c\u5f00\u53d1\u8005\u5173\u6ce8\u6280\u672f\u7ec6\u8282\uff0c\u5982\u4e3b\u526f\u672c\u540c\u6b65\u673a\u5236\u548c\u7a7a\u95f2\u540e\u5524\u9192\u903b\u8f91\u3002\u540c\u65f6\u6709\u65b0\u624b\u8be2\u95ee\u5176\u662f\u5426\u9002\u5408SQL\u5b66\u4e60\uff0c\u793e\u533a\u7ed9\u51fa\u4e86\u79ef\u6781\u5f15\u5bfc\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Bunny Database \u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u8fb9\u7f18\u65e0\u670d\u52a1\u5668\u201d\u8303\u5f0f\u4ece\u8ba1\u7b97\u5c42\u5ef6\u4f38\u5230\u4e86\u6570\u636e\u5c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff08\u57fa\u4e8eSQLite\u548clibSQL\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u4ea7\u54c1\u5b9a\u4f4d\u548c\u6781\u81f4\u7684\u4f53\u9a8c\u7b80\u5316\uff1a\u5b83\u7784\u51c6\u4e86\u201cPostgres overkill\u201d\u4f46\u201cSQLite\u4e0d\u591f\u7528\u201d\u7684\u4e2d\u95f4\u5730\u5e26\u2014\u2014\u90a3\u4e9b\u9700\u8981\u6570\u636e\u6301\u4e45\u5316\u3001\u5168\u7403\u4f4e\u5ef6\u8fdf\u8bfb\u53d6\uff0c\u5374\u53c8\u538c\u6076\u8fd0\u7ef4\u590d\u6742\u6027\u548c\u6210\u672c\u4e0d\u786e\u5b9a\u6027\u7684\u4e2d\u5c0f\u89c4\u6a21\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6346\u7ed1\u4e86Bunny.net\u73b0\u6709\u7684\u5168\u7403\u8fb9\u7f18\u7f51\u7edc\uff0c\u5c06\u6570\u636e\u5e93\u526f\u672c\u90e8\u7f72\u523041\u4e2a\u533a\u57df\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u73b0\u4ee3\u5206\u5e03\u5f0f\u5e94\u7528\u5728\u5ef6\u8fdf\u548c\u53ef\u7528\u6027\u4e0a\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u5176\u201c\u7a7a\u95f2\u65f6\u4f11\u7720\u201d\u673a\u5236\uff0c\u66f4\u662f\u5c06\u65e0\u670d\u52a1\u5668\u7684\u6210\u672c\u4f18\u52bf\u53d1\u6325\u5230\u6781\u81f4\uff0c\u4f46\u4e5f\u57cb\u4e0b\u4e86\u201c\u51b7\u542f\u52a8\u5ef6\u8fdf\u201d\u7684\u6f5c\u5728\u9690\u60a3\uff0c\u8fd9\u6b63\u662f\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5c16\u9510\u63d0\u95ee\u7684\u6839\u6e90\u2014\u2014\u4ed6\u4eec\u5173\u5fc3\u7684\u662f\u53ef\u7528\u6027\u4e0e\u4e00\u81f4\u6027\u7684\u5b9e\u9645\u6743\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u751f\u6001\u58c1\u5792\u548c\u573a\u666f\u8fb9\u754c\u3002\u4f5c\u4e3a\u4e00\u6b3e\u6258\u7ba1SQLite\u670d\u52a1\uff0c\u5b83\u5fc5\u987b\u4e0eTurso\u3001Cloudflare D1\u7b49\u540c\u7c7b\u4ea7\u54c1\u7ade\u4e89\uff0c\u540e\u4e24\u8005\u5f80\u5f80\u6df1\u5ea6\u96c6\u6210\u4e8e\u66f4\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u5e73\u53f0\u4e2d\u3002\u540c\u65f6\uff0cSQLite\u7684\u56fa\u6709\u9650\u5236\uff08\u5982\u5e76\u53d1\u5199\u5165\uff09\u51b3\u5b9a\u4e86\u5b83\u65e0\u6cd5\u66ff\u4ee3\u771f\u6b63\u7684OLTP\u91cd\u578b\u6570\u636e\u5e93\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u81f4\u7b80\u5355\u8f7b\u91cf\u201d\u7684\u5fc3\u667a\u5360\u9886\u4e0a\u505a\u5f97\u8db3\u591f\u5f7b\u5e95\uff0c\u5e76\u6784\u5efa\u8d77\u56f4\u7ed5\u8fb9\u7f18\u6570\u636e\u5904\u7406\u7684\u72ec\u7279\u5de5\u5177\u94fe\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6210\u4e3a\u4e00\u4e2a\u201c\u66f4\u4fbf\u5b9c\u7684\u6570\u636e\u5e93\u201d\u3002\u5f53\u524d\u7684\u5e02\u573a\u53cd\u9988\u663e\u793a\uff0c\u5176\u5b9a\u4f4d\u5207\u4e2d\u4e86\u771f\u5b9e\u75db\u70b9\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u65b0\u9009\u62e9\u201d\u6210\u957f\u4e3a\u201c\u9ed8\u8ba4\u9009\u62e9\u201d\uff0c\u4ecd\u9700\u5728\u6027\u80fd\u900f\u660e\u5ea6\u3001\u6570\u636e\u4e00\u81f4\u6027\u6a21\u578b\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u529f\u80fd\u4e0a\u63a5\u53d7\u66f4\u4e25\u82db\u7684\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Bunny Database<\/span>\n <\/div>\n<div class=\"comment-content\">Easily create SQLite-compatible databases that spin down when idle. Start simple and add regions later without rearchitecting. Keep latency low no matter where your users are.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks nice and lightweight.<\/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\/@derekattonkotsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derekattonkotsu<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b<\/p>\n<p>Not every project needs Postgres, and that\u2019s okay. Sometimes you just want a simple, reliable database that you can spin up quickly and build on, without worrying it\u2019ll hit your wallet like an EC2.<\/p>\n<p>That\u2019s what we built <strong>Bunny Database<\/strong> for.<\/p>\n<p>What you get:<br \/>– <strong>One-click deployment:<\/strong> just name your database and go, no config needed<br \/>– <strong>Language-specific tooling:<\/strong> SDKs for TS\/JS, Go, Rust, and .NET help you handle the boring bits<br \/>– <strong>Low latency anywhere:<\/strong> replication regions let you serve reads close to your users<br \/>– <strong>41 regions worldwide:<\/strong> choose between automatic, single-region, and multi-region deployments<br \/>– <strong>Works over HTTP:<\/strong> wire up anything you\u2019d like<br \/>– <strong>Database editor:<\/strong> insert data or run queries on the spot<br \/>– <strong>Metrics:<\/strong> instant visibility into reads, writes, storage, and latency<br \/>– <strong>Affordable, pay-as-you-go pricing:<\/strong> only pay for what you use, but without the serverless tax<\/p>\n<p>We just launched Bunny Database into public preview. During this time the service is free, limited to 50 databases per user, each capped at 1 GB.<\/p>\n<p><strong>Let us know what you think and happy building!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marek_nalikowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_nalikowski<\/a> giving it a spin for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this \u2014 <a href=\"http:\/\/bunny.net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bunny.net<\/a> keeps all the heavy lifting (CDN, video, security, compute) <strong>fast<\/strong>, simple, and pay\u2011as\u2011you\u2011go, which is exactly what modern web projects need.<\/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>Love to see your launches. <a href=\"https:\/\/www.producthunt.com\/products\/bunny-net\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"bunny-net\" target=\"_blank\" rel=\"noopener\">@bunny.net<\/a> <br \/>Congrats again on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/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>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>Man… Big fan of Jesse and big fan of libSQL and Turso! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campak<\/a> hey Cam! Good to see you here, thanks for checking out Bunny Database \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>When I’m shipping an edge API with sessions and rate limits, Postgres feels like too much. Bunny Database is SQLite-compatible and spins down when idle. Can you pin the primary after idle, and do replicas proxy reads until they’re fresh? That’s what I’d test first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will this be helpful to someone (say, a student) who wishes to learn SQL hands-on?<\/p>\n<p>Please, pardon my question. I am a complete dumbo in this regard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> I’d highly recommend you check out <a href=\"https:\/\/www.producthunt.com\/@aarondfrancis\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aarondfrancis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aarondfrancis<\/a>and his content over at <a href=\"https:\/\/databaseschool.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/databaseschool.com<\/a> <\/p>\n<\/p>\n<p>Once you’ve got to grips with SQLite, Bunny Database will be a breeze.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UL6DVNHVUJL7SB\" class=\"app-title\">Nexuscale AI<\/a><\/p>\n<div class=\"one-liner\">AI sales assistant that finds leads + books meetings for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">189<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nexuscale AI\u662f\u4e00\u6b3e\u81ea\u4e3b\u5916\u8054\u64cd\u4f5c\u7cfb\u7edf\uff0c\u901a\u8fc7AI\u4ee3\u7406\u81ea\u52a8\u5b8c\u6210\u5e02\u573a\u7814\u7a76\u3001\u7ebf\u7d22\u67e5\u627e\u3001\u8054\u7cfb\u4eba\u4e30\u5bcc\u3001\u4e2a\u6027\u5316\u90ae\u4ef6\u64b0\u5199\u53ca\u53d1\u9001\u5168\u6d41\u7a0b\uff0c\u4e3a\u9500\u552e\u56e2\u961f\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u96c6\u6210\u7e41\u7410\u3001\u6210\u672c\u9ad8\u6602\u4e14\u6548\u7387\u4f4e\u4e0b\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\/4b876ef7-0fb2-4cd6-8df9-e0e30a6beeec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b830ec63-bb14-4fa8-b4e5-5468f98069fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1a2b0d6-bf6f-4406-a394-d2bdb6f082e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/297b58d3-a22f-480e-b718-f6a29ff0247f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2798e8e-da74-4f1e-ab3f-a8b88e386075.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\/e6c7ca1d-c10a-4ac2-ab41-f0fb80d0ffb6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SR5smEAd7Lk\"><source src=\"https:\/\/youtu.be\/SR5smEAd7Lk\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u9884\u7ea6<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">B2B\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u5236\u5e2d\u4f4d<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u201c\u4e00\u4f53\u5316\u201d\u7406\u5ff5\uff0c\u521b\u59cb\u4eba\u79ef\u6781\u4e92\u52a8\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u4e8e\uff1a\u8be2\u95ee\u7ebf\u7d22\u6765\u6e90\u4e0eICP\u5339\u914d\u7cbe\u5ea6\uff1b\u671f\u5f85\u8054\u7cfb\u4eba\u5bfc\u51fa\u53ca\u4e0eNotion\/Excel\u7b49\u5de5\u5177\u96c6\u6210\uff1b\u5173\u6ce8\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u900f\u660e\u5ea6\u4e0e\u63a7\u5236\u6743\uff1b\u8d5e\u8d4f\u5176\u54cd\u5e94\u8fc5\u901f\u7684\u5ba2\u6237\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 Nexuscale AI\u7684\u201c\u975e\u5806\u6808\u201d\u5ba3\u8a00\u76f4\u6307\u5f53\u524dSaaS\u751f\u6001\u7684\u75fc\u75be\uff1a\u96c6\u6210\u7a0e\u3002\u5b83\u5c06\u6570\u636e\u3001\u4e30\u5bcc\u5316\u3001\u53d1\u9001\u7b49\u79bb\u6563\u5de5\u5177\u94fe\u6574\u5408\u4e3a\u539f\u751f\u5f15\u64ce\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u7011\u5e03\u5f0f\u4e30\u5bcc\u5316\u201d\u548c\u201c\u8d85\u4e2a\u6027\u5316\u201d\u7b49\u8bbe\u8ba1\uff0c\u8bd5\u56fe\u91cd\u6784\u5916\u8054\u5de5\u4f5c\u6d41\u7684\u5e95\u5c42\u903b\u8f91\u2014\u2014\u4ece\u5de5\u5177\u62fc\u63a5\u8f6c\u5411\u4ee5\u7ed3\u679c\uff08\u6709\u6548\u4f1a\u8bae\uff09\u4e3a\u5bfc\u5411\u7684\u81ea\u4e3b\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u5176\u201c\u521b\u59cb\u4eba\u53cb\u597d\u201d\u7684\u65e0\u9650\u5236\u5e2d\u4f4d\u5b9a\u4ef7\uff0c\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u4ee5\u7528\u6237\u6570\u4e3a\u6838\u5fc3\u7684SaaS\u4f20\u7edf\uff0c\u5c06\u6210\u672c\u4e0eAI\u5b9e\u9645\u5de5\u4f5c\u91cf\u6302\u94a9\uff0c\u4e0e\u5ba2\u6237\u589e\u957f\u76ee\u6807\u5bf9\u9f50\uff0c\u9887\u5177\u98a0\u8986\u6027\u3002\u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u4e3b\u201d\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u9ad8\u5ea6\u81ea\u52a8\u5316\u5fc5\u7136\u5f15\u53d1\u7528\u6237\u5bf9\u63a7\u5236\u6743\u4e0e\u900f\u660e\u5ea6\u7684\u62c5\u5fe7\uff0c\u8bc4\u8bba\u4e2d\u7684\u76f8\u5173\u7591\u95ee\u5373\u662f\u4f50\u8bc1\u3002\u4ea7\u54c1\u80fd\u5426\u5728\u201c\u9ed1\u76d2\u201d\u6548\u7387\u4e0e\u201c\u767d\u76d2\u201d\u53ef\u63a7\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u5c06\u662f\u5176\u80fd\u5426\u8d62\u5f97\u8d44\u6df1\u9500\u552e\u56e2\u961f\u4fe1\u4efb\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0cNexuscale\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5fd7\u5728\u5b9a\u4e49\u6807\u51c6\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u66ff\u4ee3\u5de5\u5177\u3002\u5176\u98ce\u9669\u5728\u4e8e\uff0c\u5728\u8ffd\u6c42\u7aef\u5230\u7aef\u6d41\u7545\u7684\u540c\u65f6\uff0c\u53ef\u80fd\u96be\u4ee5\u6ee1\u8db3\u5927\u578b\u4f01\u4e1a\u590d\u6742\u3001\u5b9a\u5316\u7684\u73b0\u6709\u7cfb\u7edf\u96c6\u6210\u9700\u6c42\u3002\u5b83\u76ee\u524d\u66f4\u9002\u5408\u5bfb\u6c42\u201c\u5f00\u7bb1\u5373\u7528\u201d\u3001\u6025\u4e8e\u9a8c\u8bc1\u5916\u8054\u6d41\u7a0b\u7684\u4e2d\u5c0f\u56e2\u961f\u3002\u82e5\u5176\u6570\u636e\u6e90\u8d28\u91cf\u3001AI\u4e2a\u6027\u5316\u7cbe\u5ea6\u53ca\u53d1\u9001\u5408\u89c4\u6027\u7ecf\u5f97\u8d77\u5e02\u573a\u8003\u9a8c\uff0c\u5b83\u786e\u5b9e\u53ef\u80fd\u6210\u4e3a\u7b80\u5316\u9500\u552e\u6808\u7684\u6709\u529b\u7ade\u4e89\u8005\uff1b\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6210\u4e3a\u53e6\u4e00\u4e2a\u88ab\u96c6\u6210\u7684\u201c\u5de5\u5177A\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u81ea\u52a8\u5316\u667a\u80fd\u4e0e\u4eba\u7c7b\u6d1e\u5bdf\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u3001\u771f\u6b63\u9ad8\u6548\u7684\u7ed3\u5408\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Nexuscale AI<\/span>\n <\/div>\n<div class=\"comment-content\">Stop filtering databases. Nexuscale AI is the first Autonomous Outbound OS. Just paste your website URL, and our Agents research your market, enrich the contacts, and run the entire email & LinkedIn sequence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>\ud83d\udc4b Hey Product Hunt! Kevin here, Founder of Nexuscale AI <\/strong><\/p>\n<p>I built Nexuscale because I was tired of paying the <strong>Integration Tax.<\/strong><\/p>\n<p>You know the drill. To run a modern outbound campaign, you currently need:<\/p>\n<ul>\n<li>\n<p>Tool A for Data ($99\/mo)<\/p>\n<\/li>\n<li>\n<p>Tool B for Enrichment ($149\/mo)<\/p>\n<\/li>\n<li>\n<p>Tool C for Sending ($99\/mo)<\/p>\n<\/li>\n<li>\n<p>…and Zapier to glue it all together.<\/p>\n<\/li>\n<\/ul>\n<p>We spent more time debugging CSV files and fixing broken Zaps than actually closing deals.<\/p>\n<p><strong>So, we built the “Un-Stack.”<\/strong><\/p>\n<p>Nexuscale AI is an autonomous outbound co-pilot that combines the entire workflow into <strong>one native engine.<\/strong><\/p>\n<p><strong>How it works:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Live Research:<\/strong> Our agents scan the web for high quality emails. <\/p>\n<\/li>\n<li>\n<p><strong>Waterfall Enrichment:<\/strong> We ping multiple data providers live to ensure 98% email validity.<\/p>\n<\/li>\n<li>\n<p><strong>Hyper-Personalization:<\/strong> The AI writes unique hooks based on the prospect’s LinkedIn\/Website (no generic templates).<\/p>\n<\/li>\n<li>\n<p><strong>Auto-Sending:<\/strong> It manages the inbox and books the meeting.<\/p>\n<\/li>\n<\/ol>\n<p><strong>\ud83d\ude80 The Founder Friendly Philosophy:<\/strong> We hated the Per Seat pricing model that penalizes you for growing. <\/p>\n<p>With Nexuscale, you get <strong>Unlimited Seats<\/strong> on every plan. Bring your whole team; we only charge for the work the AI does (credits).<\/p>\n<p><strong>\ud83c\udf81 Launch Day Special:<\/strong> To celebrate with the community, we are offering <strong>20% OFF Lifetime Access<\/strong> for the first 100 users today. Code: PH-LAUNCH<\/p>\n<p>I\u2019ll be hanging out in the comments all day, I\u2019d love to hear your feedback (and your horror stories about your current sales stack!).<\/p>\n<p>Let\u2019s get those meetings booked. \ud83d\udcc9\u27a1\ufe0f\ud83d\udcc8<\/p>\n<p>Hot take: “Best-in-class” separate tools is a lie sold to you by vendors who don’t want to compete on workflow efficiency.<\/p>\n<p>Prove me wrong. \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_kariuki6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_kariuki6<\/a> Congrats on the launch Kevin! What\u2019s a realistic expectation customers should have in their first 30\u201360 days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Currently trying it and it is brilliant! It would be cool to add to the paid features, e.g. exporting the sheet of contacts or so. Or integrate with Notion, Excel, etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you so much, really glad you\u2019re enjoying it! \ud83d\ude4c<\/p>\n<p>You\u2019re spot on. Exporting contacts (CSV\/Excel) and native integrations like Notion are already on our roadmap, and feedback like this helps us prioritize what ships next.<\/p>\n<p>Short term, we\u2019re focusing on making lead capture and enrichment rock-solid; then we\u2019ll roll out exports and deeper workflows so you can plug NexuScale directly into your existing stack.<\/p>\n<p>If you have a specific workflow in mind (Notion DB, Excel reporting, CRM sync, etc.), we\u2019d love to hear it, we\u2019re building this alongside users like you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the <strong>Autonomous<\/strong> Outbound OS approach to lead gen and booking.<\/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><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks so much! \ud83d\ude4c<br \/>We\u2019re glad the Autonomous Outbound OS concept resonates, our goal is to take the busywork out of lead gen and booking so teams can focus on closing. <\/p>\n<p>Appreciate the support, and excited to hear your feedback as you try it! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wow, it looks like a very useful product! Where do you source leads for the outreach? How do you make sure they match a client\u2019s ICP?<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks a lot, Alina! \ud83d\ude4c Great question.<\/p>\n<\/p>\n<p>We source leads from multiple verified B2B data providers and continuously enrich them with firmographic and technographic data (company size, industry, location, tools used, etc.).<\/p>\n<\/p>\n<p>To make sure they match a client\u2019s ICP, we:<\/p>\n<\/p>\n<p>Let users define their ICP very precisely (industry, company size, geography, job titles, keywords, revenue signals)<\/p>\n<\/p>\n<p>Apply layered filters + AI scoring to rank leads by fit<\/p>\n<\/p>\n<p>Validate emails and remove risky or low-quality contacts before outreach<\/p>\n<\/p>\n<p>Continuously learn from engagement signals (opens, replies, positive responses) to refine future lead suggestions<\/p>\n<\/p>\n<p>The goal is simple: fewer leads, but much higher relevance and reply rates \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch today! There are so many tools out there now that scrape for leads on Linkedin, Email, Reddit, etc. its beginning to get overwhelming as I am looking for the right tool for myself. <\/p>\n<p>How do you gather your leads as finding the tool that curates the best list and is the most effective with delivery would be helpful for me to move forward with. <\/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\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> Thanks Jake, appreciate that and you are not wrong, it is definitely getting overwhelming.