Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-14<\/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 | 2026-04-14<\/h1>\n<p> <\/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\/2Q5KSKQ7UYEPQA\" class=\"app-title\">Figma for Agents<\/a><\/p>\n<div class=\"one-liner\">Design with AI agents, connected to your design system<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">449<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9AI\u667a\u80fd\u4f53\u5728Figma\u8bbe\u8ba1\u73af\u5883\u4e2d\u76f4\u63a5\u64cd\u4f5c\u771f\u5b9e\u7ec4\u4ef6\u548c\u53d8\u91cf\u7684MCP\u5de5\u5177\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u8bbe\u8ba1\u8131\u79bb\u54c1\u724c\u8bbe\u8ba1\u7cfb\u7edf\u3001\u65e0\u6cd5\u76f4\u63a5\u6295\u5165\u751f\u4ea7\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/affee0b1-ea2c-4428-a0fa-8074a8009211.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/345cbb65-9a1d-4cf4-8f94-1a3e408c63b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/793d8036-7ed3-41f8-8129-5afb80149bd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcec1dc1-13fe-4399-9779-064f2ea4743a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/192244d3-fb12-4940-904e-982fa42a27ab.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\/89dd3687-c40c-4ba6-8866-e1b6ea6da7f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vQMeJMgxRQY\"><source src=\"https:\/\/www.youtube.com\/watch?v=vQMeJMgxRQY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u4ee4\u724c\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u5de5\u5177\u89e3\u51b3\u4e86AI\u8bbe\u8ba1\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7684\u5173\u952e\u95ee\u9898\u3002\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\uff1a1.\u5982\u4f55\u540c\u6b65\u53ca\u5904\u7406\u8bbe\u8ba1\u7cfb\u7edf\u8fed\u4ee3\u540e\u7684\u5386\u53f2\u8bbe\u8ba1\uff1b2.\u80fd\u5426\u652f\u6301\u8bfb\u53d6\u73b0\u6709\u8bbe\u8ba1\u7cfb\u7edf\u5e76\u5bfc\u51fa\u4ee3\u7801\uff1b3.\u5bf9\u591aLLM\u5e73\u53f0\u7684\u652f\u6301\uff1b4.\u5176\u8bbe\u8ba1\u4ee4\u724c\u540c\u6b65\u548c\u81ea\u52a8\u751f\u6210\u65e0\u969c\u788d\u6807\u6ce8\u7684\u5b9e\u7528\u4ef7\u503c\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 \u201cFigma for Agents\u201d\u5e76\u975e\u53c8\u4e00\u4e2a\u201cAI\u751f\u6210\u6f02\u4eae\u56fe\u7247\u201d\u7684\u5de5\u5177\uff0c\u5b83\u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3aAI\u667a\u80fd\u4f53\u878d\u5165\u4ea7\u54c1\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u201c\u5408\u89c4\u5c42\u201d\u4e0e\u201c\u7ffb\u8bd1\u5668\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\uff0c\u800c\u5728\u4e8e\u201c\u7ea6\u675f\u201d\u4e0e\u201c\u5bf9\u9f50\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u8bbe\u8ba1\u5de5\u5177\u7684\u81f4\u547d\u4f24\u662f\u4ea7\u51fa\u7269\u6e38\u79bb\u4e8e\u56e2\u961f\u7684\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\uff08Single Source of Truth\uff09\u4e4b\u5916\uff0c\u5bfc\u81f4\u8bbe\u8ba1\u5e08\u5fc5\u987b\u63a8\u5012\u91cd\u6765\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7MCP\u534f\u8bae\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u6743\u9650\u76f4\u63a5\u951a\u5b9a\u5728\u771f\u5b9e\u7684Figma\u7ec4\u4ef6\u3001\u53d8\u91cf\u548c\u81ea\u52a8\u5e03\u5c40\u4e0a\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u201c\u81ea\u7531\u6563\u6f2b\u201d\u7684AI\u5957\u4e0a\u4e86\u8bbe\u8ba1\u7cfb\u7edf\u7684\u7f30\u7ef3\u3002\u5b83\u8ba9\u667a\u80fd\u4f53\u4ece\u201c\u5929\u9a6c\u884c\u7a7a\u7684\u753b\u5bb6\u201d\u53d8\u6210\u4e86\u201c\u61c2\u5f97\u4f7f\u7528\u516c\u53f8\u6807\u51c6\u96f6\u4ef6\u5e93\u7684\u5de5\u7a0b\u5e08\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u66f4\u6df1\u5c42\u4fe1\u53f7\u662f\uff0c\u5b83\u8bd5\u56fe\u91cd\u5851\u8bbe\u8ba1-\u5f00\u53d1\u534f\u4f5c\u7684\u7ba1\u9053\u3002\u65e0\u8bba\u662f\u8bbe\u8ba1\u4ee4\u724c\u7684\u540c\u6b65\u4e0e\u6f02\u79fb\u68c0\u6d4b\uff0c\u8fd8\u662f\u57fa\u4e8e\u771f\u5b9e\u7ec4\u4ef6\u81ea\u52a8\u751f\u6210\u65e0\u969c\u788d\uff08a11y\uff09\u6807\u6ce8\uff0c\u90fd\u8868\u660e\u5176\u76ee\u6807\u662f\u5c06\u90a3\u4e9b\u7e41\u7410\u3001\u6613\u51fa\u9519\u3001\u603b\u88ab\u6ede\u540e\u5904\u7406\u7684\u5de5\u7a0b\u5316\u89c4\u8303\uff08\u8bbe\u8ba1\u4ee4\u724c\u3001\u65e0\u969c\u788d\uff09\u63d0\u524d\u5e76\u81ea\u52a8\u5316\u5730\u5d4c\u5165\u8bbe\u8ba1\u9636\u6bb5\u3002\u8fd9\u4e0d\u518d\u662f\u7b80\u5355\u7684\u201c\u63d0\u901f\u201d\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u6d41\u8d28\u5730\u7684\u6539\u53d8\u2014\u2014\u8ba9\u4e00\u81f4\u6027\u68c0\u67e5\u548c\u89c4\u8303\u843d\u5b9e\u4ece\u4eba\u5de5\u5ba1\u67e5\u53d8\u4e3a\u6301\u7eed\u540c\u6b65\u7684\u5e95\u5c42\u534f\u8bae\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u5173\u952e\u6311\u6218\u4e5f\u5df2\u4ece\u8bc4\u8bba\u4e2d\u6d6e\u73b0\uff1a\u5982\u4f55\u4f18\u96c5\u5730\u5904\u7406\u8bbe\u8ba1\u7cfb\u7edf\u672c\u8eab\u7684\u7248\u672c\u6f14\u8fdb\uff1f\u667a\u80fd\u4f53\u4f9d\u636e\u201c\u6280\u80fd\u6587\u4ef6\u201d\uff08Skills\uff09\u8fd9\u4e00\u9759\u6001\u5feb\u7167\u8fdb\u884c\u521b\u4f5c\uff0c\u5f53\u7cfb\u7edf\u66f4\u65b0\u540e\uff0c\u65e7\u8bbe\u8ba1\u662f\u5426\u4f1a\u88ab\u6807\u8bb0\u4e3a\u201c\u6f02\u79fb\u201d\uff1f\u8fd9\u89e6\u53ca\u4e86\u52a8\u6001\u56e2\u961f\u534f\u4f5c\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5de5\u5177\u82e5\u4e0d\u80fd\u59a5\u5584\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u53ef\u80fd\u4f1a\u5728\u6548\u7387\u63d0\u5347\u7684\u540c\u65f6\uff0c\u5236\u9020\u51fa\u65b0\u7684\u6280\u672f\u503a\u52a1\u4e0e\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b21\u6781\u5177\u9488\u5bf9\u6027\u7684\u201c\u586b\u5751\u201d\u5f0f\u521b\u65b0\u3002\u5b83\u4e0d\u8ffd\u6c42\u70ab\u6280\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u9762\u5411\u5df2\u6df1\u5ea6\u4f7f\u7528Figma\u548cAI\u7f16\u7801\u52a9\u624b\u7684\u4ea7\u7814\u56e2\u961f\uff0c\u89e3\u51b3AI\u843d\u5730\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u878d\u5408\u95ee\u9898\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u8ba9\u201cAI\u751f\u6210\u7684\u8bbe\u8ba1\u201d\u7b2c\u4e00\u6b21\u5177\u5907\u4e86\u88ab\u76f4\u63a5\u201cShip\u201d\u51fa\u53bb\u7684\u8d44\u683c\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\">Figma for Agents<\/span>\n <\/div>\n<div class=\"comment-content\">AI-generated designs break brand standards because agents can’t see your design system. Figma’s use_figma MCP tool changes that. For product teams bridging design and code with AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figma opened the canvas to agents.<\/p>\n<\/p>\n<p><strong>What is it: <\/strong>Figma’s use_figma MCP tool lets AI agents create and edit designs directly in Figma, working with your actual components, variables, and auto layout not against them.<\/p>\n<\/p>\n<p><strong>The problem: <\/strong>Every AI-generated design has the same tell: it doesn’t look like your product. Components are invented. Spacing is arbitrary. The output is technically a UI, but it’s nobody’s design system. So designers throw it out and start over.<\/p>\n<\/p>\n<p><strong>The solution: <\/strong>Skills are markdown files that encode your team’s design conventions. Agents read them before touching the canvas. Combined with use_figma, agents now have both access and context they know how to work in Figma and they know how to work in your Figma.<\/p>\n<\/p>\n<p><strong>What you can do with it:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfd7\ufe0f Generate component libraries from a codebase<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 Sync design tokens between code and Figma variables, with drift detection<\/p>\n<\/li>\n<li>\n<p>\u267f Auto-generate screen reader specs from UI designs<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd04 Run parallel workflows across multiple agents<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for: <\/strong>Product and design-engineering teams that use Figma as the shared source of truth and want their AI agent workflows to stay connected to it. Heavy users of Claude Code, Codex, Cursor, and Copilot will feel this immediately.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> When the design system evolves and skills get updated, how do you handle designs that were generated under old conventions, do they get flagged as drifted or does the agent silently treat them as correct because it only knows the current skill version?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The problem with AI design wasn\u2019t quality.<br \/>It was context.<\/p>\n<p>Working inside real Figma components is the difference between \u201clooks cool\u201d and \u201cship it.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what multi-agent platforms need. We’re building Kepion \u2014 an AI company builder with 31 specialized agents, including Maya (Designer) and Kai (Frontend Dev). Right now Maya outputs design tokens and Kai codes them into React components. But there’s a gap: Maya can’t “see” or “touch” actual design files.<\/p>\n<p>Figma for Agents closes that gap. If Maya could create and edit directly in Figma using this MCP tool, then hand off real Figma components to Kai for implementation \u2014 the design-to-code pipeline becomes seamless. No more translating between “design spec as text” and “actual visual design.”<\/p>\n<p>Two questions: does use_figma support reading existing design systems (variables, component libraries) so an agent can stay on-brand? And is there a way to export generated designs directly to code (React\/Tailwind)?<\/p>\n<p>Following this closely. The future of AI-generated products isn’t just code \u2014 it’s code that looks good.<\/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\/@pavel_build\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavel_build<\/a> don’t know if this helps or about use_figma, but Figma’s MCP exposes several other tools also – here are a couple & there are more:<\/p>\n<p>– get_variable_defs – returns design tokens (colors, spacing, typography) from your selection.