<\/p>\n<\/p>\n<p>We gather leads from multiple verified B2B data providers, not just scraping LinkedIn, Reddit, or random sources. We then enrich that data with firmographic and technographic details like company size, industry, location, job role, and tools used.<\/p>\n<\/p>\n<p>To make sure the list is actually useful, you define your ICP first. We filter and score leads based on that ICP, validate emails, remove duplicates, and prioritize contacts that are most likely to respond. The focus is on relevance and deliverability, not just list size.<\/p>\n<\/p>\n<p>If you are looking for a cleaner, more effective way to build outreach lists without juggling multiple tools, I would recommend giving it a try and seeing how it fits your workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My wife and I founded and run <a href=\"https:\/\/pifster.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">PIFster<\/a>, the pay it forward charity, and we purchased this to pitch ourselves for media writeups and corporate sponsorships. I’m still testing internally, but it appears to have tremendous potential, and I am very nearly ready to “go live” with our campaigns. I can tell you I encountered a bug last Friday, and by Monday morning Kevin and his team had found and fixed it; that impressed me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Collapsing the outbound stack into a single native engine definitely addresses a real integration pain. How does Nexuscale handle transparency and control across the workflow, especially when live research, enrichment, personalization, and sending are all automated and running together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/4NSSF4M32T672R\" class=\"app-title\">Sheetful.co<\/a><\/p>\n<div class=\"one-liner\">Build robust REST APIs with Google Sheets for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Google 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type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">API\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Google Sheets\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MVP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">REST API<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u4e0e\u529f\u80fd\uff0c\u83b7\u6700\u9ad8\u8d5e\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u6982\u5ff5\u6781\u4f73\uff0c\u662f\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5feb\u901f\u6784\u5efaMVP\u63d0\u4f9b\u7684\u201c\u5b9e\u7528\u8d85\u80fd\u529b\u201d\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6c1b\u56f4\u4ee5\u795d\u8d3a\u4e0e\u8ba4\u53ef\u4e3a\u4e3b\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 Sheetful.co\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u5168\u7403\u6700\u666e\u53ca\u7684\u6570\u636e\u754c\u9762\u2014\u2014\u7535\u5b50\u8868\u683c\uff0c\u76f4\u63a5\u5de5\u7a0b\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684\u540e\u7aef\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201c\u5f00\u53d1\u6d41\u201d\u7684\u6781\u81f4\u538b\u7f29\u548c\u573a\u666f\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u8bed\u4e49\u8f6c\u6362\u5668\u201d\u548c\u201c\u534f\u8bae\u9002\u914d\u5668\u201d\u3002\u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5c1d\u8bd5\u66ff\u6362Google Sheets\uff0c\u800c\u662f\u5c06\u5176\u91cd\u65b0\u5b9a\u4e49\u4e3a\u53ef\u89c6\u5316\u6570\u636e\u5e93\u4e0eAPI\u7f51\u5173\u7684\u6df7\u5408\u4f53\u3002\u8fd9\u907f\u5f00\u4e86\u4e0eAirtable\u7b49\u201c\u589e\u5f3a\u578b\u8868\u683c\u201d\u4ea7\u54c1\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5bc4\u751f\u5728\u8c37\u6b4c\u751f\u6001\u7684\u5de8\u5927\u5b58\u91cf\u4e0a\u3002\u5bf9\u4e8e\u76ee\u6807\u7528\u6237\uff08\u72ec\u7acb\u5f00\u53d1\u8005\u3001 vibe-dev\uff09\u800c\u8a00\uff0c\u5176\u4ef7\u503c\u516c\u5f0f\u5f02\u5e38\u6e05\u6670\uff1a\u7528\u96f6\u5b66\u4e60\u6210\u672c\u7684\u6570\u636e\u7ba1\u7406\u754c\u9762\uff08Sheets\uff09\uff0c\u6362\u53d6\u96f6\u8fd0\u7ef4\u6210\u672c\u7684API\u670d\u52a1\u3002\u8fd9\u76f4\u63a5\u5c06\u201c\u60f3\u6cd5-\u6570\u636e\u6a21\u578b-\u53ef\u7528\u63a5\u53e3\u201d\u7684\u8def\u5f84\u7f29\u77ed\u4e3a\u4e24\u6b21\u70b9\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u4e4b\u4e0b\u6f5c\u85cf\u7740\u56fa\u6709\u7684\u201c\u5929\u82b1\u677f\u201d\u77db\u76fe\u3002\u9996\u5148\uff0c\u4ea7\u54c1\u613f\u666f\u4e0e\u5e95\u5c42\u8f7d\u4f53\u5b58\u5728\u6839\u672c\u6027\u51b2\u7a81\u3002Google Sheets\u5e76\u975e\u4e3a\u9ad8\u5e76\u53d1\u3001\u590d\u6742\u4e8b\u52a1\u6216\u4e25\u683c\u5173\u7cfb\u578b\u6570\u636e\u800c\u8bbe\u8ba1\uff0c\u8fd9\u51b3\u5b9a\u4e86Sheetful\u7684\u5929\u82b1\u677f\u662f\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u800c\u975e\u201c\u9ad8\u6027\u80fd\u751f\u4ea7\u201d\u3002\u5c3d\u7ba1\u5ba3\u4f20\u63d0\u5230\u5343\u4e07\u7ea7\u8bf7\u6c42\uff0c\u4f46\u5904\u7406\u590d\u6742\u67e5\u8be2\u3001\u6570\u636e\u4e00\u81f4\u6027\u3001\u9501\u673a\u5236\u7b49\u65b9\u9762\u5c06\u662f\u786c\u4f24\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u7528\u6237\u589e\u957f\u8def\u5f84\u654f\u611f\u3002\u514d\u8d39\u5c42\u5438\u5f15\u6765\u7684\u6070\u6070\u662f\u6700\u53ef\u80fd\u4ea7\u751f\u6d77\u91cf\u8bf7\u6c42\u7684MVP\u9879\u76ee\uff0c\u800c\u4e00\u65e6\u9879\u76ee\u6210\u529f\uff0c\u7528\u6237\u8fc1\u79fb\u5230\u771f\u6b63\u6570\u636e\u5e93\u7684\u52a8\u673a\u6781\u5f3a\uff0c\u7559\u5b58\u8f6c\u5316\u9762\u4e34\u8003\u9a8c\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5b8c\u7f8e\u7684\u201c\u542f\u52a8\u5f15\u64ce\u201d\uff0c\u800c\u975e\u201c\u6301\u4e45\u5f15\u64ce\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cSheetful\u662f\u4e00\u6b3e\u6781\u5176\u51fa\u8272\u7684\u201c\u6865\u63a5\u201d\u4ea7\u54c1\uff0c\u5b83\u901a\u8fc7\u5de7\u5999\u7684\u62bd\u8c61\uff0c\u5c06\u7535\u5b50\u8868\u683c\u7684\u6613\u7528\u6027\u201c\u5151\u6362\u201d\u4e3aAPI\u7684\u7075\u6d3b\u6027\u3002\u4f46\u5b83\u4e5f\u6e05\u6670\u5730\u63ed\u793a\u4e86\u5176\u8fb9\u754c\uff1a\u670d\u52a1\u4e8e\u5e94\u7528\u7684\u201c\u4ece\u96f6\u5230\u4e00\u201d\u9636\u6bb5\uff0c\u800c\u975e\u201c\u4ece\u4e00\u5230N\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u53d6\u4ee3\u540e\u7aef\uff0c\u800c\u5728\u4e8e\u8ba9\u540e\u7aef\u53ef\u4ee5\u66f4\u665a\u4e00\u70b9\u767b\u573a\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\">Sheetful.co<\/span>\n <\/div>\n<div class=\"comment-content\">Turn Google Sheets into a full REST API in seconds. Get GET, POST, PUT, and DELETE endpoints instantly to power apps and sites. No-code, free, and updates in real-time.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m the solo <strong>founder behind Sheetful<\/strong>, and today we\u2019re launching the backend tool I wished existed when I started building MVPs and internal tools.<\/p>\n<p><strong>Why I built this<\/strong><\/p>\n<p>Most projects start in a spreadsheet because it\u2019s the most familiar data interface in the world. But when it\u2019s time to turn that data into a real application, you\u2019re usually forced to choose between complex database stacks or fragmented DIY tools.<\/p>\n<p>I wanted to bridge the massive speed gap between having an idea and having a live API. I built Sheetful to empower you to build whatever your imagination allows. Whether it’s a mobile app, a web platform, or a custom internal tool, Sheetful transforms your spreadsheet into a powerful REST API capable of handling GET, POST, PUT, and DELETE requests.<\/p>\n<p>No more context switching or complex infra, just your data, turned into a production-ready engine with one click, giving you the freedom to create without limits.<\/p>\n<p><strong>What Sheetful gives you<\/strong><\/p>\n<ul>\n<li>\n<p>One-Click API Generation: Connect your Google Sheet and instantly get professional REST API endpoints (GET, POST, PUT, DELETE).<\/p>\n<\/li>\n<li>\n<p>Developer-First Dashboard: Manage multiple projects, monitor real-time request analytics, and track success rates and response times at a glance.<\/p>\n<\/li>\n<li>\n<p>Flexible Authentication: Choose between Public access for quick prototypes or secure Bearer Token authentication for production-grade apps.<\/p>\n<\/li>\n<li>\n<p>Built to Scale: From side projects on our Free tier to high-performance applications handling 10.0M requests per month.<\/p>\n<\/li>\n<li>\n<p>Zero-Config Deployment: Your spreadsheet is hosted on Google Cloud Platform infrastructure, ensuring reliability without the DevOps headache.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Built-in power tools<\/strong><\/p>\n<p>Massive Capacity: Support for unlimited projects and sheets on high-tier plans to keep your data growing without limits.<\/p>\n<p>Live Metrics: Detailed execution logs to debug your requests in real-time.<\/p>\n<p><strong>Who this is for<\/strong><\/p>\n<p>Devs, Indie Hackers, and “Vibe-Devs” who need a backend that works now. Whether it’s for lead capture, dynamic website content, or internal business tools, Sheetful turns the interface you already know into the backend you need.<\/p>\n<p>I\u2019m obsessed with making the “spreadsheet-to-app” pipeline as seamless as possible. As a solo creator, I\u2019d love to hear your feedback in the comments!<\/p>\n<p>\ud83d\udc49 Try it free: <a href=\"https:\/\/sheetful.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sheetful.co<\/a><\/p>\n<p>\u2013 the Sheetful team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@goenji\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goenji<\/a> congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept \u2014 turning Google Sheets into a production-ready REST backend with real-time updates and auth in one click is such a <strong>practical<\/strong> superpower for indie hackers and fast MVPs.<\/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>Thank you for your support! \ud83d\ude01<\/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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WJL5BOWZ4WXJHA\" class=\"app-title\">Scribeist V2<\/a><\/p>\n<div class=\"one-liner\">Write without switching tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Scribeist V2\u662f\u4e00\u6b3e\u96c6\u6210\u5316\u5199\u4f5c\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3a\u5c0f\u8bf4\u3001\u535a\u5ba2\u548c\u901a\u7528\u7b14\u8bb0\u63d0\u4f9b\u4e13\u5c5e\u7684\u667a\u80fd\u5de5\u4f5c\u533a\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u4e0d\u540c\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u6d41\u7a0b\u5272\u88c2\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\/a406b06e-5b4f-48f7-ae5e-fca16420617a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d2c344fc-83ce-4b61-a13f-a0fb2a6340e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90ab3cb5-834d-4e46-9d04-307c50ab30ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbdcb666-625c-4006-ba77-e71a43ba13ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/119e5910-d6d7-416b-9667-ff0371d91623.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff7d7a39-84f2-4257-937a-c4db4de0fa94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5199\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u957f\u6587\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5c0f\u8bf4\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5316AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4e00\u4f53\u5316\u4e0e\u573a\u666f\u5316\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u4e0e\u5176\u4ed6\u5e94\u7528\/\u5de5\u4f5c\u6d41\u7684\u96c6\u6210\u80fd\u529b\uff1b2. AI\u80fd\u5426\u4e25\u683c\u9075\u5b88\u957f\u6587\u7bc7\u5e45\u8981\u6c42\uff1b3. AI\u5728\u4e0d\u540c\u5de5\u4f5c\u533a\u7684\u884c\u4e3a\u5dee\u5f02\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5b9a\u4ef7\u57fa\u4e8e\u7528\u91cf\uff0c\u5e76\u8003\u8651\u672a\u6765\u589e\u52a0\u4e13\u4e1a\u9886\u57df\uff08\u5982\u533b\u7597\uff09\u5de5\u4f5c\u533a\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 Scribeist V2\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u6311\u6218\u201c\u4e00\u4e2a\u7f16\u8f91\u5668\u7edf\u6cbb\u6240\u6709\u5199\u4f5c\u201d\u7684\u8303\u5f0f\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u201c\u573a\u666f\u5316\u5c01\u88c5\u201d\u3002\u5b83\u5c06\u8fc7\u53bb\u9700\u8981\u7ec4\u5408\u4f7f\u7528\u7684\u4e13\u4e1a\u5de5\u5177\uff08\u5982Scrivener\u7684\u53d9\u4e8b\u7ba1\u7406\u3001SEO\u5de5\u5177\u7684\u5185\u5bb9\u4f18\u5316\u3001ChatGPT\u7684\u751f\u6210\u80fd\u529b\uff09\u89e3\u6784\u540e\uff0c\u6309\u201c\u5c0f\u8bf4\u201d\u3001\u201c\u535a\u5ba2\u201d\u3001\u201c\u7b14\u8bb0\u201d\u4e09\u5927\u573a\u666f\u91cd\u65b0\u5c01\u88c5\uff0c\u5e76\u8bd5\u56fe\u4e3a\u6bcf\u4e2a\u573a\u666f\u6ce8\u5165\u5177\u5907\u4e0a\u4e0b\u6587\u611f\u77e5\u80fd\u529b\u7684AI\u52a9\u624b\u3002\u8fd9\u76f4\u6307\u4e00\u4e2a\u6df1\u5c42\u75db\u70b9\uff1a\u901a\u7528AI\u5199\u4f5c\u5de5\u5177\u56e0\u7f3a\u4e4f\u9879\u76ee\u4e0a\u4e0b\u6587\u548c\u7ed3\u6784\u7ea6\u675f\uff0c\u5e38\u751f\u6210\u6d41\u4e8e\u8868\u9762\u3001\u8131\u79bb\u5b9e\u9645\u521b\u4f5c\u6846\u67b6\u7684\u5185\u5bb9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u4e0e\u201c\u4e13\u4e1a\u5316\u201d\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u4ea7\u54c1\u8bd5\u56fe\u5305\u529e\u4ece\u6784\u601d\u3001\u7814\u7a76\u3001\u64b0\u5199\u5230\u4f18\u5316\uff08\u5982SEO\uff09\u7684\u5168\u6d41\u7a0b\uff0c\u8fd9\u5bf9\u91cd\u5ea6\u4e13\u4e1a\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u53ef\u80fd\u610f\u5473\u7740\u6bcf\u4e2a\u73af\u8282\u7684\u529f\u80fd\u6df1\u5ea6\u90fd\u4e0d\u53ca\u5782\u76f4\u5de5\u5177\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u96c6\u6210\u80fd\u529b\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u7528\u6237\u5bf9\u5176\u80fd\u5426\u878d\u5165\u73b0\u6709\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u7591\u8651\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u5de5\u4f5c\u533a\u7684AI\u201d\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002AI\u7684\u884c\u4e3a\u5dee\u5f02\u82e5\u4ec5\u505c\u7559\u5728\u9884\u8bbe\u63d0\u793a\u8bcd\u5c42\u9762\uff0c\u800c\u7f3a\u4e4f\u6df1\u5ea6\u7684\u6570\u636e\u6a21\u578b\u548c\u9879\u76ee\u611f\u77e5\uff08\u5982\u771f\u6b63\u7406\u89e3\u957f\u7bc7\u5c0f\u8bf4\u7684\u89d2\u8272\u5f27\u5149\u4e0e\u60c5\u8282\u8109\u7edc\uff09\uff0c\u5219\u6613\u6ca6\u4e3a\u5671\u5934\u3002\u7528\u6237\u5bf9\u201cAI\u9075\u5b88\u5b57\u6570\u201d\u548c\u201c\u9632\u6b62\u521b\u610f\u6d41\u4e92\u4e32\u201d\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u5bf9\u6b64\u7684\u7cbe\u51c6\u62f7\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5c06\u5de5\u4f5c\u533a\u7c7b\u6bd4\u4e3a\u201c\u6a21\u677f\u201d\uff0c\u5c06\u5b9a\u4ef7\u4e0e\u7528\u91cf\uff08\u9879\u76ee\u6570\u3001AI\u8c03\u7528\uff09\u6302\u94a9\uff0c\u662f\u806a\u660e\u7684\u7b56\u7565\u3002\u8fd9\u964d\u4f4e\u4e86\u7528\u6237\u521d\u59cb\u9009\u62e9\u95e8\u69db\uff0c\u5e76\u5c06\u6210\u672c\u4e0e\u7528\u6237\u83b7\u5f97\u7684\u6838\u5fc3\u4ef7\u503c\uff08AI\u8f85\u52a9\u4e0e\u9879\u76ee\u7ba1\u7406\uff09\u76f4\u63a5\u5173\u8054\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u6210\u8d25\u53d6\u51b3\u4e8e\u5404\u573a\u666f\u4e0bAI\u52a9\u624b\u7684\u771f\u5b9e\u667a\u80fd\u6c34\u5e73\u4e0e\u6570\u636e\u95ed\u73af\u80fd\u529b\u2014\u2014\u5b83\u80fd\u5426\u5728\u201c\u535a\u5ba2\u201d\u5de5\u4f5c\u533a\u6210\u957f\u4e3a\u9876\u7ea7\u7684SEO\u5185\u5bb9\u7b56\u7565\u5e08\uff0c\u5728\u201c\u5c0f\u8bf4\u201d\u5de5\u4f5c\u533a\u6210\u4e3a\u771f\u6b63\u61c2\u53d9\u4e8b\u7684\u6545\u4e8b\u987e\u95ee\uff1f\u82e5\u4e0d\u80fd\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u754c\u9762\u4f18\u96c5\u7684\u201c\u591a\u529f\u80fd\u8bb0\u4e8b\u672c\u201d\u3002\u5b83\u7684\u771f\u6b63\u5bf9\u624b\uff0c\u4e0d\u662fScrivener\u6216Notion\uff0c\u800c\u662f\u672a\u6765\u53ef\u80fd\u540c\u6837\u8fdb\u884c\u573a\u666f\u5316\u62c6\u5206\u7684ChatGPT\u4eec\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\">Scribeist V2<\/span>\n <\/div>\n<div class=\"comment-content\">Scribeist has evolved from a blog and research tool into a complete writing platform. We’ve added two new workspaces: Novel (with character tracking, timelines, and world-building for writers) and General (distraction-free notes). The original Blog workspace now includes enhanced SEO tools and readability metrics. All three workspaces feature project-specific organizational tools, research tools and optional AI writing assistance that is made to understand your selected workspace.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI’m Tanner, the Founder and Builder of Scribeist. I’m relaunching Scribeist today after completely rebuilding it from the ground up.<br \/>\nWhat started as a blog writing tool is now a full writing platform with three specialized workspaces (and more to come):<br \/>\n\ud83d\udcd6 Novel – Character databases, timelines, visual canvases, and world-building for novelists<br \/>\n\u270d\ufe0f Blog – SEO optimization, readability tools, blog generation, research tools and publishing for content creators<br \/>\n\ud83d\udcdd General – Distraction-free space for notes, todo-lists and everyday writing<br \/>\nEach workspace gives you an AI that understand that specific workspace and exactly the tools you need for that type of project – no clutter, no switching between apps.<br \/>\nI built this because I was tired of juggling Scrivener, Google Docs, ChatGPT, and various planning tools just to write. Scribeist brings it all together.<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/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\/@tannerbjorgan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tannerbjorgan<\/a> Hey Tanner. Congrats on the launch! How does Scribeist integrate with other apps or 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\/@tannerbjorgan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tannerbjorgan<\/a> Congrats on the launch! This looks promising for long-form content.<\/p>\n<p>Quick question: I lead a content team and we write 15,000+ character review articles. Our biggest pain point is AI tools that ignore length requirements and output shorter texts.<\/p>\n<p>Does Scribeist handle strict character\/word count targets? Can it generate and maintain long-form content without cutting corners?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 like how Scribeist gives long-form writers dedicated workspaces for novels, blogs, and everyday notes so you can <strong>focus<\/strong> on the story instead of juggling a dozen tools.