<\/p>\n<p>– get_code_connect_map – retrieves the mapping between Figma node IDs and your actual codebase components. Enables Claude to use your real Button, Modal, etc. instead of generating new ones.<\/p>\n<p>also, re react, we’re using the Storybook MCP in combination with Figma MCP too<\/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>Good to note that Figma is also innovating forward to stay competitive in the AI landscape. Congrats on the launch! Looking forward to trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> For sure, the bar in AI is moving fast, and Figma is innovating on the go. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle the conflict when the code variables in Figma and the code base diverge? Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Great question, I think the idea is to use agents to continuously compare tokens and mappings between Figma and the codebase, flag drift early, and help you reconcile rather than silently diverge. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 screen reader spec generation is the most underrated part. a11y annotations are always manual, always late, and quietly ignored in code review anyway. <\/p>\n<p>agents generating aria specs from actual design system components \u2014 if that’s real, it’s the first time accessibility sits upstream of the handoff, not downstream.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Totally agree, a11y usually shows up at the very end, so letting agents generate screen reader and aria specs directly from real components is about moving accessibility to the starting line. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI that doesn’t treat Auto -Layout like a suggestion! Look forward to it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kelly_lee_zeeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelly_lee_zeeman<\/a> Haha yes, appreciate you looking forward to 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>Crazy. Would be happier if it works out great for multiple LLMs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@riya_jawandhiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riya_jawandhiya<\/a> I’m thinking their goal is absolutely to make it work well across the tools teams already use. Thanks for stopping by! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels like a missing layer finally getting solved. <\/p>\n<\/p>\n<p>Most AI design tools create \u201cusable UI\u201d, but not <em>your <\/em>UI, which kills real adoption in teams. Connecting agents directly to the design system is the right direction. <\/p>\n<\/p>\n<p>If this actually maintains consistency at scale, it’s not just a design tool upgrade; it changes how design and engineering collaborate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">someone test this and the accuracy of the implementation?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AS6JS7TWSU5PV6\" class=\"app-title\">CatDoes v4<\/a><\/p>\n<div class=\"one-liner\">An AI agent with its own computer builds your apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">339<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CatDoes v4\u662f\u4e00\u4e2a\u4e91\u7aefAI\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u65e0\u4ee3\u7801\u5e94\u7528\u6784\u5efa\u5e73\u53f0\uff0c\u5176\u6838\u5fc3AI\u4ee3\u7406\u201cCompose\u201d\u62e5\u6709\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\uff0c\u53ef\u81ea\u4e3b\u5b8c\u6210\u4ece\u7f16\u7801\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u6d4b\u8bd5\u5230\u9519\u8bef\u4fee\u590d\u7684\u5168\u6d41\u7a0b\uff0c\u8ba9\u521b\u4e1a\u8005\u3001\u8bbe\u8ba1\u5e08\u548c\u5de5\u7a0b\u5e08\u80fd\u5feb\u901f\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u7684\u79fb\u52a8\u5e94\u7528\u548c\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4ece\u6784\u601d\u5230\u843d\u5730\u6267\u884c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e714aa9-dd62-4875-97d1-5e89c3094a3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed63b265-ee5c-4e36-91d4-91a1d2f2e7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fae735e-8915-4eaa-8f93-1a84b4605210.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82304e45-fbe8-4d06-be6c-7da8af6974ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3656e8d-1c38-4d76-9071-92d864ed4c60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b3af43e-357b-4b4f-924a-2a51d8755ffe.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\/f3b762c8-bceb-475d-a983-72073cd09dcb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XTtfu7bC6qw\"><source src=\"https:\/\/www.youtube.com\/watch?v=XTtfu7bC6qw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8f6c\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u5bf9AI\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u548c\u201c\u95ed\u6807\u7b7e\u5de5\u4f5c\u201d\u80fd\u529b\u8868\u793a\u60ca\u53f9\uff0c\u8ba4\u4e3a\u5176\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u81ea\u52a8\u5316\u5f00\u53d1\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\uff1a\u975e\u6280\u672f\u4eba\u5458\u80fd\u5426\u7528\u4e8e\u6b63\u5f0f\u90e8\u7f72\uff08\u5b98\u65b9\u80af\u5b9a\u56de\u590d\uff09\uff1b\u5bf9\u201c\u5168\u5bb6\u6876\u201d\u5f0f\u540e\u7aef\u670d\u52a1\u7684\u7075\u6d3b\u6027\u53ca\u6570\u636e\u5b89\u5168\u7684\u8be2\u95ee\uff08\u5b98\u65b9\u89e3\u91ca\u4e86\u4ee3\u7801\u5bfc\u51fa\u3001\u5f00\u6e90\u6280\u672f\u6808\u3001\u52a0\u5bc6\u7ba1\u7406\u548c\u9694\u79bb\u673a\u5236\uff09\uff1b\u6709\u7528\u6237\u5206\u4eab\u4e86\u6210\u529f\u6784\u5efa\u4e60\u60ef\u8ddf\u8e2a\u5668\u3001\u4f5c\u54c1\u96c6\u5e94\u7528\u7684\u7ecf\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 CatDoes v4\u6240\u6807\u699c\u7684\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u5728\u65c1\u5efa\u8bae\u7684AI\u7f16\u7a0b\u52a9\u624b\uff0c\u800c\u662f\u4e00\u4e2a\u65e8\u5728\u63a5\u7ba1\u6574\u4e2a\u5f00\u53d1\u5faa\u73af\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5c06AI\u4ece\u201c\u4ee3\u7801\u751f\u6210\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u73af\u5883\u201d\uff0c\u901a\u8fc7\u8d4b\u4e88AI\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\u6743\u9650\uff0c\u4f7f\u5176\u80fd\u81ea\u4e3b\u8fdb\u884c\u8bd5\u9519\u3001\u8c03\u8bd5\u548c\u8fed\u4ee3\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u77ed\u677f\uff1a\u751f\u6210\u4ee3\u7801\u540e\uff0c\u5c06\u7f16\u8bd1\u3001\u4f9d\u8d56\u3001\u90e8\u7f72\u7b49\u7e41\u7410\u4e14\u6613\u9519\u7684\u201c\u810f\u6d3b\u201d\u6254\u56de\u7ed9\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u9ad8\u5ea6\u81ea\u4e3b\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ea7\u54c1\u6700\u5927\u7684\u4ef7\u503c\u5728\u4e8e\u4e3a\u660e\u786e\u3001\u8fb9\u754c\u6e05\u6670\u7684\u8f7b\u91cf\u7ea7\u5e94\u7528\u9700\u6c42\u63d0\u4f9b\u4e86\u201c\u4e00\u952e\u4ea4\u4ed8\u201d\u7684\u53ef\u80fd\u6027\uff0c\u5c24\u5176\u9002\u5408\u539f\u578b\u9a8c\u8bc1\u3001MVP\u6784\u5efa\u6216\u7b80\u5355\u4e1a\u52a1\u6570\u5b57\u5316\u3002\u4f46\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u540c\u6837\u5c16\u9510\uff1a\u9996\u5148\uff0c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u53ef\u9760\u5b9e\u73b0\u80fd\u529b\u5b58\u7591\uff0cAI\u5728\u6a21\u7cca\u9700\u6c42\u548c\u65e0\u754c\u95ee\u9898\u4e2d\u7684\u51b3\u7b56\u8d28\u91cf\u662f\u9ed1\u7bb1\uff1b\u5176\u6b21\uff0c\u201c\u5168\u5bb6\u6876\u201d\u5f0f\u670d\u52a1\u867d\u7b80\u5316\u4e86\u8d77\u6b65\uff0c\u4f46\u4e5f\u53ef\u80fd\u5f62\u6210\u4f9b\u5e94\u5546\u9501\u5b9a\uff0c\u5c3d\u7ba1\u5b98\u65b9\u627f\u8bfa\u4ee3\u7801\u53ef\u5bfc\u51fa\uff1b\u6700\u540e\uff0c\u5c06\u5b8c\u6574\u7684\u5f00\u53d1\u3001\u90e8\u7f72\u6743\u9650\u6388\u4e88AI\u4ee3\u7406\uff0c\u5176\u5b89\u5168\u8fb9\u754c\u3001\u6210\u672c\u63a7\u5236\uff08\u65e0\u9650\u91cd\u8bd5\u5faa\u73af\uff09\u548c\u6743\u8d23\u754c\u5b9a\uff0c\u5bf9\u4e25\u8083\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u800c\u8a00\u4ecd\u662f\u9700\u8981\u5ba1\u89c6\u7684\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCatDoes v4\u662f\u201cAI\u5373\u670d\u52a1\u201d\u7406\u5ff5\u5728\u5e94\u7528\u5f00\u53d1\u9886\u57df\u7684\u6fc0\u8fdb\u5b9e\u8df5\u3002\u5b83\u5e76\u975e\u8981\u53d6\u4ee3\u4e13\u4e1a\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u5e94\u7528\u5f00\u53d1\u7684\u51c6\u5165\u95e8\u69db\u964d\u81f3\u8fd1\u4e4e\u4e3a\u96f6\uff0c\u8ba9\u201c\u60f3\u6cd5\u201d\u4e0e\u201c\u53ef\u8fd0\u884c\u8f6f\u4ef6\u201d\u4e4b\u95f4\u7684\u8def\u5f84\u6781\u5ea6\u7f29\u77ed\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u70ab\u9177\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5728\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5728\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u7684\u5e73\u8861\u80fd\u5426\u7ecf\u53d7\u4f4f\u8d85\u51fa\u8840\u6c14\u65b9\u521a\u7684\u65e9\u671f\u91c7\u7528\u8005\u4e4b\u5916\u7684\u66f4\u5e7f\u6cdb\u5e02\u573a\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\">CatDoes v4<\/span>\n <\/div>\n<div class=\"comment-content\">CatDoes is a no-code app builder. Its AI agent, Compose, runs in the cloud and has its own computer, so you can close the tab and it keeps working. Compose writes the code, installs the packages, runs the tests, and fixes its own errors. It builds mobile apps and websites. Every plan comes with a backend included, database and auth and storage and edge functions and real-time events. For founders, SMBs, designers, and engineers who want to move faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt,<\/p>\n<\/p>\n<p>I’m Mahdi, co-founder of CatDoes. Building this with Nafis. Big thanks to <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> for hunting us today.