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki! Appreciate the 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>Hey <a href=\"https:\/\/www.producthunt.com\/@tannerbjorgan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tannerbjorgan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tannerbjorgan<\/a> Congrats on your relaunch. I remember an old tool I had, maybe 10 years ago for writing my novels. I think they stopped supporting it…or I stopped writing, but I hadn’t thought about it in years. You just brought be back into that brain space with so much joy that I’m about to crack out some blog posts with this. <\/p>\n<p>The two main features you have, the folder like organization and the distraction free space are really well executed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kelseyesilver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelseyesilve<\/a> That’s awesome to hear! There’s something special about finding a writing tool that just clicks. I hope those blog posts flow easily! And if you ever get back to novel writing, the Novel workspace is ready for you. Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, I also adore your website – nice illustrations! <\/p>\n<\/p>\n<p>What’s your audience? I see that there is no workspace differentiation in the pricing, so it means you target people who write both novels and blogs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> Thanks David! Appreciate that on the illustrations.<\/p>\n<p>Good question on audience. Think of the workspaces like templates (similar to how Scrivener has templates for novels vs screenplays). The idea is: whatever you need to write, you have the right tools for it. A novelist might also blog, or vice versa, so I didn’t want to lock workspaces behind tiers. Pricing is based on usage (projects, AI calls) rather than workspace access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Seems cool. Any plans for use in medical industry, for example helping write outpatient clinic letters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nazrin_assaf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nazrin_assaf<\/a> Thanks Nazrin! That’s an interesting use case I hadn’t considered. Right now Scribeist is focused on creative and content writing, but we’re planning to add more specialized workspaces for different industries down the line. Medical documentation could definitely be one of them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the relaunch! Splitting writing into purpose-built workspaces instead of a one-size-fits-all editor makes a lot of sense. How do the AI behaviors differ across the Novel, Blog, and General workspaces, especially in terms of context awareness and guardrails so each one supports the right kind of creative flow without bleeding into the others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BYG6DIFGTW4DMN\" class=\"app-title\">Unblocked Code Review<\/a><\/p>\n<div class=\"one-liner\">AI code review that knows when to chime in<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528\u5168\u91cf\u4e0a\u4e0b\u6587\uff08\u4ee3\u7801\u5e93\u3001Slack\u3001Jira\u7b49\uff09\u8fdb\u884cAI\u4ee3\u7801\u5ba1\u67e5\u7684\u5de5\u5177\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u5f00\u53d1\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u63d0\u4f9b\u9ad8\u4ef7\u503c\u3001\u4f4e\u566a\u97f3\u7684\u7cbe\u51c6\u8bc4\u5ba1\u610f\u89c1\uff0c\u89e3\u51b3\u4f20\u7edf\u4ee3\u7801\u5ba1\u67e5\u4f9d\u8d56\u4eba\u5de5\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u5bb9\u6613\u9057\u6f0f\u5173\u952e\u80cc\u666f\u4fe1\u606f\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\/fed01b74-3731-4121-8573-7332cf7bce92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0b7aabb-8313-40c8-b056-fe1983b2773e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1d6d64f9-2d1a-4873-86ad-8d6f6e5688b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ea2f215-d39f-4894-90a4-e88e906d1a10.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\/023535b5-4ead-4ab1-add2-4cfe29705fd6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gwAHXIaRUrQ\"><source src=\"https:\/\/youtu.be\/gwAHXIaRUrQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">Pull Request<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8bc4\u5ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4f4e\u8bef\u62a5\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5176\u8bef\u62a5\u7387\u6781\u4f4e\uff0c\u6bcf\u65e5\u90fd\u80fd\u53d1\u73b0\u4f18\u79c0\u95ee\u9898\uff0c\u6bd4\u7ade\u54c1\u66f4\u201c\u5b89\u9759\u201d\u7cbe\u51c6\u3002\u80fd\u667a\u80fd@\u76f8\u5173\u540c\u4e8b\uff0c\u4f53\u9a8c\u4eba\u6027\u5316\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u7cbe\u51c6\u51b3\u5b9a\u4f55\u65f6\u4ecb\u5165\u8bc4\u5ba1\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u9650\u5236\u5355PR\u8bc4\u8bba\u6570\u91cf\u4ee5\u7ef4\u6301\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 Unblocked Code Review \u8868\u9762\u4e0a\u662f\u4e00\u6b3eAI\u4ee3\u7801\u5ba1\u67e5\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5bf9\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u91cd\u65b0\u5b9a\u4e49\u4e0e\u5de5\u7a0b\u5316\u6355\u83b7\u3002\u5b83\u4e0d\u518d\u5c06\u4ee3\u7801\u5ba1\u67e5\u89c6\u4e3a\u5bf9\u201c\u4ee3\u7801\u5dee\u5206\u201d\u7684\u9759\u6001\u89c4\u5219\u68c0\u67e5\uff0c\u800c\u662f\u5c06\u5176\u5347\u7ea7\u4e3a\u4e00\u4e2a\u57fa\u4e8e\u56e2\u961f\u5168\u91cf\u77e5\u8bc6\uff08\u4ee3\u7801\u3001\u6c9f\u901a\u3001\u6587\u6863\u3001\u5386\u53f2\uff09\u7684\u201c\u51b3\u7b56\u4e00\u81f4\u6027\u9a8c\u8bc1\u201d\u8fc7\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u51fb\u4e86\u73b0\u4ee3\u654f\u6377\u5f00\u53d1\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u4fe1\u606f\u5b64\u5c9b\u4e0e\u51b3\u7b56\u6f02\u79fb\u3002\u5f00\u53d1\u8005\u5e38\u56e0\u672a\u540c\u6b65\u7684Slack\u8ba8\u8bba\u6216\u5df2\u66f4\u65b0\u7684Jira\u9700\u6c42\u800c\u7f16\u5199\u201c\u6b63\u786e\u4f46\u5df2\u8fc7\u65f6\u201d\u7684\u4ee3\u7801\u3002\u8be5\u4ea7\u54c1\u8bd5\u56fe\u8ba9AI\u626e\u6f14\u4e00\u4f4d\u62e5\u6709\u5b8c\u7f8e\u8bb0\u5fc6\u3001\u719f\u77e5\u6240\u6709\u56e2\u961f\u9690\u6027\u77e5\u8bc6\u7684\u201c\u8d44\u6df1\u5de5\u7a0b\u5e08\u201d\uff0c\u786e\u4fdd\u6bcf\u4e00\u6b21\u63d0\u4ea4\u90fd\u4e0e\u56e2\u961f\u7684\u6700\u65b0\u610f\u56fe\u5bf9\u9f50\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4f4e\u8bef\u62a5\u7387\u201d\u548c\u201c\u9ad8\u4ef7\u503c\u53d1\u73b0\u201d\u5e76\u975e\u6e90\u4e8e\u66f4\u4f18\u7684\u7b97\u6cd5\uff0c\u800c\u662f\u6e90\u4e8e\u66f4\u4e30\u5bcc\u7684\u8f93\u5165\u2014\u2014\u5c06\u8bc4\u5ba1\u903b\u8f91\u4ece\u201c\u4ee3\u7801\u5bf9\u4e0d\u5bf9\u201d\u63d0\u5347\u5230\u4e86\u201c\u4ee3\u7801\u662f\u5426\u7b26\u5408\u6211\u4eec\u6700\u65b0\u7684\u5171\u540c\u51b3\u5b9a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u4e8e\u201c\u4f55\u65f6\u63d2\u5634\u201d\u7684\u54f2\u5b66\u3002\u8fc7\u5ea6\u6d3b\u8dc3\u7684AI\u8bc4\u5ba1\u4f1a\u6ca6\u4e3a\u566a\u97f3\uff0c\u4fb5\u8680\u4fe1\u4efb\uff1b\u8fc7\u4e8e\u6c89\u9ed8\u5219\u5931\u53bb\u4ef7\u503c\u3002\u4ea7\u54c1\u5c06\u201c\u4ec5\u5728\u53d1\u73b0\u95ee\u9898\u65f6\u8bc4\u8bba\u201d\u8bbe\u4e3a\u9ed8\u8ba4\uff0c\u662f\u660e\u667a\u7684\u4fe1\u4efb\u6784\u5efa\u7b56\u7565\u3002\u4f46\u66f4\u6df1\u5c42\u7684\u98ce\u9669\u5728\u4e8e\uff0c\u5f53AI\u6df1\u5ea6\u878d\u5165\u51b3\u7b56\u6d41\uff0c\u53ef\u80fd\u65e0\u5f62\u4e2d\u4f7f\u56e2\u961f\u7684\u6c9f\u901a\uff08\u5982Slack\uff09\u6210\u4e3a\u4e8b\u5b9e\u4e0a\u7684\u89c4\u8303\u6765\u6e90\uff0c\u8fd9\u53ef\u80fd\u52a0\u5267\u6587\u6863\u7684\u788e\u7247\u5316\u3002\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u7cbe\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u4f5c\u4e3a\u201c\u6c89\u9ed8\u7684\u534f\u4f5c\u8005\u201d\u65e0\u7f1d\u5d4c\u5165\u5de5\u4f5c\u6d41\uff0c\u5728\u63d0\u5347\u4ee3\u7801\u4e00\u81f4\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u589e\u52a0\u8ba4\u77e5\u8d1f\u62c5\u3002\u5b83\u5356\u7684\u4e0d\u4ec5\u662f\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u79cd\u4fdd\u969c\u2014\u2014\u4fdd\u969c\u6240\u6709\u53e3\u5934\u5171\u8bc6\u90fd\u4e0d\u4f1a\u5728\u4ee3\u7801\u4e2d\u4e22\u5931\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\">Unblocked Code Review<\/span>\n <\/div>\n<div class=\"comment-content\">AI code review that sees your context, not just your diff. Unblocked draws on context from your whole repo, Slack, Jira, docs, PR history, and more. Every comment moves the conversation forward with cited sources. The result: high-signal comments you’ll actually want to implement.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been on the beta for this for several months, and it has been <em>great<\/em>. False positive rate is near zero, “oh wow, good catch by Unblocked” rate is at least 1 per day. It is much quieter – in the best possible way – than competing tools we’ve tried, it is almost always right (for us, in our codebase), <em>and<\/em> it provides actionable feedback. We were delighted when we realized it was sometimes intentionally tagging folks in comments who have worked and commented a lot on code near the change(s) under review, but hadn’t otherwise been notified about a PR. This is the most thoughtful, human-friendly UX I’ve encountered in any AI-enabled tool.<\/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\/@mfwalters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfwalters<\/a> thank you so much Matt, means a ton that you and the team are getting value and took time to post a note here.<\/p>\n<\/p>\n<p>We’ll keep shipping great product for you and the team \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mfwalters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfwalters<\/a> Thanks Matt that means a ton from someone who witnessed our progress in real-time \ud83e\udd79. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mfwalters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfwalters<\/a> , we appreciate the kind words and all the input and feedback your team has shared along the way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>Brandon, DevRel at Unblocked. We built Unblocked Code Review to give every PR the context it deserves.<\/p>\n<p>It runs automatically when you open a PR, connecting to Unblocked’s context engine to surface insights from your Slack conversations, Linear\/Jira tickets, documentation, and previous PRs. It understands your complete codebase across repositories, not just the diff.<\/p>\n<p>You can also chat with any PR to steer the review, ask questions about the codebase, or generate diagrams to understand the changes. This tremendously helps human reviewers quickly parse, understand impact, and blast radius of changes.<\/p>\n<p>Every finding validates the intent of your code change against what your team actually decided, not generic rules.<\/p>\n<p>I’m curious, what’s your biggest code review pain point?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the <strong>context-first<\/strong> layer powering smarter AI code reviews.<\/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> Thanks, <a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> ! Context makes for great code reviews, just like if a Sr. engineer reviews your diff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Pulling in larger codebase\/product\/org context makes so much sense. Can’t wait to try this 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattfogel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattfogel<\/a> thanks! We’d greatly value your feedback on the product considering you’ve shipped at every scale of company size \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hey Brandon, that line about validating intent against what the team actually decided, not generic rules, is a good insight. Was there a specific PR where you approved something that looked fine in the diff but totally missed context from a Slack thread or ticket?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> there’s tons of times at previous companies where I’ve worked on something that shipped only to find out that a late night Slack thread conversation had decided we should no longer do it. Teams are even more dynamic these days with claude code help push up PRs so getting the business logic and intent of a code change right is even more important.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Hard part with AI PR review is staying quiet. Only comment when issues are found in Unblocked Code Review is a good default. How do you decide when to chime in, and can teams cap comments per PR? That’s the restraint that earns trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FM5QGW6HQCI5TM\" class=\"app-title\">Postproxy<\/a><\/p>\n<div class=\"one-liner\">One API to publish to Instagram, TikTok, Youtube and others<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Postproxy\u4e3a\u9700\u8981\u5927\u89c4\u6a21\u81ea\u52a8\u5316\u53d1\u5e03\u5185\u5bb9\u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00API\uff0c\u89e3\u51b3\u4e86\u8de8\u793e\u4ea4\u5e73\u53f0\u53d1\u5e03\u65f6\u9762\u4e34\u7684API\u5dee\u5f02\u5927\u3001\u5ba1\u6838\u6d41\u7a0b\u7e41\u7410\u3001\u72b6\u6001\u7ba1\u7406\u590d\u6742\u7b49\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\/9a58bff9-8ec4-404a-8681-982a18023a3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f650545d-8b13-470c-8feb-f2f30e019ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a117d76-8c12-4be0-aeb5-7578ffe1c35d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86fcad97-d8db-4c49-ba9a-1e6f70d503a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffc63842-6842-46da-a70b-d5f353232baa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6451a6c3-a709-4d4e-b6d5-8410b8d2005c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a215edf-1a71-41cb-a9bb-6004bd515626.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\">Social Media<\/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\">\u793e\u4ea4\u53d1\u5e03API<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">API\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8c03\u5ea6\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\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>\u521b\u59cb\u4eba\u81ea\u8ff0\u4e86\u4ece\u5185\u90e8\u9700\u6c42\u5230\u4ea7\u54c1\u5316\u7684\u75db\u70b9\uff0c\u5f15\u53d1\u5171\u9e23\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u5728\u4ea7\u54c1\u5982\u4f55\u5904\u7406\u90e8\u5206\u5931\u8d25\u3001\u9759\u9ed8\u4fee\u6539\u7b49\u8fb9\u7f18\u573a\u666f\uff0c\u8be2\u95ee\u662f\u5426\u652f\u6301\u8bc4\u8bba\/\u6570\u636e\u8bfb\u53d6\u7b49\u6269\u5c55\u529f\u80fd\uff0c\u4ee5\u53ca\u5730\u7406\u5b9a\u4f4d\u53d1\u5e03\u7b49\u5177\u4f53\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Postproxy\u7684\u672c\u8d28\uff0c\u662f\u5c06\u793e\u4ea4\u5a92\u4f53\u751f\u6001\u7684\u201c\u788e\u7247\u5316\u5408\u89c4\u6210\u672c\u201d\u548c\u201c\u4e0d\u7a33\u5b9a\u8fde\u63a5\u6210\u672c\u201d\u8fdb\u884c\u6807\u51c6\u5316\u5c01\u88c5\u4e0e\u8f6c\u5ac1\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684API\u805a\u5408\u2014\u2014\u8fd9\u5728\u6280\u672f\u4e0a\u5e76\u65e0\u4e0d\u53ef\u903e\u8d8a\u7684\u9e3f\u6c9f\u2014\u2014\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u201c\u7f13\u51b2\u5c42\u201d\u548c\u201c\u5408\u89c4\u4ee3\u7406\u201d\u6240\u627f\u62c5\u7684\u8fd0\u8425\u4e0e\u98ce\u9669\u6d88\u5316\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u56e2\u961f\u7684\u4eb2\u8eab\u7ecf\u5386\u7cbe\u51c6\u547d\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u5185\u5bb9\u81ea\u52a8\u5316\u7684\u771f\u5b9e\u7a98\u5883\uff1a\u5404\u5e73\u53f0\u5ba1\u6838\u5468\u671f\u4e0d\u4e00\u3001\u89c4\u5219\u9ed1\u76d2\u3001API\u884c\u4e3a\u8be1\u5f02\uff08\u5982LinkedIn\u9759\u9ed8\u622a\u65ad\u6587\u672c\uff09\u3002\u8fd9\u4e9b\u975e\u6280\u672f\u56e0\u7d20\u6d88\u8017\u7684\u7814\u53d1\u4e0e\u8fd0\u8425\u6210\u672c\uff0c\u5f80\u5f80\u8fdc\u8d85\u63a5\u53e3\u8c03\u7528\u672c\u8eab\u7684\u5f00\u53d1\u3002Postproxy\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u6b63\u662f\u5c06\u8fd9\u4e9b\u4e0d\u53ef\u9884\u6d4b\u7684\u3001\u975e\u6838\u5fc3\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u4ea7\u54c1\u5316\uff0c\u8ba9\u5ba2\u6237\uff08\u5982AI\u5185\u5bb9\u751f\u6210\u5e73\u53f0\uff09\u80fd\u805a\u7126\u4e8e\u81ea\u8eab\u6838\u5fc3\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u6df1\u5ea6\u4f9d\u8d56\u5404\u5927\u5e73\u53f0\u7684API\u653f\u7b56\u7a33\u5b9a\u6027\uff0c\u81ea\u8eab\u6210\u4e3a\u4e86\u4e00\u4e2a\u201c\u98ce\u9669\u7684\u96c6\u4e2d\u70b9\u201d\uff0c\u4efb\u4f55\u4e00\u5bb6\u4e3b\u6d41\u5e73\u53f0\uff08\u5982Meta\uff09\u7684\u91cd\u5927API\u53d8\u66f4\u90fd\u53ef\u80fd\u4f7f\u5176\u67b6\u6784\u627f\u538b\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8fb9\u7f18\u60c5\u51b5\uff08\u5982\u53d1\u5e03\u540e\u9759\u9ed8\u62d2\u7edd\uff09\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u670d\u52a1\u53ef\u9760\u6027\u7684\u6838\u5fc3\u2014\u2014\u5b83\u80fd\u5426\u6784\u5efa\u6bd4\u5ba2\u6237\u81ea\u7814\u66f4\u5065\u58ee\u7684\u9519\u8bef\u76d1\u63a7\u4e0e\u91cd\u8bd5\u673a\u5236\uff1f\u6700\u540e\uff0c\u5176\u5b9a\u4f4d\u5728\u201c\u53d1\u5e03\u201d\u8fd9\u4e00\u5355\u70b9\u529f\u80fd\uff0c\u867d\u4e13\u6ce8\u4f46\u573a\u666f\u504f\u7a84\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8bc4\u8bba\u4e92\u52a8\u201d\u548c\u201c\u6570\u636e\u8bfb\u53d6\u201d\u7684\u8be2\u95ee\uff0c\u5df2\u9690\u7ea6\u89e6\u53ca\u5176\u589e\u957f\u8fb9\u754c\uff1a\u662f\u575a\u5b88\u53ef\u9760\u7684\u53d1\u5e03\u7ba1\u9053\uff0c\u8fd8\u662f\u88ab\u8feb\u5411\u66f4\u5168\u9762\u7684\u793e\u4ea4API\u4e2d\u53f0\u6f14\u8fdb\uff1f\u540e\u8005\u5c06\u76f4\u63a5\u9762\u5bf9\u66f4\u5f3a\u5927\u7684\u751f\u6001\u73a9\u5bb6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPostproxy\u662f\u4e00\u4e2a\u5728\u7ec6\u5206\u7f1d\u9699\u4e2d\u8bde\u751f\u7684\u3001\u6781\u5177\u73b0\u5b9e\u610f\u4e49\u7684B2D\u4ea7\u54c1\u3002\u5b83\u4e0d\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u901a\u8fc7\u964d\u4f4e\u73b0\u6709\u9700\u6c42\u7684\u5b9e\u73b0\u4e0e\u7ef4\u62a4\u6210\u672c\u6765\u83b7\u53d6\u4ef7\u503c\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u5de5\u7a0b\u56e2\u961f\u80fd\u5426\u5c06\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u7684\u201c\u6df7\u6c8c\u201d\u8f6c\u5316\u4e3a\u81ea\u8eab\u58c1\u5792\u6781\u9ad8\u7684\u3001\u7a33\u5b9a\u5982\u6c34\u7535\u7164\u7684\u57fa\u7840\u670d\u52a1\u3002\u8fd9\u6761\u8def\uff0c\u6ce8\u5b9a\u662f\u573a\u8270\u82e6\u7684\u8fd0\u7ef4\u9a6c\u62c9\u677e\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\">Postproxy<\/span>\n <\/div>\n<div class=\"comment-content\">Postproxy is a unified publishing API for social networks. Built for developers who automate content at scale. One endpoint, explicit states, built-in retries. And scheduling, of course.<\/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>When we started building 64ads (an AI-driven platform for generating marketing assets at scale), we genuinely thought publishing would be the trivial part. Like, “we’ll just hit the API at the end and call it done.” <\/p>\n<p>Turns out we massively underestimated what “just integrate publishing” actually means:<br \/>\n– Each platform has its own app review process (some take weeks)<br \/>\n– Each has different verification requirements before you can even post<br \/>\n– Twitter’s API works completely differently from LinkedIn’s, which is nothing like Instagram’s<br \/>\n– Rate limits aren’t just “requests per hour” \u2013 they’re nested, conditional, and platform-specific<br \/>\n– Orchestrating all of this together so that partial failures don’t cascade? Way more tricky than we expected.<\/p>\n<p>We ended up spending weeks on what was supposed to be a side quest. Our product is about AI content generation – that’s where we wanted our focus to be. Instead, we were stuck dealing with app reviews and debugging why LinkedIn would trim the text in the middle.<\/p>\n<p>So, we decided to make it a separate product – Postproxy – and today we’re launching with 7 platforms (Twitter, LinkedIn, Facebook, Instagram, YouTube, Threads, TikTok) and three ways to integrate: REST API, n8n community node, or MCP server for AI agents.<\/p>\n<p>Would love to hear if anyone else has felt this pain. What broke your automation? Platform oddities? The gap between “API says ok” and “actually published”?<\/p>\n<p>Happy to answer any technical questions about how we handle the messy reality of multi-platform publishing<\/p>\n<p>Cheers,<br \/>\nDmitry<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Splitting publishing into a dedicated layer makes a lot of sense given how inconsistent and fragile platform APIs can be. How does Postproxy handle partial failures or edge cases, like when one platform silently modifies content or rejects a post after initially accepting the request?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool to see dev friendly scheduling tool – congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/postproxy\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"postproxy\" target=\"_blank\" rel=\"noopener\">@Postproxy<\/a> hi team! great launch, congrats! wondering how do you handle posting content to different geos? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Hi Anton, thank you!<br \/>We currently treat geo targeting as an upstream concern and focus on publishing, while regional content variants are usually resolved before the API call.<\/p>\n<p>We don\u2019t expose geo-gating controls yet, but I would love to learn more about your use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the API-first one-api approach. Is it just for posting or we can comment, read stats, etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a>, thanks! <\/p>\n<p>Our core focus is on reliably getting content out to platforms, not managing conversations. That said, for some platforms, we do support limited extras where it makes sense. For example, adding a first comment on publication is <a href=\"https:\/\/www.postproxy.dev\/reference\/platform-parameters\/#using-platform-parameters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">available for Instagram<\/a>.<\/p>\n<p>We also regularly collect post-level statistics. Those are available both via the API and in the app, so you can monitor performance after publishing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HTSKVUDHRDPDC2\" class=\"app-title\">Multitui<\/a><\/p>\n<div class=\"one-liner\">Sandbox claude code, codex, or any TUI on macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Multitui\u662f\u4e00\u6b3emacOS\u5e94\u7528\u5de5\u5382\uff0c\u53ef\u5c06\u4efb\u4f55\u7ec8\u7aef\u6587\u672c\u754c\u9762\u7a0b\u5e8f\u6253\u5305\u6210\u72ec\u7acb\u7684\u3001\u53ef\u6c99\u76d2\u5316\u7684\u539f\u751f\u5e94\u7528\uff0c\u4e3a\u8fd0\u884cAI\u7f16\u7801\u52a9\u624b\u7b49\u5de5\u5177\u63d0\u4f9b\u4e86\u8f7b\u91cf\u7ea7\u3001\u53ef\u63a7\u7684\u5b89\u5168\u9694\u79bb\u73af\u5883\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4eab\u53d7TUI\u4fbf\u5229\u6027\u65f6\u9762\u4e34\u7684\u5b89\u5168\u4e0e\u73af\u5883\u6c61\u67d3\u987e\u8651\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\/14594ec3-d02d-4984-9328-2af00d9ca7f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81a5c285-8c2d-40ef-945b-e81168a96e26.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\/9ae387ec-ce38-4e8d-91e7-8da4bcb583be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb5c2ae4-685c-4830-ab8e-75f71ddc970b.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\/61ffb512-045b-45af-a94f-072d0d039d89.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\/a9051e71-d094-40f2-8944-c3cb5e4c62d2.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\/ee50b085-e77a-42ee-ae55-77d359d3be6c.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\">Mac<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u6c99\u76d2\u9694\u79bb\u7406\u5ff5\u4e0e\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u6bd4\u5bb9\u5668\/\u865a\u62df\u673a\u65b9\u6848\u66f4\u4fbf\u6377\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u589e\u52a0\u7f51\u7edc\u6c99\u76d2\u529f\u80fd\u4ee5\u9632\u4ee3\u7801\/\u5bc6\u94a5\u6cc4\u9732\uff1b\u8be2\u95ee\u65e5\u5fd7\u8fc7\u6ee4\u3001\u89c4\u5219\u7c92\u5ea6\u3001\u53ef\u590d\u7528\u89c4\u5219\u96c6\u4ee5\u53ca\u662f\u5426\u9884\u7f6e\u5b89\u5168\u9884\u8bbe\uff08\u5982\u4ec5\u4ed3\u5e93\u5199\u5165\u3001\u65e0\u7f51\u7edc\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Multitui\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5728\u201c\u7edd\u5bf9\u5b89\u5168\u201d\u7684\u6c89\u91cd\u67b7\u9501\u548c\u201c\u88f8\u5954\u8fd0\u884c\u201d\u7684\u4fbf\u5229\u6027\u4e4b\u95f4\u505a\u5355\u9009\u9898\uff0c\u800c\u662f\u7528\u6781\u81f4\u7684\u201c\u573a\u666f\u5316\u5c01\u88c5\u201d\u548c\u201c\u6e10\u8fdb\u5f0f\u6c99\u76d2\u201d\u627e\u5230\u4e86\u4e00\u4e2a\u5de7\u5999\u7684\u5e73\u8861\u70b9\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u521b\u9020\u4e86\u65b0\u7684\u5b89\u5168\u6280\u672f\uff0c\u800c\u662f\u5c06macOS\u5e95\u5c42\u7684sandbox-exec\u7b49\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u573a\u666f\u5316\uff0c\u7cbe\u51c6\u5207\u4e2d\u4e86AI\u7f16\u7801\u4ee3\u7406\uff08Claude Code\u3001Codex\u7b49\uff09\u666e\u53ca\u540e\u6d8c\u73b0\u7684\u65b0\u75db\u70b9\u2014\u2014\u7528\u6237\u65e2\u60f3\u4eab\u53d7\u5176\u5f3a\u5927\u7f16\u7801\u80fd\u529b\uff0c\u53c8\u5bf9\u5176\u53ef\u80fd\u8bfb\u53d6\u654f\u611f\u6587\u4ef6\u3001\u6cc4\u9732\u5bc6\u94a5\u6216\u6c61\u67d3\u73af\u5883\u5fc3\u5b58\u5fcc\u60ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0e\u52a8\u8f84\u9700\u8981\u914d\u7f6e\u5bb9\u5668\u6216\u865a\u62df\u673a\u7684\u65b9\u6848\u76f8\u6bd4\uff0cMultitui\u7684\u201c\u4e00\u4e2aTUI\uff0c\u4e00\u4e2aApp\u201d\u7406\u5ff5\u964d\u4f4e\u4e86\u5b89\u5168\u4f7f\u7528\u7684\u5fc3\u7406\u548c\u6280\u672f\u95e8\u69db\u3002\u5b83\u5c06\u5b89\u5168\u63a7\u5236\u4ece\u201c\u57fa\u7840\u8bbe\u65bd\u5c42\u201d\u63d0\u5347\u5230\u4e86\u201c\u5e94\u7528\u5c42\u201d\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u4ee5\u5e94\u7528\u89c6\u89d2\u7ba1\u7406\u6743\u9650\uff1a\u4e3a\u6bcf\u4e2aAI\u52a9\u624b\u6216\u9879\u76ee\u521b\u5efa\u4e13\u5c5e\u5e94\u7528\uff0c\u5e76\u901a\u8fc7\u5b9e\u65f6\u65e5\u5fd7\u89c2\u5bdf\u3001\u52a8\u6001\u6dfb\u52a0\u89c4\u5219\u6765\u6784\u5efa\u6700\u5c0f\u6743\u9650\u96c6\u3002\u8fd9\u79cd\u201c\u6240\u89c1\u5373\u6240\u63a7\u201d\u7684\u4ea4\u4e92\uff0c\u5c06\u4f20\u7edf\u6666\u6da9\u7684\u5b89\u5168\u7b56\u7565\u8c03\u8bd5\u53d8\u6210\u4e86\u53ef\u611f\u77e5\u3001\u53ef\u64cd\u4f5c\u7684\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7248\u672c\u4e5f\u66b4\u9732\u4e86\u5173\u952e\u77ed\u677f\uff1a\u7f3a\u4e4f\u7f51\u7edc\u6c99\u76d2\u3002\u5728AI\u4ee3\u7406\u9891\u7e41\u8c03\u7528\u7f51\u7edcAPI\u7684\u5f53\u4e0b\uff0c\u4ec5\u6587\u4ef6\u7cfb\u7edf\u9694\u79bb\u662f\u4e0d\u5b8c\u6574\u7684\u3002\u6b63\u5982\u7528\u6237\u7280\u5229\u6307\u51fa\u7684\uff0c\u771f\u6b63\u7684\u98ce\u9669\u5f80\u5f80\u662f\u201c\u6cc4\u9732\u201d\u800c\u975e\u201c\u7834\u574f\u201d\u3002\u56e0\u6b64\uff0c\u5176\u627f\u8bfa\u4e2d\u7684\u7f51\u7edc\u6c99\u76d2\uff0c\u7279\u522b\u662f\u9488\u5bf9\u5bc6\u94a5\u6cc4\u9732\u548c\u4ee3\u7801\u5916\u4f20\u7684\u542f\u53d1\u5f0f\u9632\u62a4\uff0c\u5c06\u662f\u9a8c\u8bc1\u5176\u4ea7\u54c1\u613f\u666f\u80fd\u5426\u95ed\u73af\u7684\u5173\u952e\u3002\u82e5\u80fd\u5b9e\u73b0\uff0c\u5b83\u5c06\u4ece\u4e00\u4e2a\u201c\u597d\u7528\u7684\u5c01\u88c5\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u53ef\u4fe1\u7684AI\u5de5\u4f5c\u533a\u201d\u5165\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cMultitui\u662f\u201cUnix\u54f2\u5b66\u201d\u5728AI\u65f6\u4ee3\u7684\u4f18\u96c5\u4f53\u73b0\uff1a\u6bcf\u4e2a\u5de5\u5177\u505a\u597d\u4e00\u4ef6\u4e8b\uff0c\u5e76\u901a\u8fc7\u7ec4\u5408\u521b\u9020\u5f3a\u5927\u80fd\u529b\u3002\u5b83\u8ba9TUI\u7a0b\u5e8f\u83b7\u5f97\u4e86\u63a5\u8fd1GUI\u5e94\u7528\u7684\u4f53\u9a8c\u4e0e\u7ba1\u7406\u7c92\u5ea6\uff0c\u8fd9\u6216\u8bb8\u4f1a\u50ac\u751f\u4e00\u79cd\u65b0\u7684\u8f6f\u4ef6\u4f7f\u7528\u8303\u5f0f\u2014\u2014\u5c24\u5176\u662f\u5f53AI\u4ee3\u7406\u65e5\u76ca\u6210\u4e3a\u6211\u4eec\u6570\u5b57\u8eab\u4f53\u7684\u5ef6\u4f38\u65f6\uff0c\u4e3a\u5176\u914d\u5907\u4e00\u4e2a\u53ef\u5b9a\u5236\u3001\u53ef\u89c2\u5bdf\u3001\u53ef\u7ea6\u675f\u7684\u201c\u6570\u5b57\u9798\u58f3\u201d\uff0c\u6216\u8bb8\u4f1a\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u6807\u914d\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\">Multitui<\/span>\n <\/div>\n<div class=\"comment-content\">Multitui is a macOS app factory that generates individual terminal apps for TUI programs, with optional sandbox. Create dedicated native apps for claude code, codex, gemini, lazygit, harlequin, or any TUI.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I made Multitui to control the sandbox of coding agents easily without changing my dev environment (no special container or VM). There’s no configuration required in your local dev environment… just launch ClaudeCode.app instead of claude in your general terminal. Containers and VMs can be useful, but I always have a bunch of projects going and those solutions feel heavy.<\/p>\n<p>Multitui creates single-purpose macOS apps for any terminal app, with optional sandbox. It uses the built-in macOS sandbox-exec along with log monitoring to give you an easy UI to manage rules, see what’s being blocked, and add rules as you observe files that need to be allowed.<\/p>\n<p>The apps you create are highly customizable and provide many native macOS integrations (document-based app model, Finder integration, global shortcut, etc). It’s built with Swift, so it’s fast and lightweight.<\/p>\n<p>I also like the idea of TUIs being first-class apps, like what Omarchy did on linux. It helps me context-switch better than cycling through ten similar-looking tabs in Ghostty.<\/p>\n<p>It’s free in beta and free for personal use forever!<\/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\/@davidcann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidcann<\/a> Hi David. Congrats on the launch! What tools or workflows do you recommend for developers using Multitui?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the <strong>sandboxed<\/strong> TUI app factory approach on macOS.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks! I’m thinking about adding network sandboxing to prevent code and secrets stealing, like Little Snitch, but more fine-grained. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 sandbox-exec approach feels like the right level of isolation for coding agents without the overhead of containers. I especially like the log monitoring UI for observing blocked actions in real time. Does the log view support filtering or searching through past blocked events? When debugging why an agent failed mid-task, being able to quickly trace which specific file or syscall was denied would be really useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what vibe coding needs – the sandbox approach is smart. Been seeing too many people run coding agents with full system access, not realizing what can be exfiltrated. The network sandboxing idea for preventing secrets theft would be huge. Most security issues I’ve seen in AI-generated code aren’t runtime vulns – they’re leaky APIs, hardcoded creds, or packages that phone home.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thanks, I agree that protecting against secrets leaking will be useful and may be the best starting point for the network sandbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the idea of giving coding agents a controlled execution environment. One question from a standards\/consistency perspective: how granular can the sandbox rules be? Do you allow defining reusable rule sets or patterns for file access, so the agent behaves consistently across different projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dris_keddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dris_keddy<\/a> The rules are pretty granular and are per-app that you create, like the Claude Code app template has rules for paths that Claude Code needs (~\/.claude\/*, etc), then when you open a project folder, claude has write access to your project folder. This makes the Claude Code app reusable for multiple projects.<\/p>\n<\/p>\n<p>However, if you have a more complicated project with several folders, you can create an app (like <a href=\"https:\/\/ComplicatedProject.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ComplicatedProject.app<\/a>) dedicated to just that project and very specific rules (including regex!) for that app… you would set the default working directory to `~\/complicatedproject` and the command field to `claude`.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Launching ClaudeCode.app instead of claude is such a clean workflow. Seeing sandbox-exec blocks and adding rules as you go feels like the right balance. Does Multitui ship with presets like repo-only writes and no-network? Safe defaults make this easy to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Yes to repo-only writes… only the folder that you open has write access. By default, everything else in your user folder is invisible to claude\/codex (not even read-only).<\/p>\n<\/p>\n<p>Network sandboxing is not implemented yet, but it’s the next big feature. Right now, third-party network filtering apps like Little Snitch work, since you can target it as a dedicated app rather than blocking iterm2 or ghostty. I’m planning some more nuanced network sandboxing, like preventing secrets from leaking and heuristics for preventing code exfiltration. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DGESREUKRVDIFD\" class=\"app-title\">Camzy<\/a><\/p>\n<div class=\"one-liner\">Export Tesla dashcam video with driving data overlaid<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Camzy\u662f\u4e00\u6b3e\u4e3a\u7279\u65af\u62c9\u8f66\u4e3b\u8bbe\u8ba1\u7684\u89c6\u9891\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u5730\u56fe\u6d4f\u89c8\u3001\u591a\u6444\u50cf\u5934\u540c\u6b65\u56de\u653e\u548c\u6570\u636e\u53e0\u52a0\u5bfc\u51fa\uff0c\u5728\u9700\u8981\u5feb\u901f\u67e5\u627e\u3001\u5907\u4efd\u6216\u63d0\u4ea4\u4fdd\u9669\/\u4e8b\u6545\u8bc1\u636e\u65f6\uff0c\u5c06\u7e41\u7410\u7684\u884c\u8f66\u8bb0\u5f55\u4eea\u89c6\u9891\u56de\u987e\u6d41\u7a0b\u7b80\u5316\u4e3a\u9ad8\u6548\u5de5\u4f5c\u6d41\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\/766c7984-d66f-4fb0-9640-d6c2b8bf02c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5782e8d8-91a1-4264-ba7f-2f4a9b384357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fde7c6d-eacb-4243-8839-85fd58ae8dcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd06ba4a-7d4b-49d3-a751-fd379377ece8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8959e4e-7ddb-4a4d-84b4-2d4655684d12.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59be67e6-04f1-44fc-a62b-5f6f109e4cb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eaea7f7-a92e-4435-b781-6f6bec93f103.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce77f395-a889-45e5-a2ce-6af5f0cd8c94.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\/69a12d98-a614-4370-808b-1d83df01ebb6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/P10xhOBvAhM\u201d\"><source src=\"https:\/\/www.youtube.com\/shorts\/P10xhOBvAhM\u201d\" 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\">GPS<\/span><br \/>\n <span class=\"tag\">Video cameras<\/span><br \/>\n <span class=\"tag\">Electric Cars<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7279\u65af\u62c9\u4e13\u7528\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u8f66\u8bb0\u5f55\u4eea\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u9a7e\u9a76\u6570\u636e\u53e0\u52a0<\/span><br \/>\n <span class=\"tag\">\u591a\u6444\u50cf\u5934\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4fdd\u9669\u53d6\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6c7d\u8f66\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8f66\u4e3b\u5fc5\u5907<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\uff08\u5982\u4e8b\u6545\u53d6\u8bc1\uff09\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u8bf4\u660e\u4e86\u5f00\u53d1\u521d\u8877\u4e0e\u6838\u5fc3\u529f\u80fd\u3002\u6709\u7528\u6237\u8be2\u95eeGPS\u6570\u636e\u7cbe\u5ea6\u53ca\u4e0e\u4fdd\u9669\u516c\u53f8\u5171\u4eab\u6570\u636e\u7684\u53ef\u80fd\u6027\uff0c\u8fd9\u662f\u6f5c\u5728\u7684\u529f\u80fd\u5ef6\u4f38\u70b9\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 Camzy\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u88ab\u5ffd\u89c6\u7684\u201c\u5de5\u5177\u6027\u75db\u70b9\u201d\uff1a\u5c06\u7279\u65af\u62c9\u539f\u751f\u884c\u8f66\u8bb0\u5f55\u7cfb\u7edf\u4ea7\u751f\u7684\u6d77\u91cf\u788e\u7247\u5316\u89c6\u9891\uff0c\u8f6c\u5316\u4e3a\u53ef\u88ab\u9ad8\u6548\u68c0\u7d22\u3001\u7406\u89e3\u548c\u4f7f\u7528\u7684\u201c\u7ed3\u6784\u5316\u8bc1\u636e\u201d\u6216\u201c\u8bb0\u5fc6\u8f7d\u4f53\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u6570\u636e\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u6709\u6570\u636e\u6d41\u7684\u4e8c\u6b21\u52a0\u5de5\u548c\u8d4b\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u8f66\u673a\u7cfb\u7edf\u672c\u8eab\u7684\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u4e8b\u540e\u5904\u7406\u201d\u8fd9\u4e2a\u66f4\u590d\u6742\u3001\u66f4\u8017\u65f6\u7684\u573a\u666f\u3002\u5730\u56fe\u6d4f\u89c8\u548c\u667a\u80fd\u4e8b\u4ef6\u8df3\u8f6c\u672c\u8d28\u4e0a\u662f\u4e3a\u89c6\u9891\u5efa\u7acb\u4e86\u65f6\u7a7a\u7d22\u5f15\uff0c\u89e3\u51b3\u4e86\u201c\u627e\u4e0d\u5230\u201d\u7684\u6838\u5fc3\u77db\u76fe\uff1b\u800c\u6570\u636e\u53e0\u52a0\u5bfc\u51fa\u5219\u662f\u5c06\u89c6\u9891\u4ece\u201c\u8bb0\u5f55\u201d\u5347\u7ea7\u4e3a\u201c\u62a5\u544a\u201d\uff0c\u4e3a\u5176\u5728\u4fdd\u9669\u3001\u6cd5\u5f8b\u7b49\u4e25\u8083\u573a\u666f\u4e2d\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u53ef\u4fe1\u5ea6\u548c\u4fe1\u606f\u5bc6\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u62a4\u57ce\u6cb3\u9762\u4e34\u62f7\u95ee\u3002\u529f\u80fd\u4e0a\u4e25\u91cd\u4f9d\u8d56\u7279\u65af\u62c9\u7684\u6570\u636e\u5f00\u653e\u63a5\u53e3\uff0c\u81ea\u8eab\u53ef\u66ff\u4ee3\u6027\u8f83\u5f3a\u3002\u5f53\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u4f53\u9a8c\u5353\u8d8a\u7684\u201c\u529f\u80fd\u8865\u4e01\u201d\uff0c\u800c\u975e\u5e73\u53f0\u3002\u7528\u6237\u5173\u4e8e\u6570\u636e\u7cbe\u5ea6\u548c\u5171\u4eab\u7684\u8bc4\u8bba\uff0c\u6070\u6070\u6307\u5411\u4e86\u5176\u4ef7\u503c\u7eb5\u6df1\u2014\u2014\u80fd\u5426\u4ece\u201c\u4e2a\u4eba\u67e5\u770b\u5de5\u5177\u201d\u53d1\u5c55\u4e3a\u201c\u4fdd\u9669\u7406\u8d54\u534f\u4f5c\u5e73\u53f0\u201d\uff1f\u8fd9\u9700\u8981\u6784\u5efa\u6570\u636e\u9a8c\u8bc1\u4f53\u7cfb\u5e76\u5efa\u7acb\u884c\u4e1a\u8fde\u63a5\u3002\u6b64\u5916\uff0c\u5176\u7528\u6237\u57fa\u6570\u5929\u7136\u53d7\u9650\u4e8e\u7279\u65af\u62c9\u8f66\u4e3b\u89c4\u6a21\uff0c\u589e\u957f\u5929\u82b1\u677f\u660e\u663e\u3002\u8981\u60f3\u7a81\u7834\uff0c\u6216\u9700\u6a2a\u5411\u517c\u5bb9\u5176\u4ed6\u54c1\u724c\u8f66\u578b\uff0c\u6216\u7eb5\u5411\u6df1\u5316\u4e0e\u8f66\u540e\u670d\u52a1\u751f\u6001\u7684\u6574\u5408\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u5f53\u4e0b\u75db\u70b9\u51fa\u8272\u7684\u201c\u5229\u57fa\u6548\u7387\u5de5\u5177\u201d\uff0c\u4f46\u8981\u4ece\u201c\u597d\u7528\u201d\u8d70\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u4ecd\u9700\u5728\u751f\u6001\u4f4d\u4e2d\u5bfb\u627e\u66f4\u575a\u56fa\u7684\u7acb\u8db3\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Camzy<\/span>\n <\/div>\n<div class=\"comment-content\">Reviewing TeslaCam footage shouldn\u2019t be a chore. Camzy is built for Tesla owners who need clarity and control. The built-in Tesla player works for quick checks. Camzy goes further: \ud83c\udfa5 6-camera synced playback with driving data \ud83d\uddfa\ufe0f Map-based browsing to find clips instantly \u26a1 Smart jumps to Sentry and Dashcam events \ud83d\udce6 Batch backup and deletion \ud83d\udc8e Clean exports with timestamp and speed overlays From insurance claims to road trip memories, Camzy makes TeslaCam effortless.