<\/p>\n<\/p>\n<p>This is our third time here. v3 was “a team of AI agents that builds your mobile app.” v4 is where that idea grew up.<\/p>\n<\/p>\n<p>The core of v4 is Compose, our new AI agent. It replaces the old specialist-team setup with a single autonomous agent that works more like an engineer you can hand things off to than a copilot that sits next to you while you code.<\/p>\n<\/p>\n<p><strong>A few things that are actually different about Compose:<\/strong><\/p>\n<p>– It runs in the cloud. You describe what you want, close the tab, go to sleep, come back. Compose has been working the whole time.<\/p>\n<p>– It has its own computer. So it can install packages, run scripts, try a build, read the output, and try again if something fails. It doesn’t suggest code changes, it writes them, runs them, and fixes them when they break.<\/p>\n<p>– It spawns subagents. If your request has three independent parts, Compose runs them in parallel instead of serially.<\/p>\n<p>– It decides what to do next. Plans the work, writes the code, runs the tests, ships the build, reads the errors, fixes them.<\/p>\n<\/p>\n<p><strong>What Compose builds<\/strong><\/p>\n<p>Mobile apps and websites. You can start from scratch or import a GitHub repo. Paste a URL (Lovable, WordPress, Shopify, whatever) and Compose will turn that website into a mobile app. Fork any of your projects to ship the same product under a different brand. It also monitors your app’s errors via CatDoes Watch (Built-in error monitoring) and will fix them when you ask.<\/p>\n<\/p>\n<p>Every plan ships with a full backend: CatDoes Cloud. Database, auth, storage, real-time, edge functions. US and EU regions. No separate setup, no extra vendor.<\/p>\n<\/p>\n<p><strong>What’s new since v3<\/strong><\/p>\n<p>– Compose Agent: autonomous, cloud-native, has its own computer<\/p>\n<p>– CatDoes Cloud: backend included on every plan<\/p>\n<p>– Websites + custom domains<\/p>\n<p>– Import from GitHub<\/p>\n<p>– Monorepos with a preview size switcher (mobile, desktop, iPad, phone sizes)<\/p>\n<p>– Website to Mobile App convertor<\/p>\n<p>– File Browser (edit your code from the dashboard)<\/p>\n<p>– Multi-page Canvas (see every screen at once)<\/p>\n<p>– CatDoes Watch (built-in error monitoring, dev and prod)<\/p>\n<p>– Env Manager (store secrets the AI can request but never read)<\/p>\n<p>– Fork Projects<\/p>\n<p>– Principal Agent tier, our smartest agent yet<\/p>\n<\/p>\n<p><strong>Who it’s for<\/strong><\/p>\n<p>– Founders going from idea to a real app in days<\/p>\n<p>– Designers whose prototypes should actually run<\/p>\n<p>– Small businesses that finally need a mobile and web presence<\/p>\n<p>– Engineers who want to ship 10x faster<\/p>\n<p>– Anyone who’s been waiting for tech to catch up with their idea<\/p>\n<\/p>\n<p><strong>Product Hunt perks<\/strong><\/p>\n<p>– 20% off your first paid month with code V4_PH_20, valid this week<\/p>\n<p>– Drop your idea in the comments and I’ll reply with how Compose would tackle it. If it’s interesting, we’ll spin it up and share what Compose built.<\/p>\n<\/p>\n<p>Thanks for taking a look. Feedback from people who showed up for v2 and v3 is a big reason this version exists. \ud83d\ude4c<\/p>\n<\/p>\n<p>Mahdi and Nafis<\/p>\n<p>Co-founders, CatDoes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <a href=\"https:\/\/www.producthunt.com\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a> great stuff! congratulations on the launch of CatDoes V4! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 created my habit tracker app with catdoes, and I love it! Congrats Guys.<\/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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> Glad you loved it, Thank you Ayda \ud83d\ude80\ud83e\udef6\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Let’s gooo <a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> \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, I’m so excited for this! I prototyped 2 apps for my portfolio with CatDoes v3 and now I just tried this and I can’t believe it one-shotted my app. Good job team\u2728\ud83d\udc4c\ud83c\udffc<\/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>Thank you for your comment <a href=\"https:\/\/www.producthunt.com\/@sana_doushabchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sana_doushabchi<\/a> , glad that you found CatDoes useful, would love to know what you have built! \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sana_doushabchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sana_doushabchi<\/a> This is so cool, Thank youu\ud83d\ude80\ud83e\udef6\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Comment Deleted<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Super excited to hunt CatDoes v4 today \u2014 and this one is a meaningful step forward for AI-assisted development.<\/p>\n<\/p>\n<p>I know Mehdi well. He and his co-founder (Nafis) have been heads down building for a long time. Third PH launch. Best one yet.<\/p>\n<\/p>\n<p>Here\u2019s what\u2019s always frustrated me about AI coding tools: They write the code. Then they stop.<\/p>\n<\/p>\n<p>The moment something breaks \u2014 a failed build, a missing dependency, a cryptic error log \u2014 it\u2019s back on you. You\u2019re still the debugger. You\u2019re still the one closing the loop.<\/p>\n<p>CatDoes v4 changes that dynamic.<\/p>\n<\/p>\n<p>The new agent runs on its own cloud machine. It doesn\u2019t just generate \u2014 it:<\/p>\n<\/p>\n<p>\u2192 Installs dependencies on its own<\/p>\n<p>\u2192 Runs the build<\/p>\n<p>\u2192 Reads the error logs<\/p>\n<p>\u2192 Fixes what broke. In a loop.<\/p>\n<\/p>\n<p>You tell it what to build, close the tab, and come back when it\u2019s done.<\/p>\n<\/p>\n<p>That\u2019s not a code generator. That\u2019s agent autonomy.<\/p>\n<\/p>\n<p>And it\u2019s the closest thing I\u2019ve seen to a tireless dev running in the background while you focus on what actually matters.<\/p>\n<\/p>\n<p>Big congrats to Mehdi and Nafis and and the CatDoes team \ud83d\ude4c Three launches in and they keep raising the bar.<\/p>\n<\/p>\n<p>Check it out and drop your questions and feedback below \ud83d\udc47<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <\/p>\n<p>Interesting to see agents moving all the way to building and shipping apps.<\/p>\n<p>As these systems start actually executing things on their own,<\/p>\n<p>it feels like the bigger challenge becomes defining what should be allowed to run \u2014 not just generating or building 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>Is it good enough to deploy to public for non software engineer? Or is it only for vibe coding?<\/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>it is <a href=\"https:\/\/www.producthunt.com\/@linkun_dong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linkun_dong<\/a> !<\/p>\n<p>please give it a try and let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linkun_dong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linkun_dong<\/a> It’s made for non-technical people. We have business owners, product managers, and designers who use CatDoes to build apps and websites. Give it a try and let me know if you need any help. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u2014 really excited about this release! I built a couple of portfolio apps with CatDoes v3, and even without diving deep yet, this already looks super impressive.<\/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 <a href=\"https:\/\/www.producthunt.com\/@sinan_ugurdag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sinan_ugurdag<\/a> , this is what we like to hear! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sinan_ugurdag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sinan_ugurdag<\/a> Thank you Sinan\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\">You\u2019re bundling a full backend (DB\/auth\/storage\/realtime\/edge). How do you think about the tradeoff between \u201cbatteries included\u201d and flexibility: what\u2019s the escape hatch when teams need custom infra, strict compliance, or want to bring their own services\u2014and how do secrets and production safety work with an autonomous agent?<\/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 the comment <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> \ud83d\ude3b<\/p>\n<p>Batteries-included by default, and exits are there when you want them. CatDoes Cloud (db, auth, storage, realtime, edge functions) ships on every plan and most builders want to ship, not shop for infra. Under the hood we use open-source tech,<em> <\/em>nothing proprietary. Code export is there whenever you want to own the code and leave, and because the stack is open-source the exported code actually runs elsewhere.<\/p>\n<p>GitHub import works the other way where you can bring any repo in and the agent will work on it. The agent isn’t locked to Cloud either; it can wire up Stripe, Clerk, your own Postgres, whatever, by writing against it.<\/p>\n<p>Cloud’s EU region is live at data centers in Europe for data residency, and teams and enterprises can run private Cloud deployments.<\/p>\n<p>On secrets and safety: our Env Manager encrypts everything, the agent only ever sees which keys exist, never the values. For sensitive inputs, there’s a secure input field where values are encrypted on entry and the agent just knows a value is provided and proceeds. Each project runs on its own isolated cloud machine, so no cross-contamination between builds.<\/p>\n<p>Also, CatDoes Watch monitors prod and hands errors back to the agent when you want them fixed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product is really amazing, and I’ve been watching their progress. I really like the quality of the product.