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My wife needs this for all her accidents \ud83d\ude02<\/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\/@notrab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@notrab<\/a> \ud83d\ude02 Totally get it \u2014 real life with a partner is full of surprises.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Hello Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m JohnFu, co-founder of Camzy.<\/p>\n<p>My co-founder <a href=\"https:\/\/www.producthunt.com\/@vibrissa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibrissa<\/a> and I are both Tesla owners, and reviewing TeslaCam footage was always more painful than it should be\u2014small screens, slow scrubbing, and way too much guessing just to find one moment. Especially when you actually need the clip, like for an insurance claim or police report.<\/p>\n<p>We built Camzy to feel native on iPhone and turn that \u201cslow task\u201d into a 10-second workflow\u2014using things like map-based browsing, synced multi-camera playback, and batch exports.<\/p>\n<p>Why we use Camzy ourselves:<br \/>\ud83c\udfa5 6-camera synced playback with driving data <br \/>\ud83d\uddfa\ufe0f Map-based browsing to find clips instantly <br \/>\u26a1 Smart jumps to Sentry and Dashcam events <br \/>\ud83d\udce6 Batch backup and deletion <br \/>\ud83d\udc8e Clean exports with timestamp and speed overlays<\/p>\n<p>We\u2019re still early and actively iterating. If you use TeslaCam, we\u2019d love to hear what frustrates you most\u2014or what you wish existed. We\u2019ll be around all day to chat and answer questions.<\/p>\n<p>Thanks so much for checking out Camzy! \ud83d\ude97\ud83d\udca8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the <strong>Tesla-first<\/strong> workflow and rich, overlaid driving context.\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@zeiki_yu Thanks!! We put a lot of effort into polishing the UI \u2014 really glad it shows \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>With Camzy, you can easily export and merge your Sentry\/Dashcam footage into a single, shareable clip like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4aef43bb-740a-4b78-bad6-6de79a486a6e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>It\u2019s that simple and intuitive.<\/strong> Beyond just merging, Camzy overlays essential driving data directly onto your video, including:<\/p>\n<ul>\n<li>\n<p>\ud83d\udd52 <strong>Timestamp & Speed<\/strong><\/p>\n<\/li>\n<li>\n<p>\ud83d\udccd <strong>GPS Location<\/strong><\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 <strong>Autopilot Status<\/strong> (AP \/ FSD \/ ACC)<\/p>\n<\/li>\n<\/ul>\n<p><strong>\ud83c\udf81 Exclusive for Product Hunt:<\/strong> Grab the PH special offer here: \ud83d\udc49 <a href=\"https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6757808104&code=PH12OFF\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Claim Your Discount<\/strong><\/a> <br \/>(Or use code: <strong>PH12OFF<\/strong>)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool app, looks very handy! What’s the accuracy of the GPS tracker? I wonder if you can share this data with insurance companies <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XMBLCPFN7C5GAD\" class=\"app-title\">Ember Mug CLI<\/a><\/p>\n<div class=\"one-liner\">Control your ember mug from the terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u547d\u4ee4\u884c\u7ec8\u7aef\u63a7\u5236Ember\u667a\u80fd\u4fdd\u6e29\u676f\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5b98\u65b9\u79fb\u52a8\u5e94\u7528\u4f53\u9a8c\u4e0d\u4f73\u3001\u9700\u9891\u7e41\u5207\u6362\u5c4f\u5e55\u7684\u75db\u70b9\uff0c\u8ba9\u6e29\u5ea6\u76d1\u63a7\u65e0\u7f1d\u878d\u5165\u7a0b\u5e8f\u5458\u7684\u5de5\u4f5c\u6d41\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff1fef73-4c5a-416d-9e9c-b971481628d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Coffee<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6781\u5ba2\u6587\u5316<\/span><br \/>\n <span class=\"tag\">\u7269\u8054\u7f51<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5448\u73b0\u4e24\u6781\uff1a\u4e00\u65b9\u9762\uff0c\u8be5\u5de5\u5177\u6781\u5177\u5438\u5f15\u529b\uff0c\u751a\u81f3\u80fd\u4fc3\u6210\u667a\u80fd\u786c\u4ef6\u7684\u8d2d\u4e70\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u6709\u7528\u6237\u6307\u51faEmber Mug\u672c\u8eab\u5b58\u5728\u8fde\u63a5\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u6b64\u95ee\u9898\u5e76\u89e3\u91ca\u5f00\u53d1\u521d\u8877\u6b63\u662f\u4e3a\u4e86\u6539\u5584\u8fde\u63a5\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 \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u4f53\u9a8c\u8865\u4e01\u201d\u800c\u975e\u6280\u672f\u9769\u547d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u63a7\u5236\u4fdd\u6e29\u676f\u201d\u8fd9\u4e2a\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u4ef7\u503c\u7528\u6237\u7fa4\u4f53\u2014\u2014\u5f00\u53d1\u8005\u2014\u2014\u7684\u7279\u5b9a\u5de5\u4f5c\u573a\u666f\u4e0e\u5ba1\u7f8e\u504f\u597d\u3002\u5b98\u65b9\u79fb\u52a8\u5e94\u7528\u7684\u7cdf\u7cd5\u4f53\u9a8c\uff0c\u8feb\u4f7f\u786c\u4ef6\u8131\u79bb\u4e86\u7528\u6237\u7684\u6838\u5fc3\u6ce8\u610f\u529b\u533a\u57df\uff08\u7535\u8111\u5c4f\u5e55\uff09\uff0c\u9020\u6210\u4e86\u4f7f\u7528\u6d41\u7a0b\u7684\u65ad\u88c2\u3002\u6b64CLI\u5de5\u5177\u901a\u8fc7\u5c06\u786c\u4ef6\u72b6\u6001\u5d4c\u5165\u5f00\u53d1\u8005\u6700\u719f\u6089\u7684\u7ec8\u7aef\u73af\u5883\uff0c\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5207\u6362\u6210\u672c\u95ee\u9898\uff0c\u66f4\u5b8c\u6210\u4e86\u4e00\u6b21\u201c\u7b26\u53f7\u5316\u201d\u7684\u5f52\u5c5e\uff1a\u5c06\u4e00\u676f\u5496\u5561\u7684\u4ee3\u7801\u5e76\u6392\u663e\u793a\uff0c\u6ee1\u8db3\u4e86\u5f00\u53d1\u8005\u5bf9\u5de5\u4f5c\u73af\u5883\u201c\u6574\u6d01\u3001\u7edf\u4e00\u3001\u5168\u6808\u53ef\u63a7\u201d\u7684\u6df1\u5c42\u5fc3\u7406\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4e5f\u8d64\u88f8\u88f8\u5730\u66b4\u9732\u4e86\u5f53\u524d\u6d88\u8d39\u7ea7\u7269\u8054\u7f51\u7684\u666e\u904d\u7a98\u5883\uff1a\u786c\u4ef6\u8fde\u63a5\u201c\u7384\u5b66\u5316\u201d\u3002\u5f00\u53d1\u8005\u5728\u56de\u590d\u4e2d\u5766\u627f\u786c\u4ef6\u672c\u8eab\u7684\u8fde\u63a5\u4e0d\u7a33\u5b9a\uff0c\u8fd9\u6070\u6070\u662f\u672c\u9879\u76ee\u5b58\u5728\u7684\u8bbd\u523a\u6027\u524d\u63d0\u2014\u2014\u7528\u6237\u9700\u8981\u4f9d\u9760\u793e\u533a\u5f00\u53d1\u8005\u7684\u975e\u5b98\u65b9\u5de5\u5177\u6765\u7a33\u5b9a\u4e00\u4e2a\u4ed8\u8d39\u786c\u4ef6\u7684\u57fa\u7840\u529f\u80fd\u3002\u8fd9\u8feb\u4f7f\u6211\u4eec\u53bb\u601d\u8003\uff0c\u5f53\u786c\u4ef6\u516c\u53f8\u65e0\u6cd5\u63d0\u4f9b\u53ef\u9760\u7684\u57fa\u7840\u4f53\u9a8c\u65f6\uff0c\u4e00\u4e2a\u6d3b\u8dc3\u7684\u5f00\u6e90\u793e\u533a\u662f\u5426\u4f1a\u6210\u4e3a\u5176\u4ea7\u54c1\u7684\u4e00\u79cd\u201c\u514d\u8d39\u552e\u540e\u7ef4\u62a4\u201d\u6e20\u9053\uff1f\u957f\u8fdc\u6765\u770b\uff0c\u8fd9\u7c7b\u9879\u76ee\u82e5\u6d41\u884c\uff0c\u56fa\u7136\u80fd\u63d0\u5347\u786c\u4ef6\u7684\u6781\u5ba2\u53e3\u7891\u548c\u7279\u5b9a\u4eba\u7fa4\u7684\u9500\u91cf\uff0c\u4f46\u4e5f\u53ef\u80fd\u53cd\u5411\u524a\u5f31\u54c1\u724c\u65b9\u4f18\u5316\u5b98\u65b9\u4f53\u9a8c\u7684\u52a8\u529b\uff0c\u5c06\u6838\u5fc3\u7528\u6237\u4f53\u9a8c\u7684\u7ef4\u62a4\u8d23\u4efb\u8f6c\u5ac1\u7ed9\u793e\u533a\u3002\u8fd9\u6b3e\u5c0f\u5de7\u7684CLI\u5de5\u5177\uff0c\u56e0\u6b64\u6210\u4e3a\u4e86\u89c2\u5bdf\u786c\u4ef6\u5382\u5546\u4e0e\u5f00\u53d1\u8005\u793e\u533a\u5171\u751f\u3001\u535a\u5f08\u5173\u7cfb\u7684\u4e00\u4e2a\u7edd\u4f73\u5fae\u89c2\u6837\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\">Ember Mug CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Ember’s mobile app isn’t great and I would prefer to see my coffee mug on the screens I am already looking at. Plus now I can put it right next to my Claude Code and it looks great. Submit issues on Github if you find any problems. Feel free to submit a PR too.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think this is the last piece of the puzzle to push me over the edge and finally buy myself the Ember Mug. \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@david_bunny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_bunny<\/a> While I’d be excited for you to use the CLI – I will say that ember mugs can be a bit flaky with connectivity (hence my attempt to smooth the experience with my own client). Do your research! \u2615<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>I also give a star to the GH repo \ud83c\udfc4\u200d\u2642\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks so much Alex! Hope you enjoy 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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T225RK5DU5CL52\" class=\"app-title\">SERA<\/a><\/p>\n<div class=\"one-liner\">Fast, accessible coding agents that adapt to any repo<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SERA\u662f\u4e00\u7cfb\u5217\u5f00\u6e90\u7684\u7f16\u7801\u667a\u80fd\u4f53\u6a21\u578b\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u201c\u8f6f\u9a8c\u8bc1\u201d\u6570\u636e\u8bad\u7ec3\u65b9\u6cd5\uff0c\u80fd\u4ee5\u6781\u4f4e\u6210\u672c\u5feb\u901f\u9002\u5e94\u4efb\u4f55\u4ee3\u7801\u4ed3\u5e93\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u9ad8\u6548\u5b9a\u5236\u7b26\u5408\u81ea\u8eab\u4ee3\u7801\u89c4\u8303\u548c\u79c1\u6709\u6846\u67b6\u7684\u7f16\u7a0b\u52a9\u624b\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\/1426b3c3-9b56-47d0-93a8-ad521c5b45b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a569ac7-260d-4e8f-942a-f1ffd634a147.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e85c6da-4a62-4ddf-b2b2-9be919ca0a8e.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\/1c2ffc4e-0747-48a9-a6ce-42bf1c0c8299.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82080ebc-098a-4370-9465-ca8a92500aff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28cfe8c3-951b-4434-94c9-e803dd03138e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5ed2d92-0db7-4ae8-82bb-fe193b5cc9f3.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\/9c44a9fa-763d-4b4f-a71e-25a443dfd98a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=LfLIi4ZR_jA\"><source src=\"https:\/\/www.youtube.com\/watch?v=LfLIi4ZR_jA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u4ee3\u7801\u5e93\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u4f4e\u8bad\u7ec3\u6210\u672c<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0bAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u8865\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5f00\u6e90\u548c\u9002\u914d\u79c1\u6709\u5e93\u7684\u4ef7\u503c\uff0c\u5e76\u5173\u6ce8\u5177\u4f53\u5b9e\u8df5\u95ee\u9898\uff1a\u5982\u4f55\u786e\u4fdd\u6a21\u578b\u9075\u5faa\u7a33\u5b9a\u7684\u4ee3\u7801\u98ce\u683c\u800c\u4e0d\u6f02\u79fb\uff1b\u5728\u5e94\u7528\u66f4\u6539\u524d\uff0cCLI\u5de5\u5177\u80fd\u5426\u6e05\u6670\u5c55\u793a\u6587\u4ef6\u53d8\u52a8\u3001\u547d\u4ee4\u6267\u884c\u548c\u6d4b\u8bd5\u7ed3\u679c\uff0c\u4ee5\u907f\u514d\u9519\u8bef\u4fee\u6539\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 SERA\u7684\u6838\u5fc3\u7a81\u7834\u5e76\u975e\u6a21\u578b\u89c4\u6a21\uff0c\u800c\u662f\u5176\u201c\u8f6f\u9a8c\u8bc1\u201d\u8bad\u7ec3\u8303\u5f0f\u6240\u63ed\u793a\u7684\u7ecf\u6d4e\u5b66\u903b\u8f91\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u5408\u6210\u6570\u636e\u8bad\u7ec3\u9ad8\u6210\u672c\u56f0\u5883\u7684\u4e00\u6b21\u7cbe\u51c6\u7a81\u56f4\u2014\u2014\u901a\u8fc7\u8bc1\u660e\u6a21\u578b\u53ef\u4ee5\u4ece\u201c\u90e8\u5206\u6b63\u786e\u201d\u7684\u4ee3\u7801\u8865\u4e01\u4e2d\u6709\u6548\u5b66\u4e60\uff0c\u5c06\u5165\u95e8\u7ea7\u590d\u73b0\u6210\u672c\u538b\u7f29\u81f3\u7ea6400\u7f8e\u5143\uff0c\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u201c\u9ad8\u8d28\u91cf\u6570\u636e\u5fc5\u987b\u7edd\u5bf9\u6b63\u786e\u201d\u7684\u56fa\u6709\u504f\u89c1\uff0c\u4e3a\u4e2d\u5c0f\u56e2\u961f\u6253\u5f00\u4e86\u5b9a\u5236\u5316\u7f16\u7801\u667a\u80fd\u4f53\u7684\u53ef\u884c\u6027\u5927\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5feb\u901f\u9002\u5e94\u4efb\u4f55\u4ed3\u5e93\u201d\u6070\u6070\u662f\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ee3\u7801\u98ce\u683c\u6f02\u79fb\u201d\u548c\u201c\u9519\u8bef\u4fee\u6539\u201d\u7684\u62c5\u5fe7\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u5de5\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u9002\u5e94\u6027\u7684\u53e6\u4e00\u9762\u662f\u53ef\u63a7\u6027\u7684\u7f3a\u5931\u3002\u6a21\u578b\u80fd\u5b66\uff0c\u4f46\u5982\u4f55\u7ea6\u675f\u5176\u5b66\u5230\u7684\u98ce\u683c\u4e0e\u56e2\u961f\u7684\u9759\u6001\u68c0\u67e5\u89c4\u5219\u3001\u63d0\u4ea4\u89c4\u8303\u4fdd\u6301\u4e00\u81f4\uff1f\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662fAI\u7f16\u7801\u52a9\u624b\u4ece\u201c\u73a9\u5177\u201d\u8fc8\u5411\u201c\u751f\u4ea7\u7ea7\u5de5\u5177\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u4fe1\u4efb\u9e3f\u6c9f\u3002\u5f00\u6e90\u6743\u91cd\u548c\u914d\u65b9\u662f\u8bda\u610f\uff0c\u4f46\u7f3a\u4e4f\u914d\u5957\u7684\u3001\u4f01\u4e1a\u7ea7\u7684\u5b89\u5168\u62a4\u680f\uff08\u5982\u7ec6\u7c92\u5ea6\u7684\u89c4\u5219\u6ce8\u5165\u63a5\u53e3\u3001\u53d8\u66f4\u9884\u89c8\u4e0e\u56de\u6eda\u673a\u5236\uff09\uff0c\u5176\u201c\u9002\u914d\u4efb\u4f55\u4ed3\u5e93\u201d\u7684\u627f\u8bfa\u5728\u590d\u6742 monorepo \u73af\u5883\u4e2d\u53ef\u80fd\u5e26\u6765\u66f4\u9ad8\u7684\u7ba1\u7406\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cSERA\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u6210\u672c\u6548\u76ca\u7684\u201c\u57fa\u5ea7\u201d\uff0c\u4f46\u5176\u6700\u7ec8\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u5b83\u6784\u5efa\u8d77\u4e00\u5957\u5b8c\u6574\u7684\u3001\u53ef\u4fe1\u7684\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u806a\u660e\u7684\u6a21\u578b\u3002\u5b83\u964d\u4f4e\u4e86\u5165\u573a\u95e8\u69db\uff0c\u4f46\u62ac\u9ad8\u4e86\u5de5\u7a0b\u5316\u96c6\u6210\u7684\u9690\u6027\u95e8\u69db\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\">SERA<\/span>\n <\/div>\n<div class=\"comment-content\">SERA is a family of open coding models (8B, 14B, 32B) trained with a new efficient method. SERA learns from “soft-verified” data, drastically reducing training costs. Easily adaptable to private codebases. Open weights, data & recipes.<\/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>SERA (Soft-verified Efficient Repository Agents) is the latest from Ai2’s Open Coding Agents project. They just updated it with a new 14B model and refreshed datasets.<\/p>\n<p>Two technical points make this approach interesting:<\/p>\n<p>First, SERA proves that models can learn effectively from “partially correct” patches\u2014much like humans learning through debugging. This insight pushes synthetic data costs down significantly, with entry-level reproduction costing just ~$400.<\/p>\n<p>Second, for teams with private codebases or specific internal frameworks, this is a solid option. You can specialize these models to your own stack efficiently.<\/p>\n<p>Since they released everything (weights, data, recipe), it is a great resource if you want to build custom agents!<\/p>\n<p><a href=\"https:\/\/timdettmers.com\/2026\/01\/27\/building-open-coding-agent-sera\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">This post<\/a>, written by <a href=\"https:\/\/www.producthunt.com\/@tim_dettmers\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tim_dettmers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dettmers<\/a>, covers the story behind building SERA.<\/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\/@tim_dettmers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dettmers<\/a>  Congrats on the launch! What advice would you give to a developer or small team trying to fine-tune a SERA agent on their own codebase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the release \u2014 impressive work. I\u2019m curious from a standards\/consistency perspective: when SERA adapts to a new repo, how do you ensure it follows stable patterns instead of drifting between different coding styles? Is there any way to define explicit rules or constraints the model must follow during generation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Spent half a day undoing an agent change in the wrong monorepo package. SERA being open source and built to adapt to any repo is a strong start. Does the CLI show files touched, commands run, and tests passed before I apply a patch? That’s the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice tool ! I need ot check that ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/RKECGLI52YAB6H\" class=\"app-title\">GitGuessr<\/a><\/p>\n<div class=\"one-liner\">Train code reading skills in a GeoGuessr-like game<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eGeoGuessr\u5f0f\u7f16\u7a0b\u6e38\u620f\uff0c\u901a\u8fc7\u5c06\u73a9\u5bb6\u201c\u7a7a\u6295\u201d\u81f3\u771f\u5b9eGitHub\u4ed3\u5e93\u7684\u968f\u673a\u4ee3\u7801\u4f4d\u7f6e\u5e76\u9690\u85cf\u90e8\u5206\u4ee3\u7801\uff0c\u5728\u6e38\u620f\u5316\u573a\u666f\u4e2d\u8bad\u7ec3\u5f00\u53d1\u8005\u5feb\u901f\u9605\u8bfb\u548c\u7406\u89e3\u964c\u751f\u4ee3\u7801\u5e93\u7684\u80fd\u529b\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\/e7d4b0e8-7574-443a-88a1-721a91e9d2cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cb4dd06-a3d8-4175-9711-542a6523ddd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9f13815-7640-42d3-8b0d-d13efc8fc6d6.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f16\u7a0b\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u9605\u8bfb\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b\u6559\u80b2<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u8bad\u7ec3\u201cAI\u539f\u751f\u7f16\u7a0b\u201d\u65f6\u4ee3\u4ee3\u7801\u5feb\u901f\u5ba1\u67e5\u80fd\u529b\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u6e38\u620f\u673a\u5236\u4e0e\u6559\u80b2\/\u8da3\u5473\u6027\u7684\u5e73\u8861\uff1b2. \u5982\u4f55\u66f4\u6e05\u6670\u5730\u89e3\u91ca\u6e38\u620f\u73a9\u6cd5\uff1b3. \u6280\u672f\u7ec6\u8282\uff08\u5982\u4ee3\u7801\u5339\u914d\u57fa\u4e8eAST\uff0c\u652f\u6301\u6a21\u7cca\u5339\u914d\uff09\uff1b4. \u5efa\u8bae\u5f15\u5165\u66f4\u7cfb\u7edf\u7684\u6e38\u620f\u5316\u8bbe\u8ba1\u6846\u67b6\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 GitGuessr\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5373\u5c06\u5230\u6765\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5728AI\u8f85\u52a9\u7f16\u7a0b\u6210\u4e3a\u4e3b\u6d41\u7684\u672a\u6765\uff0c\u5feb\u901f\u7406\u89e3\u548c\u8bc4\u5224LLM\u751f\u6210\u7684\u4ee3\u7801\uff0c\u5c06\u6210\u4e3a\u7a0b\u5e8f\u5458\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u5b83\u8bd5\u56fe\u5c06\u4e00\u79cd\u9ad8\u9636\u3001\u62bd\u8c61\u7684\u201c\u4ee3\u7801\u9605\u8bfb\u76f4\u89c9\u201d\u8bad\u7ec3\uff0c\u5c01\u88c5\u6210\u4e00\u4e2a\u53ef\u91cf\u5316\u3001\u53ef\u6e38\u620f\u7684\u6807\u51c6\u5316\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6e38\u620f\u672c\u8eab\u591a\u6709\u8da3\uff0c\u800c\u5728\u4e8e\u5b83\u9996\u6b21\u5c06\u201c\u4ee3\u7801\u5bfc\u822a\u4e0e\u7406\u89e3\u80fd\u529b\u201d\u4ece\u4e00\u79cd\u9690\u6027\u7684\u3001\u4f9d\u8d56\u957f\u671f\u7ecf\u9a8c\u7684\u624b\u827a\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u53ef\u663e\u6027\u8bad\u7ec3\u548c\u6d4b\u91cf\u7684\u6280\u80fd\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u501f\u7528\u4e86GeoGuessr\u201c\u968f\u673a\u5730\u70b9-\u5feb\u901f\u5b9a\u4f4d\u201d\u7684\u5fc3\u667a\u6a21\u578b\uff0c\u5c06\u5176\u8fc1\u79fb\u5230\u4ee3\u7801\u7a7a\u95f4\uff0c\u964d\u4f4e\u4e86\u7406\u89e3\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u6311\u6218\u3002\u5bf9\u5185\uff0c\u5176\u6838\u5fc3\u6e38\u620f\u5faa\u73af\u7684\u201c\u8da3\u5473\u6027\u201d\u4e0e\u201c\u6559\u80b2\u6027\u201d\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u7cbe\u51c6\u586b\u7a7a\u66f4\u50cf\u8003\u8bd5\uff0c\u4e0eGeoGuessr\u63a2\u7d22\u548c\u63a8\u7406\u7684\u4e50\u8da3\u6709\u5dee\u8ddd\u3002\u5bf9\u5916\uff0c\u5176\u76ee\u6807\u7528\u6237\u753b\u50cf\u6a21\u7cca\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u53ef\u80fd\u89c9\u5f97\u6311\u6218\u6d45\u8584\uff0c\u800c\u65b0\u624b\u9762\u5bf9\u771f\u5b9e\u3001\u590d\u6742\u7684\u5f00\u6e90\u4ee3\u7801\u7247\u6bb5\u53ef\u80fd\u5bf8\u6b65\u96be\u884c\uff0c\u632b\u8d25\u611f\u5f3a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u3002\u82e5\u8981\u6210\u529f\uff0c\u5b83\u5fc5\u987b\u505a\u51fa\u9009\u62e9\uff1a\u662f\u6df1\u8015\u6210\u4e3a\u7a0b\u5e8f\u5458\u793e\u533a\u7684\u8da3\u5473\u6311\u6218\u5e73\u53f0\uff0c\u4f9d\u9760UGC\u5730\u56fe\u7ef4\u6301\u6d3b\u529b\uff1b\u8fd8\u662f\u5f3a\u5316\u6559\u5b66\u5c5e\u6027\uff0c\u8bbe\u8ba1\u66f4\u5faa\u5e8f\u6e10\u8fdb\u7684\u4ee3\u7801\u7ebf\u7d22\u548c\u77e5\u8bc6\u56fe\u8c31\uff0c\u8d70\u5411B\u7aef\u57f9\u8bad\u5e02\u573a\u3002\u5728AI\u7f16\u7801\u5de5\u5177\u65e5\u65b0\u6708\u5f02\u7684\u80cc\u666f\u4e0b\uff0c\u8fd9\u6b3e\u8bad\u7ec3\u201c\u4e0eAI\u534f\u4f5c\u80fd\u529b\u201d\u7684\u5de5\u5177\u672c\u8eab\uff0c\u4e5f\u9700\u601d\u8003\u5982\u4f55\u4e0eAI\u6df1\u5ea6\u7ed3\u5408\uff0c\u4f8b\u5982\u5f15\u5165AI\u5bf9\u624b\u6216AI\u5bfc\u5e08\uff0c\u5426\u5219\u6050\u5c06\u505c\u7559\u5728\u4e00\u79cd\u6709\u8da3\u7684\u201c\u6000\u65e7\u8bad\u7ec3\u201d\u4e4b\u4e2d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GitGuessr<\/span>\n <\/div>\n<div class=\"comment-content\">GitGuessr is a new unique game that drops you into a random location in a real GitHub repo where some lines of code are hidden. Your goal is to understand the codebase and fill in the missing code as quickly as possible. Play well-balanced games in Python, TypeScript, JavaScript (the top 3 languages on GitHub). Or create your own code maps for the community from your favorite languages or favorite repos.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve been learning to become somewhat AI-native as a software engineer over the last months, meaning that I use AI assistants\/Claude Code for most of my coding. I think I’m fairly effective as an AI native because I have decades of experience programming without AI – I can read and judge the output of Claude Code quickly and effectively.<\/p>\n<p>I believe that skill, the quick orientation in code that an LLM spat out, will be critical for any programmer going forward. But I’m worried that’s a hard skill to pick up if you’re just starting out in software now. Hence GitGuessr: a playful way to train code reading.<\/p>\n<p>Any feedback welcome but some questions I’m asking myself: How can I better explain upfront what the game is? How can I improve game mechanics to stress either the fun or the educational aspect?<\/p>\n<p>So yeah, I unsubtly borrowed some ideas from GeoGuessr (5 quick rounds to a game, the concept of a “map”, the idea that anyone can create a map, the name). I don’t know if it would make sense to lean more into that in explaining the game.<\/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\/@nikhaldi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhaldi<\/a> Congrats Nik! Are there any interesting AI\/ML techniques involved in snippet selection, scoring, or difficulty estimation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting idea. Congrats on launching it!<\/p>\n<\/p>\n<p>Sounds like a fun way to test yourself, and also get to know other projects at the same time.<\/p>\n<\/p>\n<p>Are you bringing “gamification techniques” to your project?<\/p>\n<p>You should check the Octalysis Framework from Yu-kai Chou.<\/p>\n<p>There are some great concepts there you could apply to your project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_bottoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_bottoni<\/a> I think some amount of gamification is inevitable, once the core mechanics are a bit more settled. I didn’t know the Octalysis framework. Thanks for the suggestion, will study it a bit closer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Sounds fun! Does the code you write have to match the repo exactly to win a round?<\/div>\n<div class=\"comment-actions\">\n<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\/@emelie_berg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emelie_berg<\/a> Good question! It doesn’t need to match exactly. Technically the AST (Abstract Syntax Tree) of the lines in the repo and the AST of the guess need to match. This mostly means that whitespace and optional characters (e.g. extra parens, trailing semicolons) don’t matter. Also, comments are ignored in the comparison.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RFMQ5T7PXTRT2D\" class=\"app-title\">Chord Identifier<\/a><\/p>\n<div class=\"one-liner\">Highlights in\u2011key notes and flags wrong notes as you play<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chord Identifier\u662f\u4e00\u6b3e\u5b9e\u65f6MIDI\u548c\u5f26\u8bc6\u522b\u4e0e\u5206\u6790\u5de5\u5177\uff0c\u5728\u97f3\u4e50\u521b\u4f5c\u6216\u5b66\u4e60\u573a\u666f\u4e2d\uff0c\u4e3a\u89c6\u89c9\u5b66\u4e60\u8005\u548c\u81ea\u5b66\u8005\u5373\u65f6\u89e3\u6790\u590d\u6742\u548c\u58f0\uff0c\u89e3\u51b3\u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/374af7b5-5b46-412a-8ae0-0c5aec2f36e2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rO-jtamnUvM\"><source src=\"https:\/\/youtu.be\/rO-jtamnUvM\" 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\/f0dd0225-031f-4344-b5ab-d3d2fd6314fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39aa2068-362c-4f4a-8c71-0ab8157154db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32fdf2c1-8a1d-494c-b6af-b6599dcdfeb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4fc91d2-8779-46b2-8189-735883e92466.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30d1ca9e-1182-402e-acfc-e9b56010b59e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f3c2cdc-b4f4-404a-b502-f4a67f8d52a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83f960c1-f462-4a8c-94f3-2598cd4a559d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79428652-4740-4d3a-8694-8480e3e55cf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8674430-9674-4baf-8aef-3700a28f66cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/514f1985-6b00-4179-bb97-f414fa6faa5d.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\">Music<\/span><br \/>\n <span class=\"tag\">Electronic Music<\/span><br \/>\n <span class=\"tag\">Classical Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u6559\u80b2APP<\/span><br \/>\n <span class=\"tag\">\u548c\u5f26\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u7406\u8bba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6MIDI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u548c\u58f0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e50\u5668\u5b66\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u6e90\u4e8e\u81ea\u5b66\u97f3\u4e50\u5236\u4f5c\u65f6\u7684\u771f\u5b9e\u9700\u6c42\uff1a\u5728\u5373\u5174\u6f14\u594f\u4e2d\u6355\u6349\u7f8e\u5999\u548c\u5f26\u7684\u540c\u65f6\uff0c\u6e34\u671b\u5373\u65f6\u7406\u89e3\u5176\u80cc\u540e\u4e50\u7406\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u79f0\u8d5e\u5176\u7f8e\u89c2\u3001\u5b9e\u7528\uff0c\u63d0\u4f9b\u4e86\u5b9e\u65f6\u3001\u5728\u8c03\u5185\u7684\u548c\u5f26\u6d1e\u5bdf\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 Chord Identifier\u770b\u4f3c\u662f\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u548c\u5f26\u67e5\u8be2\u5668\u201d\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u548c\u58f0\u5f15\u529b\u5f15\u64ce\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u80fd\u529b\uff0c\u8bd5\u56fe\u89e6\u53ca\u97f3\u4e50\u79d1\u6280\u9886\u57df\u66f4\u6df1\u5c42\u7684\u6311\u6218\uff1a\u5c06\u79bb\u6563\u7684\u97f3\u7b26\u8bc6\u522b\uff0c\u63d0\u5347\u4e3a\u5728\u8c03\u6027\u8bed\u5883\u4e2d\u7684\u667a\u80fd\u548c\u58f0\u89e3\u8bfb\u3002\u8fd9\u4e0d\u518d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u67e5\u5b57\u5178\u5de5\u5177\uff0c\u800c\u91ce\u5fc3\u52c3\u52c3\u5730\u60f3\u6210\u4e3a\u5b9e\u65f6\u97f3\u4e50\u7406\u8bba\u6559\u7ec3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u8bc6\u522b\u4e00\u4e2aCmaj7\u548c\u5f26\uff0c\u800c\u5728\u4e8e\u80fd\u544a\u8bc9\u7528\u6237\uff0c\u5728\u5f53\u524dC\u5927\u8c03\u8bed\u5883\u4e0b\uff0c\u8fd9\u4e2aCmaj7\u662f\u4f5c\u4e3aI\u7ea7\u548c\u5f26\u51fa\u73b0\uff0c\u8fd8\u662f\u4f5c\u4e3a\u5176\u4ed6\u8c03\u6027\u7684IV\u7ea7\u548c\u5f26\uff0c\u5e76\u9ad8\u4eae\u8c03\u5185\u97f3\u3001\u8b66\u793a\u5916\u97f3\u3002\u8fd9\u5bf9\u4e8e\u81ea\u5b66\u8005\u548c\u5373\u5174\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u662f\u4ece\u201c\u968f\u673a\u8bd5\u9519\u201d\u8fc8\u5411\u201c\u6709\u610f\u8bc6\u6784\u5efa\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u89c6\u89c9\u5b66\u4e60\u8005\u201d\u7684\u5b9a\u4f4d\u4e5f\u9887\u4e3a\u7cbe\u51c6\uff0c\u5c06\u62bd\u8c61\u7684\u4e50\u7406\u5173\u7cfb\u53ef\u89c6\u5316\uff0c\u662f\u964d\u4f4e\u8ba4\u77e5\u95e8\u69db\u7684\u6709\u6548\u624b\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\u5b58\u7591\u3002\u201c\u548c\u58f0\u5f15\u529b\u5f15\u64ce\u201d\u8fd9\u7c7b\u8425\u9500\u8bdd\u672f\u9700\u7ecf\u590d\u6742\u97f3\u4e50\u573a\u666f\u7684\u8003\u9a8c\uff0c\u4f8b\u5982\u5bf9\u8f6c\u8c03\u3001\u79bb\u8c03\u3001\u975e\u4e09\u5ea6\u53e0\u7f6e\u7b49\u73b0\u4ee3\u548c\u58f0\u7684\u8bc6\u522b\u7387\u5982\u4f55\uff1f\u6b64\u5916\uff0c\u4ece\u73b0\u6709\u4fe1\u606f\u770b\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56MIDI\u8f93\u5165\uff0c\u8fd9\u65e2\u662f\u4fdd\u8bc1\u97f3\u6e90\u51c6\u786e\u6027\u7684\u4f18\u52bf\uff0c\u4e5f\u5c06\u5176\u7528\u6237\u7fa4\u5708\u5b9a\u5728\u5df2\u6709\u6570\u5b57\u97f3\u4e50\u5236\u4f5c\u73af\u5883\u7684\u521b\u4f5c\u8005\u4e2d\uff0c\u9650\u5236\u4e86\u666e\u53ca\u6027\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u589e\u5f3a\u63d2\u4ef6\u201d\uff0c\u800c\u975e\u5927\u4f17\u97f3\u4e50\u5b66\u4e60\u8005\u7684\u201c\u542f\u8499\u8001\u5e08\u201d\u3002\u82e5\u5176\u7b97\u6cd5\u8db3\u591f\u5f3a\u5927\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u8fde\u63a5\u611f\u6027\u521b\u4f5c\u4e0e\u7406\u6027\u5206\u6790\u7684\u9ad8\u6548\u6865\u6881\uff1b\u82e5\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u754c\u9762\u7f8e\u89c2\u7684\u201c\u548c\u5f26\u6807\u7b7e\u673a\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\">Chord Identifier<\/span>\n <\/div>\n<div class=\"comment-content\">Chord Identifier is a visually aesthetic and musically accurate music theory companion, designed with visual learners in mind that listens to your real-time MIDI performance and uses a harmonic gravity engine to instantly identify and explain complex harmonies, within their correct musical context. At its core,as the name suggests, is a chord identification tool, you play a stack of notes, and it tells you what chord you are playing, while being context aware of what scale and key you are in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m a self taught electronic music producer. And I always follow the self learning method whenever im trying to learn something new. When I wanted to learn about music theory and complex harmonies, i started to get this problem : i would simply play random things on midi keyboard, and sometimes, something would sound great, but what if, while doing so, I could also learn about the theory behind it, that would be really great, and hence, I started the development of this, initially a small tool, which later turned into a really serious and big project. Chord Identifier : Know what you play.<\/div>\n<div class=\"comment-actions\">\n<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>Huge congrats on the launch! A <strong>beautifully<\/strong> executed, genuinely useful tool for real\u2011time, in\u2011key chord insight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2LRIDZBHHRSQAK\" class=\"app-title\">Agentset<\/a><\/p>\n<div class=\"one-liner\">APIs for building AI chat and search<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agentset\u662f\u4e00\u4e2a\u5f00\u6e90\u7684RAG\u57fa\u7840\u8bbe\u65bd\uff0c\u901a\u8fc7\u63d0\u4f9b\u7a33\u5b9a\u3001\u5f00\u7bb1\u5373\u7528\u7684API\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u90e8\u7f72AI\u804a\u5929\u548c\u641c\u7d22\u5e94\u7528\u65f6\u9762\u4e34\u7684\u590d\u6742\u5ea6\u9ad8\u3001\u7a33\u5b9a\u6027\u5dee\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\/7152d327-42be-4949-9ae6-8a1c5267360f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dc3335e-d30e-4883-9e8c-53becb1985a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9520a065-3563-49d4-b876-2bdc4b58bfee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9332adb-c34b-4ac7-96a6-90cac65a7e81.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\/540e9429-6a26-4353-aa58-a7ac841fef77.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CydsbzCqWPU&embeds_referring_euri=https%3A%2F%2Fwww.producthunt.com%2F\"><source src=\"https:\/\/www.youtube.com\/watch?v=CydsbzCqWPU&embeds_referring_euri=https%3A%2F%2Fwww.producthunt.com%2F\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">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\">\u5f00\u6e90RAG<\/span><br \/>\n <span class=\"tag\">AI\u804a\u5929API<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u533b\u7597AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u65e0\u5173<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4ece\u751f\u4ea7\u5931\u8d25\u4e2d\u63d0\u70bc\u7ecf\u9a8c\u7684\u521b\u4e1a\u6545\u4e8b\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u5dee\u5f02\u5316\uff1a\u4e00\u662f\u8be2\u95ee\u5176API\u76f8\u6bd4\u7ade\u54c1\u7684\u72ec\u7279\u4f18\u52bf\uff1b\u4e8c\u662f\u5173\u6ce8\u5176\u5206\u5757\u7b56\u7565\u7b49\u6838\u5fc3\u751f\u4ea7\u7ec6\u8282\uff0c\u6307\u51fa\u8fd9\u662f\u5f71\u54cd\u51c6\u786e\u6027\u7684\u5173\u952e\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentset\u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u751f\u4ea7\u5c31\u7eea\u201d\uff0c\u8fd9\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u524dRAG\u5e94\u7528\u4eceDemo\u5230\u89c4\u6a21\u5316\u90e8\u7f72\u7684\u6700\u5927\u65ad\u5c42\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684\u7b97\u6cd5\u7a81\u7834\uff0c\u800c\u662f\u5c06\u201c\u67e5\u8be2\u751f\u6210\u3001\u91cd\u6392\u5e8f\u3001\u81ea\u5b9a\u4e49\u5206\u5757\u3001\u5143\u6570\u636e\u6ce8\u5165\u201d\u8fd9\u4e9b\u5728\u6559\u7a0b\u4e2d\u88ab\u8f7b\u63cf\u6de1\u5199\u3001\u5374\u5728\u751f\u4ea7\u4e2d\u8db3\u4ee5\u81f4\u547d\u7684\u5de5\u7a0b\u7ec6\u8282\u4ea7\u54c1\u5316\u3002\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u5de5\u7a0b\u4ef7\u503c\u5927\u4e8e\u5b66\u672f\u4ef7\u503c\u201d\u7684\u6848\u4f8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u81ea\u8ff0\u201c\u4e3a500\u4e07\u4ee5\u4e0a\u7528\u6237\u6784\u5efa\u8fc7\u4ea7\u54c1\uff0c\u4f46\u88abRAG\u4e25\u91cd\u6559\u80b2\u201d\u7684\u7ecf\u5386\u6781\u5177\u8bf4\u670d\u529b\uff0c\u5b83\u63ed\u793a\u4e86\u4e00\u4e2a\u884c\u4e1a\u771f\u76f8\uff1a\u6784\u5efaRAG\u539f\u578b\u4e0e\u8fd0\u8425\u4e00\u4e2a\u627f\u53d7\u751f\u4ea7\u8d1f\u8f7d\u7684RAG\u7cfb\u7edf\uff0c\u662f\u4e24\u4ef6\u622a\u7136\u4e0d\u540c\u7684\u4e8b\u3002\u5176\u201c\u88ab1500+\u56e2\u961f\u4f7f\u7528\u201d\u7684\u65e9\u671f\u6570\u636e\uff0c\u53ef\u80fd\u66f4\u591a\u6765\u81ea\u4e8e\u90a3\u4e9b\u540c\u6837\u5728\u201c\u8c03\u8bd5\u5730\u72f1\u201d\u4e2d\u6323\u624e\u3001\u6025\u4e8e\u5bfb\u627e\u7a33\u5b9a\u89e3\u51b3\u65b9\u6848\u7684\u5de5\u7a0b\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5b9a\u4f4d\u4f7f\u5176\u76f4\u63a5\u9762\u4e34\u6765\u81eaLangChain\u3001LlamaIndex\u7b49\u6210\u719f\u6846\u67b6\u7684\u7ade\u4e89\uff0c\u540e\u8005\u7684\u751f\u6001\u548c\u793e\u533a\u4f18\u52bf\u663e\u8457\u3002Agentset\u5fc5\u987b\u8bc1\u660e\u5176\u5f00\u7bb1\u5373\u7528\u7684\u96c6\u6210\u5ea6\u4e0e\u7a33\u5b9a\u6027\u4f18\u52bf\uff0c\u8db3\u4ee5\u8ba9\u7528\u6237\u8fc1\u79fb\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u5b9a\u4e49\u5206\u5757\u94a9\u5b50\u201d\u7684\u63d0\u95ee\u70b9\u4e2d\u4e86\u8981\u5bb3\uff1a\u4efb\u4f55\u5ba3\u79f0\u201c\u81ea\u52a8\u201d\u5904\u7406\u590d\u6742\u751f\u4ea7\u95ee\u9898\u7684\u65b9\u6848\uff0c\u90fd\u5fc5\u987b\u63d0\u4f9b\u8db3\u591f\u7684\u201c\u9003\u751f\u901a\u9053\u201d\u548c\u53ef\u89c2\u6d4b\u6027\uff0c\u5426\u5219\u5728\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u4f01\u4e1a\u573a\u666f\u4e2d\u53ef\u80fd\u518d\u6b21\u5931\u7075\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u5c01\u88c5\u590d\u6742\u6027\u201d\u4e0e\u201c\u4fdd\u6301\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAgentset\u4ee3\u8868\u4e86\u4e00\u80a1\u52a1\u5b9e\u7684\u6280\u672f\u6f6e\u6d41\uff1aAI\u5de5\u7a0b\u5316\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740\u884c\u4e1a\u7126\u70b9\u6b63\u4ece\u72c2\u70ed\u8ffd\u9010\u5927\u6a21\u578b\u53c2\u6570\uff0c\u8f6c\u5411\u51b7\u9759\u6784\u5efa\u80fd\u8ba9\u6a21\u578b\u53ef\u9760\u5de5\u4f5c\u7684\u5e95\u5c42\u57fa\u5ea7\u3002\u8fd9\u6761\u8def\u4e0d\u90a3\u4e48\u6027\u611f\uff0c\u4f46\u5374\u662fAI\u771f\u6b63\u878d\u5165\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agentset<\/span>\n <\/div>\n<div class=\"comment-content\">Open-source RAG infrastructure that survives production workloads. Upload documents, query via API, get answers with sources. Hybrid search, multimodal, complex reasoning – all included. Model-agnostic. Used by 1,500+ teams in medical AI, legal tech, enterprise search.