<\/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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you Khashayar, 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>Thank you for the comment <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <\/p>\n<\/p>\n<p>We’re a big fan of Starnus here! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am seriously impressed. <\/p>\n<p>I had a few design ideas for my business and they were laying down in my Figma untested. I used Catdoes v4 and tada \ud83e\ude84. Kudos team!!!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eemis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eemis<\/a> Love to hear this! let’s goooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thank you for your comment <a href=\"https:\/\/www.producthunt.com\/@eemis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eemis<\/a> glad you found CatDoes useful! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does it support like all Apple platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>yes <a href=\"https:\/\/www.producthunt.com\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> , it supports both iPhone and iPad apps.<\/p>\n<p>And the best part is, you don’t even need a mac or Xcode to publish your app on the app store.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KEVPSWSDCIA5TB\" class=\"app-title\">Softr AI Co-Builder<\/a><\/p>\n<div class=\"one-liner\">Build business apps with AI – that actually work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">328<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5feb\u901f\u751f\u6210\u5305\u542b\u6570\u636e\u5e93\u3001\u4e1a\u52a1\u903b\u8f91\u548c\u5b89\u5168\u6743\u9650\u7684\u5b8c\u6574\u5546\u4e1a\u5e94\u7528\uff08\u5982\u5ba2\u6237\u95e8\u6237\u3001\u5185\u90e8\u7cfb\u7edf\uff09\u7684AI\u534f\u540c\u6784\u5efa\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u5b9a\u5236\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u65f6\u9762\u4e34\u7684\u5f00\u53d1\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u3001\u539f\u578b\u5de5\u5177\u4e0d\u5b9e\u7528\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49c0d7a9-e529-4867-b150-810839173706.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a07f6c7-b319-4f29-8c6d-a721b7724c1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5fbbc6c-05d2-4168-bcfe-d1c0aa97cb8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b64beb8-52cd-4f8a-b6f0-e34053c47f0e.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\/f502a5ef-60d9-4f50-aed5-55a535658b72.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yrEM74hj8ic\"><source src=\"https:\/\/www.youtube.com\/watch?v=yrEM74hj8ic\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/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\u80fd\u5feb\u901f\u751f\u6210\u201c\u771f\u6b63\u53ef\u7528\u201d\u7684\u8f6f\u4ef6\uff0c\u89e3\u51b3\u4e86\u5176\u4ed6AI\u5de5\u5177\u53ea\u80fd\u505a\u539f\u578b\u7684\u95ee\u9898\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u6570\u636e\u6a21\u578b\u590d\u6742\u6027\u4e0e\u4e1a\u52a1\u903b\u8f91\u6f14\u8fdb\u7684\u517c\u5bb9\u6027\uff1b2. AI\u751f\u6210\u4e0e\u53ef\u89c6\u5316\u7f16\u8f91\u7684\u6743\u9650\u8fb9\u754c\u4e0e\u63a7\u5236\u529b\uff1b3. \u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u5b9e\u9645\u80fd\u529b\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0AI\u8bbe\u8ba1\u7684\u521b\u610f\u81ea\u7531\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Softr AI Co-Builder \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u5e02\u573a\u7684\u4e00\u6b21\u7cbe\u51c6\u5207\u5272\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u4ece\u6f14\u793a\u5230\u4ea4\u4ed8\u201d\u8fd9\u4e00\u5173\u952e\u65ad\u5c42\uff0c\u5c06\u53e3\u53f7\u951a\u5b9a\u5728\u201cactually work\u201d\u4e0a\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAI\u751f\u6210\u5e94\u7528\u666e\u904d\u6ca6\u4e3a\u73a9\u5177\u6216\u534a\u6210\u54c1\u7684\u884c\u4e1a\u75fc\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u751f\u6210\u5e94\u7528\u201d\u8fd9\u4e00\u8868\u8c61\uff0c\u800c\u5728\u4e8e\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u5230\u4e00\u4e2a\u6210\u719f\u3001\u95ed\u73af\u7684\u65e0\u4ee3\u7801\u4ea7\u54c1\u6846\u67b6\u4e2d\u3002\u8fd9\u5e26\u6765\u4e86\u51e0\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u9996\u5148\uff0c\u5b83\u7528AI\u52a0\u901f\u4e86\u201c\u6784\u5efa\u201d\u8fd9\u4e00\u521d\u59cb\u73af\u8282\uff0c\u4f46\u5c06\u6838\u5fc3\u7684\u53ef\u9760\u6027\u62bc\u6ce8\u5728Softr\u81ea\u8eab\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u3001\u9884\u7f6e\u4e86\u7528\u6237\u8ba4\u8bc1\u3001\u89d2\u8272\u6743\u9650\u548c\u6570\u636e\u5b89\u5168\u7684\u57fa\u7840\u67b6\u6784\u4e0a\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528AI\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u800c\u975e\u7528AI\u627f\u62c5\u5168\u90e8\u8d23\u4efb\uff0c\u89c4\u907f\u4e86\u751f\u6210\u5f0fAI\u5728\u903b\u8f91\u4e25\u8c28\u6027\u4e0a\u7684\u56fa\u6709\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5b83\u63d0\u4f9b\u4e86\u201c\u63d0\u793a\u751f\u6210\u201d\u4e0e\u201c\u53ef\u89c6\u5316\u7f16\u8f91\u201d\u7684\u53cc\u6a21\u63a7\u5236\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u7528\u6237\uff08\u5c24\u5176\u662f\u975e\u6280\u672f\u7528\u6237\uff09\u5fc3\u667a\u6a21\u578b\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014AI\u8d1f\u8d23\u7075\u611f\u4e0e\u8349\u7a3f\uff0c\u4eba\u7c7b\u8d1f\u8d23\u6700\u7ec8\u7684\u786e\u8ba4\u4e0e\u5fae\u8c03\uff0c\u63a7\u5236\u6743\u4ece\u672a\u65c1\u843d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u6765\u81ea\u8bc4\u8bba\u7684\u8d28\u7591\u70b9\u660e\u4e86\u6838\u5fc3\uff1a\u5f53\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u4e1a\u52a1\u6570\u636e\u6d8c\u5165AI\u57fa\u4e8e\u7406\u60f3\u5316\u63cf\u8ff0\u751f\u6210\u7684\u6570\u636e\u5e93\u67b6\u6784\u65f6\uff0c\u7cfb\u7edf\u80fd\u5426\u4f18\u96c5\u5730\u6f14\u8fdb\uff1f\u8fd9\u8003\u9a8c\u7684\u662f\u5176\u5e95\u5c42\u6570\u636e\u6a21\u578b\u7684\u7075\u6d3b\u6027\u4ee5\u53ca\u201c\u534f\u540c\u6784\u5efa\u201d\u4e2d\u201c\u534f\u540c\u201d\u4e8c\u5b57\u7684\u771f\u529f\u592b\u2014\u2014AI\u80fd\u5426\u7406\u89e3\u5e76\u534f\u52a9\u7528\u6237\u8fdb\u884c\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u8fed\u4ee3\uff0c\u800c\u975e\u4ec5\u4ec5\u5b8c\u6210\u4e00\u6b21\u6027\u751f\u6210\u3002\u6b64\u5916\uff0c\u5728\u9ad8\u5ea6\u5b9a\u5236\u5316\u4e0e\u590d\u6742\u96c6\u6210\u573a\u666f\u4e0b\uff0c\u5b83\u80fd\u5426\u5728\u201c\u5f00\u7bb1\u5373\u7528\u7684\u4fbf\u6377\u6027\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u7684\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5173\u952e\u5e73\u53f0\u201d\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSoftr\u6b64\u4e3e\u662f\u52a1\u5b9e\u7684AI\u4ea7\u54c1\u5316\u5178\u8303\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u201c\u5b8c\u5168\u81ea\u4e3bAI\u7f16\u7801\u201d\u7684\u5e7b\u5f71\uff0c\u800c\u662f\u7528AI\u5f3a\u5316\u81ea\u8eab\u62a4\u57ce\u6cb3\uff0c\u89e3\u51b3\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\u7684\u6548\u7387\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u547d\u9898\uff1a\u5728\u5546\u4e1a\u8f6f\u4ef6\u9886\u57df\uff0c**\u201cAI\u589e\u5f3a\u201d** \u6216\u8bb8\u6bd4 **\u201cAI\u53d6\u4ee3\u201d** \u662f\u4e00\u6761\u66f4\u7a33\u5065\u3001\u66f4\u53ef\u6301\u7eed\u7684\u8def\u5f84\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\">Softr AI Co-Builder<\/span>\n <\/div>\n<div class=\"comment-content\">Build custom portals, internal tools, and ops systems with AI in minutes. Describe what you need, and the AI Co-Builder generates the app, database, and business logic, secure and ready for real users. Refine with prompts or edit visually – you’re in control.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt community,<\/p>\n<p>2025 was the era of shiny demos. <strong>2026 is the era of useful business software your business runs on.<\/strong><\/p>\n<p>If you’ve ever tried to build a custom business tool – a client portal, a vendor management system, an internal CRM – you know the options aren’t great. Off-the-shelf software almost fits, but not quite. Hiring a developer takes months and costs more than expected. And AI or vibe coding tools? Great for prototypes, but the moment real users and real data get involved, things fall apart fast.<\/p>\n<p>Today, we’re bringing Softr\u2019s AI Co-Builder to the Product Hunt community: the first AI platform for building real business software. Not prototypes. Not demos. Software that works, every single time.<\/p>\n<p>Here’s what makes it different:<\/p>\n<p>\ud83c\udfd7\ufe0f <strong>Generate real business software from a prompt:<\/strong> Describe what you need, and Softr\u2019s new AI Co-Builder instantly creates the database, application, and business logic – already connected, secure, and ready for real users.<\/p>\n<p>\ud83d\udd01 <strong>Refine with AI or edit visually:<\/strong> Switch between AI prompting and visual editing at any time. You build it, own it, and iterate on it – no black box, no developer required. <br \/><em>Need something custom? Use the vibe coding block to build your own design and logic exactly the way you want.<\/em><\/p>\n<p>\ud83d\udd12 <strong>Secure and fully-functional by default:<\/strong> Logins, roles, permissions, and security are built in from day one, so you can actually launch it to your team or clients without it falling apart.<\/p>\n<p>\ud83e\udde9 <strong>Connect your data and tools:<\/strong> Your data, your apps, and your workflows all live in Softr. Connect your existing tools, automate processes, and manage your complete business operations without switching context.<\/p>\n<p>\ud83d\udc49 Try it free at <a href=\"https:\/\/softr.