<\/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>Abdellatif here, founder of Agentset.<\/p>\n<\/p>\n<p><strong>The story:<\/strong> Last year we needed RAG for 9M pages. Followed tutorials, got a prototype in a week. Tested on 100 docs – looked great.<\/p>\n<\/p>\n<p>Deployed to production –<strong> <\/strong>completely failed.<\/p>\n<\/p>\n<p>We spent 3 months debugging everything – query generation, reranking, custom chunking, metadata injection. My co-founder and I have built products for 5M+ users, but RAG humbled us hard.<\/p>\n<\/p>\n<p>After processing 5M+ documents across two enterprises, we finally cracked it. We thought: nobody else should waste 3 months like this.<\/p>\n<\/p>\n<p>So we built Agentset – open-source RAG that works in production, out of the box. All the painful lessons baked in: agentic reasoning, hybrid search + reranking, automatic citations, multimodal support.<\/p>\n<\/p>\n<p>Built with some amazing tools:<\/p>\n<\/p>\n<p>1,500+ teams are using it now. Feels incredible seeing others skip the pain we went through.<\/p>\n<\/p>\n<p>Try it: <a href=\"https:\/\/agentset.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/agentset.ai<\/a><\/p>\n<\/p>\n<p>Happy to answer anything about RAG, our journey, or what we learned in the trenches!<\/p>\n<p>\u2014 Abdellatif<\/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\/@abdella6if\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdella6if<\/a> Congrats on the launch! What makes Agentset\u2019s APIs unique compared to other chat\/search APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Pretty useful <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Built RAG pipelines where chunking strategy ended up mattering more than model choice. Does Agentset expose hooks for custom chunk boundaries, or does the 22-format parser handle semantic splits by default? That’s usually where production accuracy lives or dies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/T5OFLP4IHN57OA\" class=\"app-title\">Universal-3 Pro<\/a><\/p>\n<div class=\"one-liner\">The first of its kind promptable speech language model<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Universal-3 Pro\u662f\u4e00\u6b3e\u53ef\u6307\u4ee4\u63a7\u5236\u7684\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff0c\u4e13\u4e3a\u8bed\u97f3AI\u8bbe\u8ba1\uff0c\u901a\u8fc7\u63d0\u4f9b\u9886\u57df\u4e0a\u4e0b\u6587\u548c\u5173\u952e\u8bcd\uff0c\u76f4\u63a5\u5728\u8f6c\u5f55\u6e90\u5934\u89e3\u51b3\u4e13\u4e1a\u672f\u8bed\u3001\u4e13\u6709\u540d\u8bcd\u8bc6\u522b\u4e0d\u51c6\u7684\u75db\u70b9\uff0c\u7701\u53bb\u590d\u6742\u7684\u540e\u5904\u7406\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\/e7758fa4-1260-43ff-9fdb-5ab8f31de3f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec71677a-a3f3-4da4-8a0e-be67699b1a3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59f3f3e9-eb68-46b8-8cfd-fae6dbabddf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2afeafcb-9faf-465c-b001-189ebffcb536.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10632021-a2ed-43de-a574-73945ddffd0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dd2f1ed-6782-4d9e-8361-275e76863ad1.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\/fe8cefd6-91ad-4b1e-ba7e-a852848cbbc5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f9W9vSBAB3Y\"><source src=\"https:\/\/www.youtube.com\/watch?v=f9W9vSBAB3Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u53ef\u63d0\u793aASR<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6df7\u8bfb<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u6807\u7b7e<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8bed\u97f3\u5904\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u80af\u5b9a\u5176\u89e3\u51b3\u8f6c\u5f55\u540e\u5904\u7406\u590d\u6742\u3001\u51c6\u786e\u7387\u4f4e\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u6a21\u578b\u5bf9\u58f0\u97f3\u7684\u9002\u5e94\u6027\u53ef\u80fd\u5f15\u53d1\u7684\u540c\u610f\u4e0e\u6ee5\u7528\u62c5\u5fe7\uff1b2. API\u4e2d\u56fa\u5b9a\u53c2\u6570\u4e0e\u53ef\u63d0\u793a\u63a7\u5236\u7684\u660e\u786e\u5212\u5206\uff0c\u4ee5\u786e\u4fdd\u8f93\u51fa\u786e\u5b9a\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 Universal-3 Pro\u7684\u91ce\u5fc3\uff0c\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u66f4\u51c6\u786e\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u8bed\u97f3AI\u7684\u5de5\u7a0b\u8303\u5f0f\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u65e0\u81ea\u5b9a\u4e49\u6a21\u578b\u3001\u65e0\u540e\u5904\u7406\u7ba1\u9053\u3001\u65e0\u5e7b\u89c9\u201d\uff0c\u76f4\u6307\u5f53\u524d\u8bed\u97f3AI\u5f00\u53d1\u4e2d\u6700\u6df1\u7684\u6ce5\u6f6d\uff1a\u5f00\u53d1\u8005\u9700\u8981\u5c06\u5927\u91cf\u7cbe\u529b\u8017\u8d39\u5728\u6784\u5efa\u8106\u5f31\u7684\u201c\u7ea0\u9519\u5c42\u201d\u4e0a\uff0c\u4e14\u5728\u6b64\u8fc7\u7a0b\u4e2d\u4e22\u5931\u4e86\u5b9d\u8d35\u7684\u58f0\u5b66\u4fe1\u606f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u524d\u79fb\u63a7\u5236\u6743\u201d\u3002\u5c06\u4f20\u7edf\u4e0a\u540e\u7f6e\u7684\u3001\u57fa\u4e8eLLM\u7684\u6e05\u6d17\u548c\u7ed3\u6784\u5316\u903b\u8f91\uff0c\u4ee5\u201c\u63d0\u793a\u201d\u7684\u5f62\u5f0f\u524d\u7f6e\u5230\u8bc6\u522b\u6e90\u5934\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6d41\u7a0b\u4f18\u5316\uff0c\u66f4\u662f\u7406\u5ff5\u8f6c\u53d8\u2014\u2014\u5c06\u8bed\u97f3\u8bc6\u522b\u4ece\u4e00\u4e2a\u5c01\u95ed\u7684\u58f0\u5b66-\u6587\u672c\u6620\u5c04\u7cfb\u7edf\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u901a\u8fc7\u9886\u57df\u77e5\u8bc6\u5b9e\u65f6\u914d\u7f6e\u7684\u5f00\u653e\u63a5\u53e3\u3002\u901a\u8fc7\u6ce8\u5165\u5173\u952e\u8bcd\u548c\u9886\u57df\u4e0a\u4e0b\u6587\uff0c\u5b83\u8bd5\u56fe\u5728\u8bc6\u522b\u9636\u6bb5\u5c31\u5b8c\u6210\u4f20\u7edf\u6d41\u7a0b\u4e2d\u591a\u4e2a\u73af\u8282\u7684\u5de5\u4f5c\uff0c\u8fd9\u6709\u53ef\u80fd\u5927\u5e45\u7b80\u5316\u6280\u672f\u6808\u5e76\u63d0\u5347\u7cfb\u7edf\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5176\u4e00\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u53ef\u63d0\u793a\u201d\u7684\u8fb9\u754c\u9700\u8981\u6781\u5176\u6e05\u6670\uff08\u5982\u8bc4\u8bba\u6240\u95ee\uff09\uff0c\u5426\u5219\u4f1a\u5f15\u5165\u65b0\u7684\u4e0d\u786e\u5b9a\u6027\u3002\u5176\u4e8c\uff0c\u4f26\u7406\u5c42\u9762\uff0c\u6a21\u578b\u5bf9\u7279\u5b9a\u58f0\u97f3\u548c\u672f\u8bed\u7684\u5f3a\u9002\u5e94\u80fd\u529b\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u5347\u5546\u4e1a\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5728\u9690\u79c1\u3001\u4f2a\u9020\u548c\u540c\u610f\u65b9\u9762\u57cb\u4e0b\u9690\u60a3\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6307\u6807\u7684\u4f18\u8d8a\u6027\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728API\u8bbe\u8ba1\u4e2d\u5efa\u7acb\u575a\u56fa\u7684\u201c\u62a4\u680f\u201d\uff0c\u4ee5\u53ca\u5728\u5546\u4e1a\u5316\u8fc7\u7a0b\u4e2d\u6784\u5efa\u8d1f\u8d23\u4efb\u7684\u4f7f\u7528\u6846\u67b6\u3002\u5982\u679c\u5904\u7406\u5f97\u5f53\uff0c\u5b83\u6709\u671b\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5e73\u53f0\u201d\uff1b\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u66f4\u9ad8\u6548\u3001\u4f46\u4e5f\u66f4\u5371\u9669\u7684\u201c\u9ed1\u76d2\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\">Universal-3 Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Universal-3 Pro is a new class of speech language model built for Voice AI. Control transcription using instructions and domain context like names, terminology, and topics to get accurate output at the source. No custom models, no post-processing pipelines, no hallucinations. Includes 1,000 keyterms, audio tagging, and 6-language code-switching for $0.21\/hr.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Universal-3 Pro because we were tired of seeing developers spend 40% of their time on transcription workarounds instead of shipping features.<\/p>\n<p>Today, developers are stuck with rigid solutions. They can transcribe their audio, then run an increasingly complex pipeline of regex and LLM calls to extract what they need. Company names get mangled and jargon becomes gibberish. Then they have to build correction layers on top of correction layers.<\/p>\n<p>Worse..by the time they’re fixing errors, they’ve lost acoustic information like tone, hesitation, and emphasis, that would have helped get it right in the first place.<br \/>\nUniversal-3 Pro fills this gap with the reliability of traditional ASR + the controllability of LLMs.<\/p>\n<p>Tell it “This is a medical consultation about diabetes management” and it optimizes for clinical terminology. Add your company’s product names as keyterms and watch accuracy jump 45%. Tag [hold music] and [beep] so you’re not transcribing phone system garbage.<\/p>\n<p>We’re making it free to try – test it with your hardest audio and see the difference!<\/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\/@meredith_rauch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meredith_rauch<\/a> Congrats on the launch Meredith! How do you think about consent and misuse when a model adapts to someone\u2019s voice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the <strong>developer-first<\/strong> Voice AI platform and robust API.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>In AssemblyAI’s Universal-3 Pro (promptable speech language model), what’s fixed vs prompt-controlled in the API for keyterms prompting and speaker roles? That split keeps outputs predictable and avoids invented words, so teams can drop brittle cleanup code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/76LSQ6ISY4VKT6\" class=\"app-title\">Pastey Extension<\/a><\/p>\n<div class=\"one-liner\">Keep a library of saved text, paste it in a keystroke<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pastey\u662f\u4e00\u6b3e\u901a\u8fc7\u5347\u7ea7\u7cfb\u7edf\u526a\u8d34\u677f\u3001\u96c6\u6210\u60c5\u5883\u611f\u77e5AI\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5728\u7528\u6237\u65e5\u5e38\u5199\u4f5c\u3001\u7f16\u7a0b\u3001\u6c9f\u901a\u7b49\u573a\u666f\u4e2d\uff0c\u65e0\u9700\u5207\u6362\u7a97\u53e3\u5373\u53ef\u667a\u80fd\u6539\u5199\u548c\u7c98\u8d34\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u9891\u7e41\u5207\u6362\u5de5\u5177\u6253\u65ad\u5de5\u4f5c\u6d41\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\/28336934-e3c7-41ae-9101-619c6da3c11b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffbaed8f-45d3-4429-9a9e-ba1279a1b456.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f983290-8c08-4f19-9627-4c330e79c6bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6201f7f0-2ed2-413d-ad9d-612f118426b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a06d6b0d-b5d1-43c0-b8c9-951a1f5954c5.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\">Browser Extensions<\/span><br \/>\n <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\">\u667a\u80fd\u526a\u8d34\u677f<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6539\u5199<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u60c5\u5883\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u5f00\u53d1\u521d\u8877\uff08\u75db\u70b9\u662fAI\u5de5\u5177\u6253\u65ad\u5de5\u4f5c\u6d41\uff09\u548c\u9690\u79c1\u8bbe\u8ba1\uff08\u672c\u5730\u4f18\u5148\u3001\u654f\u611f\u4fe1\u606f\u8131\u654f\uff09\u3002\u7528\u6237\u79f0\u8d5e\u5176\u5f15\u5bfc\u6d41\u7a0b\u4f18\u79c0\uff0c\u5e76\u5206\u4eab\u4e86\u5b9e\u9645\u7528\u4f8b\uff08\u6574\u5408\u591a\u4e2a\u6587\u6848\u94a9\u5b50\u751f\u6210\u7edf\u4e00\u6807\u9898\uff09\uff0c\u9a8c\u8bc1\u4e86\u5176\u8282\u7701\u65f6\u95f4\u7684\u4ef7\u503c\u3002\u6709\u8bc4\u8bba\u8be2\u95ee\u5982\u4f55\u5904\u7406\u654f\u611f\u6570\u636e\u548c\u9690\u79c1\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 Pastey\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u4e00\u4e2a\u201c\u66f4\u5f3a\u201d\u7684AI\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u8ba9AI\u201c\u6d88\u5931\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f**\u5c06AI\u80fd\u529b\u65e0\u7f1d\u7f16\u7ec7\u8fdb\u64cd\u4f5c\u7cfb\u7edf\u6700\u5e95\u5c42\u7684\u4ea4\u4e92\u2014\u2014\u590d\u5236\u7c98\u8d34**\uff0c\u8fd9\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5f3a\u5927\u7684\u80fd\u529b\u4e0e\u65ad\u88c2\u7684\u4f53\u9a8c\u3002\u4ea7\u54c1\u63d0\u51fa\u7684\u201cHold Cmd+V\u201d\u4ea4\u4e92\u662f\u4e00\u79cd\u5de7\u5999\u7684\u59a5\u534f\uff0c\u65e2\u5c0a\u91cd\u4e86\u7528\u6237\u6839\u6df1\u8482\u56fa\u7684\u808c\u8089\u8bb0\u5fc6\uff0c\u53c8\u5f00\u8f9f\u4e86\u4e00\u4e2a\u65b0\u7684\u201c\u9b54\u6cd5\u201d\u5165\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002**\u6280\u672f\u4e0a**\uff0c\u201c\u60c5\u5883\u611f\u77e5\u201d\u7684\u51c6\u786e\u6027\u662f\u6210\u8d25\u5173\u952e\u3002\u4ec5\u51ed\u76ee\u6807\u5e94\u7528\uff08\u5982Gmail\u3001Slack\uff09\u7684\u7a97\u53e3\u4fe1\u606f\u6765\u5224\u65ad\u7528\u6237\u610f\u56fe\uff0c\u5176\u4e0a\u4e0b\u6587\u662f\u6781\u5176\u6709\u9650\u7684\uff0c\u5bb9\u6613\u4ea7\u751f\u8bef\u5224\u3002**\u4ea7\u54c1\u4e0a**\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e00\u4e2a\u201c\u9690\u5f62\u7684\u5de5\u4f5c\u6d41\u5c42\u201d\uff0c\u4f46\u8fc7\u5ea6\u7684\u667a\u80fd\u53ef\u80fd\u5e26\u6765\u4e0d\u53ef\u9884\u6d4b\u6027\uff0c\u7528\u6237\u9700\u8981\u5efa\u7acb\u5bf9\u201c\u667a\u80fd\u7c98\u8d34\u201d\u7ed3\u679c\u7684\u7a33\u5b9a\u9884\u671f\u3002**\u5546\u4e1a\u4e0e\u9690\u79c1\u4e0a**\uff0c\u201c\u672c\u5730\u4f18\u5148\u201d\u67b6\u6784\u662f\u5176\u5728\u9690\u79c1\u654f\u611f\u5e02\u573a\u7684\u91cd\u8981\u62a4\u57ce\u6cb3\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u5176AI\u6a21\u578b\u7684\u590d\u6742\u5ea6\u548c\u54cd\u5e94\u80fd\u529b\uff0c\u5982\u4f55\u5728\u672c\u5730\u8f7b\u91cf\u5316\u6a21\u578b\u4e0e\u4e91\u7aef\u5f3a\u5927\u80fd\u529b\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u662f\u957f\u671f\u53d1\u5c55\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPastey\u4ee3\u8868\u4e86\u4e00\u79cd\u6b63\u786e\u7684AI\u4ea7\u54c1\u5316\u65b9\u5411\uff1a**\u5de5\u5177\u5e94\u8be5\u9002\u5e94\u4eba\uff0c\u800c\u975e\u8ba9\u4eba\u9002\u5e94\u5de5\u5177**\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u589e\u5f3a\u5c42\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u201c\u5fae\u800c\u4e0d\u663e\u7684AI\u96c6\u6210\u201d\u662f\u5426\u6bd4\u201c\u529f\u80fd\u5f3a\u5927\u4f46\u72ec\u7acb\u7684AI\u5e94\u7528\u201d\u66f4\u80fd\u8d62\u5f97\u666e\u901a\u7528\u6237\u7684\u9752\u7750\u3002\u5176\u8def\u5f84\u98ce\u9669\u5f88\u9ad8\uff0c\u4f46\u4e00\u65e6\u5728\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u4e0a\u53d6\u5f97\u7a81\u7834\uff0c\u5c06\u6709\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3\u64cd\u4f5c\u7cfb\u7edf\u7684\u6807\u51c6\u529f\u80fd\u96cf\u5f62\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\">Pastey Extension<\/span>\n <\/div>\n<div class=\"comment-content\">Pastey reimagines the most used shortcut in history: \u2318+V. We believe AI shouldn’t be a separate chat window; it should be woven into your flow. Your clipboard is now context-aware. \u2728 Smart Paste: Hold \u2318+V to adapt copied text to the destination (email, code, docs). \u270d\ufe0f Inline Rewrite: Select text and paste to transform tone instantly. \ud83e\udde0 Memory: Searchable history + auto-detected 2FA codes. Private & local-first. The upgrade your keys have been waiting for.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Harsha here. \ud83d\udc4b<\/p>\n<p>Wanted to introduce you to my little passion project, Pastey! Built because I honestly hate breaking my flow.<\/p>\n<p>Every time I wanted AI to help me fix an email or clean up some text, I had to stop what I was doing, open a new tab, paste my text, wait, copy the result, and go back. It felt like I was working for the AI, not the other way around.<\/p>\n<p>I wanted the intelligence without the prompting and interruption.<\/p>\n<p>So I built Pastey.<\/p>\n<p>It upgrades your clipboard so you don’t have to be the middleman anymore. It understands what you copied and adapts it to where you are pasting.<\/p>\n<p>Here is how I use it every day:<\/p>\n<p>\ud83d\udce7 Drafting emails: I copy my rough bullet points, hold paste in Gmail, and it writes the full email for me.<\/p>\n<p>\ud83d\udd17 Summarizing: I copy a long URL, hold paste in Slack, and it drops in a perfect summary of the link to share with my colleagues.<\/p>\n<p>\u2728 Quick fixes: I type “rewrite politely,” select the text, and hold paste to transform the text to be more polite.<\/p>\n<p>\ud83d\udd12 Let\u2019s talk Privacy: Your clipboard is personal. Pastey has a local-first architecture. Your context is stored on your device. Plus, smart masking ensures sensitive data you copy (like passwords or PII) is redacted before it ever touches an AI model. You stay in control.<\/p>\n<p>\u26a0\ufe0f Muscle Memory Disclaimer: I know Cmd+V is sacred. Pastey does not touch your normal paste. A quick paste works exactly like it always has. You simply *HOLD* Cmd+V for 1 second to trigger the magic.<\/p>\n<p>I\u2019d love for you to take it for a spin and let me know: Does this actually save you time, or am I just crazy about keyboard shortcuts?<\/p>\n<p>Let me know below! \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshag1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshag1<\/a> Congrats on the launch Harsha! How do you deal with sensitive data and privacy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>First off, I am obsessed with your onboarding flow. You got me in like a video game tutorial and I immediately understand what I need to do now. <\/p>\n<p>Just tried this and am impressed by the results:<br \/>I make a lot of trial reels for my social accounts. I copied about 10 of the hooks I have planned for tomorrow. In my content bank I typed “write once caption that compliments all of the hooks” and pasted. It’s a high quality start that I just need to make some standard tweaks to. <\/p>\n<\/p>\n<p>Very impressed. Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/44QEGPCJDL2MLA\" class=\"app-title\">CatchBack Cards<\/a><\/p>\n<div class=\"one-liner\">Create custom mystery packs of Pokemon and Sports cards<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CatchBack Cards\u662f\u4e00\u4e2a\u5141\u8bb8\u6536\u85cf\u8005\u81ea\u5b9a\u4e49\u5b9d\u53ef\u68a6\u548c\u4f53\u80b2\u5361\u724c\u76f2\u76d2\u7684iOS\u4e0e\u7f51\u9875\u5e73\u53f0\uff0c\u901a\u8fc7\u52a0\u5bc6\u53ef\u4fe1\u5de5\u5177\u89e3\u51b3\u4f20\u7edf\u76f2\u76d2\u5e02\u573a\u9ad8\u8d39\u7528\u3001\u4f4e\u900f\u660e\u5ea6\u53ca\u6b3a\u8bc8\u98ce\u9669\u75db\u70b9\uff0c\u5b9e\u73b0\u6570\u5b57\u62c6\u5305\u4e0e\u5b9e\u4f53\u5361\u724c\u90ae\u5bc4\u4e00\u4f53\u5316\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\/f14ae5cb-95f0-4fd4-a284-1eadde675bf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad2b5c8a-c541-4620-9b8c-0242c4b79cbc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7debdcc-9e5f-420c-bc93-7fc4891619eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/487c3736-6c50-47bf-930f-8036f0890cf7.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\/c24dc7f7-f7e0-49c6-9a72-a51027c6ef78.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=nFLVCQQhvcE\"><source src=\"https:\/\/www.youtube.com\/watch?v=nFLVCQQhvcE\" 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\">Sports<\/span><br \/>\n <span class=\"tag\">Pokemon<\/span><br \/>\n <span class=\"tag\">Web3<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5361\u724c\u6536\u85cf\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u76f2\u76d2<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u62c6\u5305\u5b9e\u4f53\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u4e8c\u7ea7\u5e02\u573a\u4ea4\u6613<\/span><br \/>\n <span class=\"tag\">\u4f4e\u624b\u7eed\u8d39\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6536\u85cf\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5316\u673a\u5236<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">Web3\u878d\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u878d\u5408\u6000\u65e7\u4e0e\u73b0\u4ee3\u7684\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5176\u901a\u8fc7\u52a0\u5bc6\u968f\u673a\u8bc1\u660e\u548c\u5f00\u6e90\u4ee3\u7801\u89e3\u51b3\u4e86\u4f20\u7edf\u76f2\u76d2\u5e02\u573a\u7f3a\u4e4f\u900f\u660e\u5ea6\u3001\u9ad8\u8d39\u7528\u7684\u95ee\u9898\uff0c\u5e76\u671f\u5f85\u51761\u7f8e\u5143\u4ea4\u6613\u5e02\u573a\u80fd\u6539\u5584\u4e8c\u624b\u5361\u724c\u4ea4\u6613\u7684\u6b3a\u8bc8\u4e0e\u7e41\u7410\u6d41\u7a0b\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 CatchBack Cards\u8868\u9762\u4e0a\u662f\u5361\u724c\u76f2\u76d2\u7684\u6570\u5b57\u5316\u5347\u7ea7\uff0c\u5b9e\u5219\u8bd5\u56fe\u7528\u6280\u672f\u624b\u6bb5\u91cd\u6784\u6536\u85cf\u5e02\u573a\u7684\u4fe1\u4efb\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u6570\u5b57\u62c6\u5305+\u5b9e\u4f53\u914d\u9001\u201d\u6a21\u5f0f\uff0c\u800c\u662f\u901a\u8fc7\u52a0\u5bc6\u968f\u673a\u8bc1\u660e\u548c\u5f00\u6e90\u4ee3\u7801\uff0c\u5c06\u4f20\u7edf\u76f2\u76d2\u4e2d\u5b8c\u5168\u9ed1\u7bb1\u7684\u6982\u7387\u673a\u5236\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u6570\u5b66\u534f\u8bae\u2014\u2014\u8fd9\u5728\u6b3a\u8bc8\u9891\u53d1\u3001\u4fe1\u4efb\u8106\u5f31\u7684\u6536\u85cf\u54c1\u5e02\u573a\u5177\u6709\u98a0\u8986\u6027\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u6293\u4f4f\u4e86\u5f53\u524d\u76f2\u76d2\u5e02\u573a\u7684\u4e24\u5927\u77db\u76fe\uff1a\u4e00\u662f\u7231\u597d\u8005\u5bf9\u201c\u523a\u6fc0\u611f\u201d\u7684\u9700\u6c42\u4e0e\u5bf9\u5546\u5bb6\u64cd\u7eb5\u6982\u7387\u7684\u4e0d\u4fe1\u4efb\uff1b\u4e8c\u662f\u5361\u724c\u4e8c\u7ea7\u5e02\u573a\u7684\u9ad8\u6d41\u52a8\u6027\u9700\u6c42\u4e0e\u5e73\u53f0\u9ad8\u8d39\u7387\u3001\u9ad8\u6b3a\u8bc8\u98ce\u9669\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u51761\u7f8e\u5143\u4ea4\u6613\u5e02\u573a\u76f4\u6307eBay\u7b49\u5e73\u53f0\u7684\u75db\u70b9\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u5efa\u7acb\u6d41\u52a8\u6027\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5438\u5f15\u8db3\u591f\u89c4\u6a21\u7684\u5361\u724c\u6301\u6709\u8005\u5c06\u8d44\u4ea7\u6570\u5b57\u5316\u8fc1\u79fb\uff0c\u8fd9\u9700\u8981\u7a81\u7834\u6536\u85cf\u5708\u56fa\u6709\u7684\u7ebf\u4e0b\u4ea4\u6613\u4e60\u60ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ea7\u54c1\u5c06\u201c\u6000\u65e7\u7ecf\u6d4e\u201d\u4e0eWeb3\u6280\u672f\u6846\u67b6\u7ed3\u5408\uff0c\u4f46\u5e76\u672a\u5f3a\u8c03\u533a\u5757\u94fe\u6216NFT\u6982\u5ff5\uff0c\u53cd\u800c\u4ee5\u201c\u5bc6\u7801\u5b66\u5de5\u5177\u201d\u201c\u5f00\u6e90\u9a8c\u8bc1\u201d\u7b49\u66f4\u52a1\u5b9e\u7684\u6280\u672f\u8868\u8ff0\u964d\u4f4e\u7528\u6237\u8ba4\u77e5\u95e8\u69db\u3002\u8fd9\u79cd\u201c\u53bb\u5e01\u5708\u5316\u201d\u7684Web3\u5e94\u7528\u7b56\u7565\uff0c\u6216\u8bb8\u66f4\u5229\u4e8e\u5728\u4f20\u7edf\u6536\u85cf\u7fa4\u4f53\u4e2d\u6e17\u900f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u5728\u4e8e\uff0c\u4ea7\u54c1\u672c\u8d28\u4e0a\u4ecd\u5c5e\u4e8e\u91d1\u878d\u5316\u6536\u85cf\u6a21\u578b\uff0c\u82e5\u76d1\u7ba1\u673a\u6784\u5c06\u81ea\u5b9a\u4e49\u6982\u7387\u76f2\u76d2\u89c6\u4e3a\u53d8\u76f8\u8d4c\u535a\uff0c\u4e1a\u52a1\u53ef\u80fd\u9762\u4e34\u5408\u89c4\u6311\u6218\u3002\u6b64\u5916\uff0c\u7269\u7406\u5361\u724c\u7684\u4ed3\u50a8\u3001\u54c1\u63a7\u548c\u7269\u6d41\u914d\u9001\u5c06\u662f\u5176\u8f7b\u8d44\u4ea7\u6a21\u5f0f\u4e0b\u7684\u91cd\u8fd0\u8425\u9690\u5fe7\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u7528\u6280\u672f\u900f\u660e\u5ea6\u89e3\u51b3\u4f20\u7edf\u884c\u4e1a\u4fe1\u4efb\u7f3a\u53e3\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u957f\u671f\u6210\u8d25\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6536\u85cf\u793e\u533a\u7684\u793e\u7fa4\u8fd0\u8425\u4e0e\u89c4\u6a21\u5316\u4f9b\u5e94\u94fe\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CatchBack Cards<\/span>\n <\/div>\n<div class=\"comment-content\">CatchBack Cards is an iOS and web platform for maximizing the thrill of collecting Pokemon and Sports cards. We allow collectors to create custom mystery packs with personalized chases and customized odds with cryptographically trusted tooling. Users can rip open digital packs and get physical cards shipped to them, receive buyback offers on cards pulled from their mystery packs sent straight to Venmo and PayPal, and buy\/sell cards in our $1 marketplace.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Digital pack opening with real cards shipped after hits the nostalgia perfectly while staying modern \ud83c\udccf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Mystery packs are popular in Pok\u00e9mon and sports cards, but today they\u2019re mostly run manually or through platforms with high fees and limited transparency. CatchBack lets anyone create their own mystery packs with their desired pool of cards, risk levels, and personalized odds, and gives collectors the option to buy packs, to list cards in the marketplace, and to get an instant buyout offer on whatever they hit in the pack. We provide cryptographic randomness proofs and open source our card selection code so that users can independently verify and trust our mystery packs. Users trust our packs more because they can pick exactly what goes into their pool and can see mathematical proof, which physical mystery packs cannot recreate.<\/p>\n<p>We\u2019re also building a platform that digitizes cards and allows users to transact ownership rights to cards for just $1. Previously, eBay buyers dealt with fraud issues, ridiculous hidden fees, and shipping headaches, and we\u2019re creating a system that allows for maximal liquidity and convenience in speculating on card investments.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels so Notalgic, I used to watch this series when I was 5. Many people will love 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<\/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\/QJ6PVGS3JD3B6Q\" class=\"app-title\">Candle (YC F24) <\/a><\/p>\n<div class=\"one-liner\">One shared moment a day<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Candle\u662f\u4e00\u6b3e\u901a\u8fc7\u6bcf\u65e5\u968f\u673a\u4e92\u52a8\u6311\u6218\uff08\u5982\u95ee\u7b54\u3001\u7ed8\u753b\u3001\u5c0f\u6e38\u620f\uff09\uff0c\u5e2e\u52a9\u60c5\u4fa3\u6216\u5bc6\u53cb\u5728\u5fd9\u788c\u751f\u6d3b\u4e2d\u4fdd\u6301\u60c5\u611f\u8fde\u63a5\u3001\u5bf9\u6297\u5173\u7cfb\u758f\u79bb\u611f\u7684\u6bcf\u65e5\u6e38\u620f\u5e94\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76b42927-fe11-4c0a-8444-d744c89dd4e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/638220ed-1cf1-4da1-9331-b4e03f5f3e74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9297b9a-9301-4f57-bbcb-c14d9d489e47.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\/6711791e-c01b-4460-91e6-1b6538fd21e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88bf2577-3bc2-4b7b-84f0-e441c690e2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c8edb61-391f-4d90-b3d0-fb87e578602f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4055b49e-f15f-49fd-9e1c-b46758eaf862.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\/f3825736-0596-4991-8831-4c2536737e43.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\/6a6f2d7f-4eda-40dd-80d0-4095eb72aaf6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9PHArmvw4qw\"><source src=\"https:\/\/www.youtube.com\/watch?v=9PHArmvw4qw\" 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\">Android<\/span><br \/>\n <span class=\"tag\">Dating<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">Lifestyle<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5173\u7cfb\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u60c5\u4fa3\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u8f7b\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u719f\u4eba\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">YC\u5b75\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u5173\u7cfb\u758f\u79bb\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u5177\u4f53\u597d\u8bc4\u96c6\u4e2d\u4e8e\u65b0\u589e\u7684\u5171\u4eab\u753b\u5e03\u3001\u5c0f\u7ec4\u4ef6\u548c\u672c\u5730\u7ea6\u4f1a\u63a8\u8350\u529f\u80fd\u3002\u6709\u8bc4\u8bba\u4ece\u5bb6\u5ead\u6cbb\u7597\u5e08\u89d2\u5ea6\u80af\u5b9a\u5176\u5fc5\u8981\u6027\uff0c\u4e5f\u6709\u7528\u6237\u63d0\u53ca\u5b83\u5bf9ADHD\u4eba\u7fa4\u7ef4\u6301\u5173\u7cfb\u7684\u5e2e\u52a9\u3002\u8bc4\u8bba\u4ee5\u795d\u8d3a\u548c\u652f\u6301\u4e3a\u4e3b\uff0c\u672a\u53d1\u73b0\u660e\u663e\u6279\u8bc4\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Candle\u7784\u51c6\u4e86\u4e00\u4e2a\u9690\u79d8\u800c\u666e\u4e16\u7684\u75db\u70b9\uff1a\u73b0\u4ee3\u4eb2\u5bc6\u5173\u7cfb\u5e76\u975e\u6bc1\u4e8e\u60ca\u5929\u52a8\u5730\u7684\u51b2\u7a81\uff0c\u800c\u662f\u4ea1\u4e8e\u65e5\u590d\u4e00\u65e5\u7684\u201c\u65e0\u8bdd\u53ef\u8bf4\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u6b3e\u201c\u5173\u7cfb\u9632\u8150\u5242\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u82b1\u54e8\u7684\u4e92\u52a8\u5f62\u5f0f\uff0c\u800c\u5728\u4e8e\u5c06\u62bd\u8c61\u7684\u60c5\u611f\u7ef4\u62a4\u201c\u4ea7\u54c1\u5316\u201d\u548c\u201c\u4eea\u5f0f\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86\u6781\u8f7b\u7684\u4e92\u52a8\u7b56\u7565\u2014\u2014\u6bcf\u65e5\u4e00\u4e2a\u968f\u673a\u6311\u6218\u3002\u8fd9\u964d\u4f4e\u4e86\u7528\u6237\u542f\u52a8\u7684\u5fc3\u7406\u95e8\u69db\uff0c\u89c4\u907f\u4e86\u4f20\u7edf\u5173\u7cfb\u7ef4\u62a4\u5e94\u7528\uff08\u5982\u5171\u4eab\u65e5\u8bb0\uff09\u5e26\u6765\u7684\u8bb0\u5f55\u538b\u529b\u3002\u5176\u6838\u5fc3\u7b97\u6cd5\u8d44\u4ea7\u5e76\u975e\u5185\u5bb9\u672c\u8eab\uff0c\u800c\u662f\u901a\u8fc7\u201c\u81ea\u9002\u5e94\u5361\u7247\u7ec4\u201d\u79ef\u7d2f\u7684\u4e92\u52a8\u6570\u636e\uff0c\u672a\u6765\u6709\u671b\u5b9e\u73b0\u5173\u7cfb\u9636\u6bb5\u4e0e\u4e92\u52a8\u5185\u5bb9\u7684\u7cbe\u51c6\u5339\u914d\uff0c\u8fd9\u624d\u662f\u6f5c\u5728\u7684\u7ade\u4e89\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u957f\u671f\u5438\u5f15\u529b\u5b58\u7591\u3002\u4f5c\u4e3a\u975e\u5de5\u5177\u7c7b\u5e94\u7528\uff0c\u5176\u7528\u6237\u751f\u547d\u5468\u671f\u4e0e\u5173\u7cfb\u72b6\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff08\u5206\u624b\u5373\u6d41\u5931\uff09\uff0c\u4e14\u6bcf\u65e5\u63a8\u9001\u6a21\u5f0f\u6781\u6613\u56e0\u7528\u6237\u5026\u6020\u800c\u4e2d\u65ad\u3002\u6240\u8c13\u7684\u201c\u60c5\u611f\u8282\u594f\u201d streaks\uff08\u8fde\u7eed\u8bb0\u5f55\uff09\u673a\u5236\uff0c\u5728\u751c\u871c\u671f\u662f\u52a8\u529b\uff0c\u5728\u5e73\u6de1\u671f\u5219\u53ef\u80fd\u6ca6\u4e3a\u65b0\u7684\u538b\u529b\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5b83\u8bd5\u56fe\u5728\u201c\u60c5\u4fa3\u79c1\u5bc6\u793e\u4ea4\u201d\u4e0e\u201c\u719f\u4eba\u8f7b\u5ea6\u6e38\u620f\u201d\u4e4b\u95f4\u5bfb\u627e\u7f1d\u9699\uff0c\u4f46\u4e24\u8005\u5747\u6709\u5f3a\u5927\u66ff\u4ee3\u54c1\uff08\u5982\u5171\u4eab\u76f8\u518c\u3001\u684c\u6e38\u3001\u751a\u81f3\u7b80\u5355\u89c6\u9891\u901a\u8bdd\uff09\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u53ef\u6709\u53ef\u65e0\u7684\u6d6a\u6f2b\u5c0f\u5de5\u5177\u201d\uff0c\u5347\u7ea7\u4e3a\u5173\u7cfb\u53cc\u65b9\u8ba4\u53ef\u7684\u3001\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u60c5\u611f\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u8fd9\u8981\u6c42\u5b83\u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u4fc3\u6210\u7684\u201c\u5fae\u5c0f\u8fde\u63a5\u201d\u80fd\u771f\u5b9e\u3001\u53ef\u611f\u77e5\u5730\u6539\u5584\u5173\u7cfb\u8d28\u91cf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u6570\u5b57\u65f6\u4ee3\u7684\u81ea\u6211\u5b89\u6170\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\">Candle (YC F24) <\/span>\n <\/div>\n<div class=\"comment-content\">Candle is a daily game that helps close friends and couples strengthen their connection through one shared, random challenge a day. Each day unlocks a new, interactive moment, a thoughtful question, unique debate, drawing or photo challenge, mini game, or simple local date idea. Candle creates small \u201cconnection nudges\u201d that gently spark conversation, play, in person connection, and emotional closeness.<\/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! We\u2019re excited to share Candle 2.0 with you! a daily game for couples and close friends designed to help you stay close through fun, thoughtful prompts and activities. <\/p>\n<p><strong>Why we built Candle: <\/strong><br \/>We believe most relationships don\u2019t end because of one singular event. They fade through the small conversations that never happen. Life gets busy, routines take over, and emotional momentum slowly disappears. That quiet erosion of presence can turn into distance, tension, resentment and\/or misunderstandings over time.<\/p>\n<p>We\u2019ve spoken to hundreds of friends and couples, and their stories are rarely about one explosive fight. More often, they\u2019re about drift, missed moments, unspoken thoughts, and connection slowly slipping away. Candle was built as a response to that slow drift. A simple way to practice connection daily or weekly.<\/p>\n<p><strong>What Candle is: <\/strong><br \/>Candle is a private space to reconnect, whether you\u2019re in the same room or miles apart. It started as a swipeable game and has grown into a shared home for your relationship or friendship. <\/p>\n<\/p>\n<p><strong>Features: <\/strong><\/p>\n<ul>\n<li>\n<p>Home and lock screen widgets for distance between you, countdowns to dates\/vacations\/meetups, streaks, and shared moments<\/p>\n<\/li>\n<li>\n<p>Daily prompts and mini games with thoughtful, funny, and unexpected questions, games, audio, and photo challenges<\/p>\n<\/li>\n<li>\n<p>Share photos and doodles straight to their home screen <\/p>\n<\/li>\n<li>\n<p>Date Ideas (beta) with 60+ curated ideas based on your city, updated weekly, swipe to match on what you both want to try<\/p>\n<\/li>\n<li>\n<p>Streaks and shared progress to build emotional rhythm and accountability over time<\/p>\n<\/li>\n<li>\n<p>Adaptive decks that evolve, delivering smarter, more relevant content as your relationship grows<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Love the new updates<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshag1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshag1<\/a> Thanks so much Harsha!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Super cool seeing this app flourish and yall’s dedication to constantly improving it! The shared canvas is so 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexruber\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexruber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexruber<\/a> <\/p>\n<p>Congrats on your launch! As a family therapist in my former career, this kind of app is so needed. And as someone with pretty messy ADHD, this is a great idea for making sure I don’t lose touch with people I’m close with other than sending them reels all day \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Been awesome seeing y’all grow this. The drawing feature is \ud83e\udd0c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matteo8p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matteo8p<\/a> Thanks so much man!! \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<\/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') || 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