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/softr.io\/<\/a><\/p>\n<p>Over <strong>1 million builders<\/strong> worldwide already use Softr. We can’t wait to see what the next million builds! <\/p>\n<p>Let us know what you think – we’ll be in the comments all day to answer questions. <\/p>\n<p>\u2013 Mariam and the Softr Team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> a friend is building an online school, and I’m helping her finding the right LMS (learning management system).<\/p>\n<p>There’s one specific requirement that is only available in the custom pricing tier. My solution was to use a lower tier + zapier until she is able to afford the higher tier. I was never comfortable recommending a vibe-coding platform. But now, Softr AI Co-Builder may be the solution! <\/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\/@mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> When the AI Co-Builder generates the database schema and business logic together from a prompt, what happens when a user’s real data turns out to be messier or more complex than the prompt implied, can the schema evolve without breaking the app logic built on top of it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m very happy to see app building became even faster and easier in Softr. Shout out to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really proud of what the team has shipped here! Excited for what people will build with it \ud83d\udcaa\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So proud of this one! <\/p>\n<\/p>\n<p>Real software building for non technical people, where they can reason visually versus getting stuck in code editing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really game changer. Now the only thing which limits you in Softr is your imagination.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks seriously powerful <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building with AI app builders, you bump into the same issues: you start from scratch. I’ve tried the AI app building capabilities of Softr and it actually delivers what it promises: within a ridiculous short amount of time, you have an app you can actually use for your team, business or a client. The crazy part is that this is only the beginning! <\/p>\n<\/p>\n<p>Big congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/softr\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"softr\" target=\"_blank\" rel=\"noopener\">@Softr<\/a> team–you’ve built something people love.<\/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\/@leo_selie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_selie<\/a> 100%, exactly why Softr’s new AI platform for building business apps exists! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been building apps with Softr for 4 years and I must say that this AI cobuilder is actually useful, and actually works.<\/p>\n<\/p>\n<p>It implemented very nice layouts that I never thought about and it’s super nice to get this extra inspiration and support as I’m building.<\/p>\n<\/p>\n<p>Manually configuring 12 blocks in an app was a bit repetitive and long (couple hours, nothing dramatic when building full stack business apps) so I’m now skipping some parts thanks to the co-builder.<\/p>\n<\/p>\n<p>I recommend anyone to test this prompt “Add a new page to my app to show 5 analytics charts you think are relevant”.<\/p>\n<p>1 prompt away from adding a nice analytics page to any app.<\/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\/@guillaume_duvernay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillaume_duvernay<\/a> thanks for being part of this, and all the amazing things you are building! \ud83d\udc9b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve tried quite a few tools that promise to generate complete apps, and most of them tend to produce very similar, static, and somewhat monotonous results. With Softr, though, the experience felt different from the start, even the building process itself is genuinely delightful.<\/p>\n<p>The output was surprisingly good and stood out compared to other tools I\u2019ve tested. I especially liked how easy it is to preview the project across different devices, the responsive view is very handy.<\/p>\n<p>If I could suggest one improvement, it would be adding an option like \u201cbe creative\u201d (or something similar) when choosing a theme. That could give the AI more freedom and bring a fresh, unexpected touch to the generated designs.<\/p>\n<p>That said, congratulations on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Thank you for checking Softr out and your feedback! <\/p>\n<p>We have designed Softr specifically for non-technical teams, who don’t want to be left with generated code, APIs, but want to build solutions, fast!<\/p>\n<\/p>\n<p>Thanks for the improvement suggestion, will take this back to the team! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">On the \u201cAI vs visual editor\u201d spectrum, where do you draw the line on what AI is allowed to change automatically (schema, permissions, workflows), and what product tradeoffs did you make to keep generated apps maintainable and debuggable versus fully code-first tools like Retool\/Replit?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> few things we prioritise – Security layer should not be hidden in the code e.g. if you have a button to add new task and delete task builder should be able to click and configure. <\/p>\n<p>Re changes around schema – we ask the builder to confirm before it does perform destructive actions<\/p>\n<p>And generally we mix Softr’s no-code building blocks and constraints with code generated alternatives when applicable and aagain add no-code touch above the 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Back in 2023, not long after chatGPT came out, Softr was probably the first company to have launched an AI app builder (you can see it in our past launches \ud83d\ude04)<\/p>\n<p>It felt like the most cutting-edge thing at the time.<\/p>\n<p>…and our new AI co-builder just made that old version look like a toy.<\/p>\n<p>I know the first thing on your mind is probably “How is Softr different from {another vibe coding tool}”?<\/p>\n<p>Here is a TL;DR:<\/p>\n<p>1. <strong>User auth, database, and automation out-of-box<\/strong> with their own UI. There’s no need to wrangle multiple systems together or pay for multiple subscriptions.<\/p>\n<p>2. You can build by both <strong>prompting AND visual editing<\/strong>. From our learnings over the past 5 years, combining both modes is truly the best UX. Many vibe coding tools get non-technical 80% there, and stay there. We let you actually finish the job with confidence. <\/p>\n<p>3. Business apps require reliability \u2013 <strong>permissions, security, and custom logic<\/strong>…things that most people don’t realize how complex it is (because most SaaS took care of it). We provide all the tools for any non-technical users to configure them without having to verify whether LLM-generated code does what they want.<\/p>\n<p>4. We have highly flexible blocks, fields, actions, integrations, and features that are constantly being improved and maintained by our team. And if you need something more unique, you have the option to vibe code your own and connect to any API with secure auth. So you get the best of both worlds!<\/p>\n<p>I know these claims are probably not enough to convince you, so you just have to try it out \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamaustinyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamaustinyang<\/a> good memories of the old AI app builder \ud83d\ude42 But truly, it looks like a toy now, with this powerful AI platform that’s so much smarter, faster, and fully functional! <\/p>\n<\/p>\n<p>It wouldn’t have been here without your and the team’s efforts! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 real test will be how well it handles complex business logic not just simple portals.<\/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\/@brandon_elliott1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandon_elliott1<\/a> absolutely! that’s exactly why we think Softr stands out in the market – as a poster child of the no-code world, we have exactly been abstracting that complexity of software building – all of that is handled for the users – roles, granular permissions who can use the app in what ways, custom automations on button clicks, and so much more! <\/p>\n<\/p>\n<p>Please check out and share your 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>The quality of this launch, and especially the video, reminds me of how AI has improved because your outputs are on a very professional level. Nice job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thanks so much for the kind 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\/products\/softr\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"softr\" target=\"_blank\" rel=\"noopener\">@Softr<\/a> and team, just wanted to say it’s a great option out of all the other presents in the market, I have built some custom projects for my project-specific requirements and they are working fine with daily task….<\/p>\n<\/p>\n<p>all the best!!<\/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\/@pulkit_singh7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_singh7<\/a> thanks a lot! more exciting features will come soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pulkit_singh7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_singh7<\/a> thank you Pulkit! great to hear that \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>This is a complete package now. Everything handled very well. Even the Auth, which I used to struggle a lot with. I now make apps while in between my meals.<\/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>I’m also very fond of this one, and I think it’s actually a pretty new view into the software development using AI agents. This doesn’t do bare code development, but rather reuses components that are battle-hard and sure that they work. It’s much better than just writing code that you cannot look into its details because you’re lacking expertise or anything similar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this team! Excited to try this out on a meaty business case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@startupstella\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@startupstella<\/a> wohooo! can’t wait to see what you build! \ud83e\udd0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 had used Softr when the widget-based building was the norm. Any particular capability that differentiates Softr from the Replits and Emergents of the world <a href=\"https:\/\/www.producthunt.com\/@arturmkrtchyan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arturmkrtchyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arturmkrtchyan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thanks for chiming in – see Austin’s comment above – <a href=\"https:\/\/www.producthunt.com\/products\/softr?comment=5293457\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/softr?comment=5293457<\/a> that explains it all. Softr is the combination of the speed of AI and the reliability of no-code: it helps generate fully functional, secure business software, ready to be deployed to your employees or clients – and the same non-tech business users own it, maintain it and iterate on it – without handing it over to developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Our new AI co-builder is absolutely amazing for building business apps at scale and with speed! I’ve literally seen customers now build secure, scalable, and powerful apps in hours instead of weeks and months like with other vibe-coding tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I loved seeing the whole Softr team bring this one to life! And amazing that we can finally share it with everyone. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great fresh energy in the vibe coding space, giving users control over all aspects of their full-stack app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hdkstr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hdkstr<\/a> business apps can’t rely on vibes alone \ud83d\ude42 Security and control are at the core of any business software! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This one is really a game changer! I really like how it reduces the barrier to entry \u2014 you can just use chat and ask for new things instead of building everything from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Excited for this one to be out there. Real business software, generated by AI, that you can actually put in front of users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “2026 is the era of useful business software” framing is right. No-code tools that fail when real users and real data get involved have been the consistent gap.<\/p>\n<\/p>\n<p>I built StoryRoute (<a href=\"https:\/\/storyroute.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/storyroute.netlify.app\/<\/a>) as a side project \u2014 an interactive travel app where users explore cities through curated story-driven routes. It’s a niche use case, but shipping something with real interactivity without a full dev team is what made it viable. The tooling is finally at a point where the idea-to-working-app gap is genuinely closable for solo builders. Softr’s focus on apps that run real operations rather than just demo well is the right priority. Curious how the AI Co-Builder handles complex relational data (the point where most no-code platforms start breaking down).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between “working prototype” and “software your business actually runs on” is where most no-code tools quietly give up. That’s the right problem to go after. Netflix and Google as reference customers is a bold flex though \u2014 would love to see some small business examples too. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Excited to see the evolution of Softr over the years. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction. The idea of generating not just UI but also database and logic in one go feels like a big step forward. How are teams typically iterating on apps after the initial AI 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see Softr pushing in this direction. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariam_hakobyan5\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> the product speaks for itself. Softr is the <strong>only AI platform <\/strong>in the space that can take you from painful workflow to complete end-to-end <strong>REAL <\/strong>app that solves that workflow, in a few minutes. AI + No code is the future. True autonomy in the workplace as a non-technical team is the best way to go faster, and the hundreds of thousands of users building portals and internal tooling have already proven this is a reality.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/IB3733X3JMRODF\" class=\"app-title\">Ovren<\/a><\/p>\n<div class=\"one-liner\">Your AI engineering department that ships your backlog<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">284<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ovren\u662f\u4e00\u4e2aAI\u5de5\u7a0b\u90e8\u95e8\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u8fc7\u90e8\u7f72\u524d\u7aef\u548c\u540e\u7aefAI\u5de5\u7a0b\u5e08\u5728\u771f\u5b9e\u4ee3\u7801\u5e93\u4e2d\u6267\u884c\u8303\u56f4\u660e\u786e\u7684\u79ef\u538b\u4efb\u52a1\uff08\u5982Bug\u4fee\u590d\u3001\u91cd\u6784\u3001UI\u8c03\u6574\uff09\uff0c\u5e2e\u52a9\u56e2\u961f\u81ea\u52a8\u5316\u5904\u7406\u90a3\u4e9b\u91cd\u8981\u4f46\u603b\u88ab\u6392\u671f\u5ffd\u7565\u7684\u5f00\u53d1\u5de5\u4f5c\uff0c\u8ba9\u56e2\u961f\u80fd\u4e13\u6ce8\u4e8e\u6838\u5fc3\u8fed\u4ee3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74aab1dc-11f4-4b92-870e-2ec623121c82.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\/c83374ee-4fdd-47ff-9e03-2e30b42f3fc0.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\/1de6c016-9d39-4235-8c65-4204318aabf8.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\/32984469-eed5-401c-83dd-9ed4ed4d24d5.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\/9c113a92-35a3-4e55-89c5-996679574c0c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=PGp0dFAgzEg\"><source src=\"https:\/\/www.youtube.com\/watch?v=PGp0dFAgzEg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u79ef\u538b\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5e08<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\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\u80af\u5b9a\u5176\u89e3\u51b3\u6280\u672f\u503a\u52a1\u548c\u660e\u786e\u8303\u56f4\u4efb\u52a1\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u4ea7\u54c1\u5316\u89d2\u8272\u5206\u5de5\uff08\u524d\u7aef\/\u540e\u7aefAI\uff09\u662f\u4eae\u70b9\u3002\u4e3b\u8981\u5173\u5207\u70b9\u5728\u4e8eAI\u5bf9\u7279\u5b9a\u4ee3\u7801\u5e93\u67b6\u6784\u548c\u590d\u6742\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u80fd\u529b\u3001\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Claude\u3001CLI\uff09\u7684\u96c6\u6210\u3001\u5b9a\u4ef7\u5bf9\u521d\u521b\u56e2\u961f\u7684\u53cb\u597d\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u5904\u7406\u6a21\u7cca\u3001\u590d\u6742\u7684\u79ef\u538b\u4efb\u52a1\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 Ovren\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eGitHub Copilot\u7b49\u201c\u7f16\u7801\u52a9\u624b\u201d\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u5207\u5165\u4e00\u4e2a\u66f4\u75db\u3001\u66f4\u663e\u6027\u7684\u5e02\u573a\u7a7a\u767d\uff1a\u5de5\u7a0b\u79ef\u538b\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u201c\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u662f\u201c\u6267\u884c\u4efb\u52a1\u201d\uff0c\u8fd9\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u526f\u9a7e\u9a76\u201d\u5411\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u8fc8\u51fa\u4e86\u8bd5\u63a2\u6027\u4f46\u5173\u952e\u7684\u4e00\u6b65\u3002\u4ea7\u54c1\u5c06AI\u89d2\u8272\u4ea7\u54c1\u5316\u4e3a\u201c\u524d\u7aef\/\u540e\u7aef\u5de5\u7a0b\u5e08\u201d\uff0c\u5e76\u5f3a\u8c03\u8f93\u51fa\u201c\u53ef\u5ba1\u67e5\u7684\u4ee3\u7801\u66f4\u65b0\u201d\uff0c\u65e8\u5728\u6784\u5efa\u4e00\u79cd\u53ef\u63a7\u3001\u53ef\u4fe1\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u800c\u975e\u9ed1\u7bb1\u9b54\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u771f\u5b9e\u6311\u6218\u4e0e\u8bc4\u8bba\u4e2d\u7684\u7591\u8651\u9ad8\u5ea6\u4e00\u81f4\uff1a**\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u6df1\u5ea6\u51b3\u5b9a\u5176\u4ef7\u503c\u4e0a\u9650**\u3002\u79ef\u538b\u4efb\u52a1\u4e4b\u6240\u4ee5\u79ef\u538b\uff0c\u5f80\u5f80\u56e0\u5176\u6d89\u53ca\u5386\u53f2\u51b3\u7b56\u3001\u6a21\u7cca\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\u3002Ovren\u4ece\u201c\u8303\u56f4\u660e\u786e\u201d\u7684\u4efb\u52a1\u5165\u624b\u662f\u52a1\u5b9e\u7684\u8d77\u70b9\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u4ef7\u503c\u6d3c\u5730\uff1b\u771f\u6b63\u7684\u201c\u5de5\u7a0b\u503a\u52a1\u201d\u5f80\u5f80\u6a21\u7cca\u4e14\u76f8\u4e92\u7ea0\u7f20\u3002\u82e5\u5176AI\u65e0\u6cd5\u6df1\u5165\u7406\u89e3\u9879\u76ee\u7279\u6709\u7684\u8bbe\u8ba1\u6a21\u5f0f\u3001\u7ea6\u5b9a\u548c\u201c\u4ee3\u7801\u80cc\u540e\u7684\u610f\u56fe\u201d\uff0c\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u82b1\u54e8\u7684\u4ee3\u7801\u751f\u6210\u5668\uff0c\u4ec5\u80fd\u5904\u7406\u6a21\u677f\u5316\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5728\u4e8e\u5bf9\u4ee3\u7801\u5e93\u7684\u6301\u7eed\u5b66\u4e60\u548c\u5efa\u6a21\u80fd\u529b\uff0c\u6784\u5efa\u4e00\u4e2a\u8d85\u8d8a\u8868\u9762\u8bed\u6cd5\u7684\u201c\u9879\u76ee\u77e5\u8bc6\u56fe\u8c31\u201d\u3002\u6b64\u5916\uff0c\u5982\u4f55\u65e0\u7f1d\u878d\u5165\u73b0\u6709\u5f00\u53d1\u6d41\u7a0b\uff08\u5982Git\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\uff0c\u5e76\u5efa\u7acb\u8ba9\u5de5\u7a0b\u5e08\u613f\u610f\u4fe1\u4efb\u7684\u5ba1\u67e5\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u53d8\u4e3a\u201c\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u521d\u7ea7\u5de5\u7a0b\u5e08\u201d\uff0c\u4f46\u5de5\u7a0b\u56e2\u961f\u7684\u7ec8\u6781\u9700\u6c42\uff0c\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u6240\u6709\u5386\u53f2\u5305\u88b1\u548c\u672a\u6765\u613f\u666f\u7684\u201c\u8d44\u6df1\u67b6\u6784\u5e08\u201d\u3002Ovren\u7684\u8def\u5f84\u6b63\u786e\uff0c\u4f46\u6700\u8270\u96be\u7684\u90e8\u5206\u2014\u2014\u6df1\u5ea6\u7406\u89e3\u4e0e\u590d\u6742\u51b3\u7b56\u2014\u2014\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ovren<\/span>\n <\/div>\n<div class=\"comment-content\">Every team has a backlog full of tasks that never make it into a sprint. Ovren puts AI frontend and backend engineers on it – they work inside your real codebase, execute scoped tasks, and deliver reviewable code updates. You stay in control. Nothing ships without your approval.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b Mikita here, founder of Ovren.<\/strong><\/p>\n<p>We built Ovren because most AI coding tools still optimize for assistance.<br \/>We think the bigger opportunity is <strong>backlog execution<\/strong>.<\/p>\n<p>Every team has engineering work that never makes it into a sprint:<br \/>bug fixes, refactors, UI changes, integrations, tests, cleanup, and all the repetitive tasks that pile up.<\/p>\n<p><strong>Ovren helps teams move through that backlog faster.<\/strong><\/p>\n<p>Today, teams can assign scoped tasks to AI frontend and backend engineers that work inside a real codebase and return <strong>reviewable code updates<\/strong>, not just suggestions.<\/p>\n<p>We\u2019re focused on <strong>well-scoped backlog automation first<\/strong>, then expanding toward deeper repo understanding, stronger multi-task execution, more autonomous task pickup, and <strong>AI QA automation<\/strong> as one of the next major layers.<\/p>\n<p><strong>What backlog tasks would you already trust AI to fully execute today inside a real repo?<\/strong><\/p>\n<p>Would love your honest take \ud83d\ude4c<\/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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> Love this direction, very relevant problem and a strong take on AI for real engineering workflows. Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> bug fixes and cleanup are the ‘death by a thousand cuts’ for most dev teams. i usually have to beg my engineers to prioritize tech debt over new features. having an ai engineer specifically for the backlog is a brilliant angle. awesome<\/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>We also added a small launch-day perk: 50% off the first month with code PRODUCTHUNT for early Product Hunt supporters \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A lot of products in this space are still one general coding agent, and then you prompt it to \u201cact like a frontend engineer\u201d.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/ovren\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ovren\" target=\"_blank\" rel=\"noopener\">@Ovren<\/a> is taking a more concrete route by turning the roles, responsibilities, and input\/output boundaries into actual product structure: FE handles UI features, component refactors, and visual bugs; BE handles APIs, services, migrations, and tests; QA is coming next.<\/p>\n<p>That makes the whole \u201cAI engineering department\u201d idea much easier to understand inside a real backlog workflow.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> <strong>Thank you, that’s axect our direction! <\/strong>We wanted to make this much more concrete around real backlog workflows – clearer ownership, clearer boundaries, and reviewable outputs.<\/p>\n<p>Appreciate you calling that out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real challenge will be ensuring AI understands repo specific architecture and conventions deeply.<\/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\/@colin_barrett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_barrett<\/a> Exactly, that’s the real change. No generating code, but understanding repo-specific constructs well enough to produce changes teams can actually trust and review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@colin_barrett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_barrett<\/a> Exactly, that’s an important challenge which Ovren trying to solve. All repository import analyzed for architecture and conversions. Then that’s used for solving the tasks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Biggest value here is not writing new code but cleaning up the engineering debt that teams ignore.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Exactly. A lot of real value is hidden in the work teams keep postponing. That’s the backlog we want to help clear.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Hundred percent true.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The scoped task approach is smart it reduce risk compared to fully autonomous coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_douglas5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_douglas5<\/a> Exactly, that’s the path we believe in.<\/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>Interesting! Congrats on a launch. How does Ovren integrate with other tools and existing workflows like Claude? Is it a web platform? Does it has CLI\/skills to plug in?<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Thanks a lot, Nikita, appreciate it. Right now, it’s a web platform focused on assigning scope tasks and returning reliable code updates. Over time, we definitely see deeper workflow integrations becoming a big part of the product, according to a more flexible way to fit into existing engineering setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting direction.<\/p>\n<p>The idea of \u201cAI working through the backlog\u201d sounds great, but in practice that\u2019s usually where all the messy, ambiguous tasks live \ud83d\ude05<\/p>\n<p>In our experience, the hard part isn\u2019t writing the code, it\u2019s understanding context, edge cases, and intent behind old tickets.<\/p>\n<p>Curious. What kind of tasks are actually working well for you right now?<\/p>\n<p>More clearly scoped things (bugs, small features), or are you seeing success with more ambiguous work too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@judit10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judit10<\/a> Very fair point, and we agree. Right now, the strongest feat is clearly Scoped Backlog work: bug fixes, refactors, UI changes, integration, and similar implementation tasks. The messy context and old ticket ambiguity are exactly the hard part, so we are building toward that step by step.<\/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\/@judit10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judit10<\/a> At the moment, the biggest value comes from resolving clearly scoped things, and we gradually move into solving more complex issues using clever context management and fine-tuned workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, congrats on your launch day, and I love the positioning. <\/p>\n<p>Backlog is one of those problems – painful, but somehow still unsolved. What about your target audience right now? Whether there are solo founders, small teams, or larger engineer teams?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks a lot, Kate, really appreciate it.<\/p>\n<p>Right now we\u2019re most focused on startups and small teams where backlog pressure is high and engineering bandwidth is limited. But we also see strong value for solo founders and, over time, larger engineering teams as the workflows get deeper.<\/p>\n<p>Curious where you feel this pain is strongest today?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> important to high that’s not a replacement of the developers. That’s enforcement of the existing team. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kirill here \u2014 I\u2019m focused on the data and intelligence side of Ovren.<\/p>\n<p>For me, backlog automation gets interesting when it moves beyond code generation and into real context understanding.<\/p>\n<\/p>\n<p>To be genuinely useful, the system has to make sensible decisions inside messy repos and return changes a team can actually trust.<\/p>\n<\/p>\n<p>We\u2019re starting with well-scoped tasks first, then pushing toward deeper automation layers like QA.<\/p>\n<p>Would love to hear where people think AI becomes truly useful first in the software delivery workflow.<\/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\/@kirill_lepchenkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_lepchenkov<\/a> Well said, context understanding is where this gets truly useful, especially inside real repos and delivery workflows.<\/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>Maxim here, CTO at Ovren<\/p>\n<\/p>\n<p>What I like most about this space is that the real challenge isn\u2019t code generation \u2014 it\u2019s making AI reliable inside real codebases, where architecture, conventions, and reviewability matter.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re focused on well-scoped backlog work first: practical trust, strong repo context, and clear outputs instead of black-box automation.<\/p>\n<\/p>\n<p>Really curious what engineering tasks people here would actually automate first.<\/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\/@maxim_agapov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_agapov<\/a> Exactly, practical trust inside real codebases is the hard part. That\u2019s a huge part of what we\u2019re building.<\/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>There are so many different solutions of this kind on the market, but what sets this one apart, I would say, is the sensible and meaningful usage of AI and the nice UI that orchestrates it all together. <\/p>\n<p>I wish the team all the luck and best success in this. This Product Hunt launch is just the first step in their journey, and I’m excited to see where this leads them.<\/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\/@vibor_cipan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibor_cipan<\/a> Thank you so much! I really appreciate that. That’s exactly the kind of balance we care about: making AI useful in a practical way and dropping up in a workflow people can actually trust and use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good 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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thank you so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the pricing model affordable for small startups ?<\/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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> Yes, that’s exactly who we are optimizing for early on. We want it to be accessible for startups and small teams, no, just larger engineering orgs.<\/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>Hello Mikita, congrats on the launch, i like the demo, one question though, do you consider letting user assigns those tasks on the phone using app or messenger? I would personally have value from that<\/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\/@dan_pak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_pak<\/a> Thanks a lot, Daniil, really appreciate that. Yes, definitely something we\u2019re thinking about. Long term, assigning and managing tasks from mobile or messaging feels very natural for this kind of workflow. Curious which format you\u2019d use most – app, Slack, Telegram, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My team and I use Orwin, and it was a fantastic product. We had a UI glitch. We made it visible, but it wasn’t linked to the backend code, so there was a backlog in that. We had to fix that, and Orwin was there to speed things up, so it was a great help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_singhal12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_singhal12<\/a> Thanks a lot, Aditya, really appreciate it \ud83d\ude4c<br \/>That\u2019s exactly the kind of backlog work Ovren is built to help teams move through faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_singhal12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_singhal12<\/a> Great to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations guys! Such a cool product<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks a lot, Dmitry, really appreciate it. Glad it resonates \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built a similar system for personal use \u2014 <a href=\"https:\/\/github.com\/rajasekarm\/velo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Velo<\/a>, an agentic engineering team built on Claude Code. It comprises a full squad of specialised agents: Product Manager, Tech Lead, domain engineers, and reviewers across security and observability. The workflow is approval-gated at every stage \u2014 PRD before design, design before build, review before commit. Nothing reaches the codebase without explicit sign-off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rajasekarm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajasekarm<\/a> Thanks for sharing! I really like it! The approval-gated flow is exactly the right direction in our view. Structured execution, clear checkpoints, and humans. I know where it matters.<\/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\/@rajasekarm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajasekarm<\/a> agree that successful agent approach nowadays. We are using similar approach in the Ovren. Just let the user to validate\/comment\/approve critical steps. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this direction. Focusing on actual backlog execution instead of just suggestions feels like a meaningful shift. What kinds of tasks are teams trusting it with first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Mostly well-scaled backlog workflows, bug fixes, cleanup, small refactors, UI changes, tests, and small feature executions. That’s where trust builds fastest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Well-scaled backlog workflows for now, but we are working on more ambitious workflows with ambiguity resolution for tackling more complex tasks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@mikita_aliaksandrovich\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> Thanks a lot, we really appreciate 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\">On the security\/governance side, what\u2019s your recommended setup for a production team (GitHub permissions, branch protections, environment isolation, secrets handling), and what tradeoffs did you make between autonomy and least-privilege access to make \u2018nothing ships without approval\u2019 actually hold in practice?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. We believe the right default for production teams is least privilege. Protected branches, isolated execution, careful secrets handling, and no direct production authority. Overend can do the work, but final shipping stays with the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7A2U5I3Q7TYWZO\" class=\"app-title\">FuseAI<\/a><\/p>\n<div class=\"one-liner\">The Agentic Sales Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">240<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FuseAI\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9500\u552e\u4e00\u4f53\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u5b9e\u65f6\u4fe1\u53f7\u3001\u6570\u636e\u6e05\u6d17\u3001\u591a\u6e20\u9053\u81ea\u52a8\u5316\u4e0eAI\u5de5\u4f5c\u6d41\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u56e0\u4f7f\u7528\u591a\u6b3e\u5272\u88c2\u5de5\u5177\u800c\u5bfc\u81f4\u7684\u5916\u9500\u552e\u6548\u7387\u4f4e\u4e0b\u3001\u6210\u672c\u9ad8\u6602\u548c\u8fd0\u8425\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e82f94eb-4050-4f5a-8f83-e6ff506ac089.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\/6676293d-b6d3-4908-8424-630aa74deae2.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\/b396a46d-eee6-45e3-b89a-b5eb5e041187.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\/041a56b4-1b15-45e0-9d4e-d3aae4a80ecb.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\/e1abe9dd-e128-48d7-a3e1-fed027cca404.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\/9428d40d-4105-4914-bbcc-fbfad49f0c52.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\/10b8087b-3b6c-4786-8843-610b8d04cf01.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\/4f1b9a40-b83b-43cc-a73c-2d5b1b40e13e.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/860f79058c1d44c5be2a9b09c87c1892\"><source src=\"https:\/\/www.loom.com\/share\/860f79058c1d44c5be2a9b09c87c1892\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316SaaS<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u6574\u5408<\/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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5de5\u5177\u6cdb\u6ee5\u201d\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u201c10\u5206\u949f\u8bbe\u7f6e\u201d\u8868\u793a\u597d\u5947\u4e0e\u6d4b\u8bd5\u610f\u613f\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1a1. \u5404\u6a21\u5757\u529f\u80fd\u6df1\u5ea6\u662f\u5426\u5ab2\u7f8e\u5355\u4e00\u4e13\u4e1a\u5de5\u5177\uff1b2. \u90ae\u4ef6\u9001\u8fbe\u7387\u7b49\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u53ef\u9760\u6027\uff1b3. AI\u5de5\u4f5c\u6d41\u5904\u7406\u590d\u6742\u9500\u552e\u60c5\u666f\uff08\u5982\u5f02\u8bae\u5904\u7406\uff09\u7684\u9002\u5e94\u6027\uff1b4. \u81ea\u5b9a\u4e49\u4fe1\u53f7\u641c\u7d22\u7684\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79ef\u6781\uff0c\u5f3a\u8c03AI\u52a0\u901f\u4e86\u5f00\u53d1\u4ee5\u5b9e\u73b0\u529f\u80fd\u5e73\u4ef7\uff0c\u5e76\u627f\u8bfa\u5feb\u901f\u8fed\u4ee3\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 FuseAI\u7684\u53d9\u4e8b\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524d\u9500\u552e\u6280\u672f\u6808\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u5de5\u5177\u6cdb\u6ee5\u3002\u5b83\u5ba3\u79f0\u7684\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u4ee5AI\u4e3a\u201c\u7c98\u5408\u5242\u201d\u548c\u201c\u9a71\u52a8\u6838\u5fc3\u201d\uff0c\u91cd\u6784\u4ece\u7ebf\u7d22\u53d1\u73b0\u5230\u89e6\u8fbe\u7684\u5b8c\u6574\u5916\u9500\u552e\u94fe\u8def\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u201c\u7cfb\u7edf\u6027\u5e73\u4ef7\u201d\uff1a\u901a\u8fc7\u4e00\u4f53\u5316\u5e73\u53f0\uff0c\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u80fd\u4ee5\u53ef\u627f\u53d7\u7684\u6210\u672c\uff0c\u83b7\u5f97\u63a5\u8fd1\u5927\u578b\u4f01\u4e1a\u7531\u6602\u8d35\u56e2\u961f\u548c\u5de5\u5177\u77e9\u9635\u6784\u5efa\u7684\u9500\u552e\u57fa\u7840\u8bbe\u65bd\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u76f4\u6307\u6838\u5fc3\uff1a\u4e00\u4f53\u5316\u5e73\u53f0\u5e38\u9762\u4e34\u7684\u201c\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u201d\u6096\u8bba\u3002\u8bc4\u8bba\u4e2d\u5c06\u5176\u4e0eClay\u3001Heyreach\u7b49\u5782\u76f4\u9886\u57df\u5f3a\u8005\u5bf9\u6bd4\uff0c\u6b63\u662f\u5bf9\u6b64\u7684\u68c0\u9a8c\u3002FuseAI\u7684\u8d4c\u6ce8\u5728\u4e8e\uff0cAI\u4e0d\u4ec5\u80fd\u4f5c\u4e3a\u4ea7\u54c1\u529f\u80fd\uff0c\u66f4\u80fd\u4f5c\u4e3a\u5f00\u53d1\u8fc7\u7a0b\u7684\u201c\u6760\u6746\u201d\uff0c\u4f7f\u5176\u56e2\u961f\u80fd\u4ee5\u66f4\u5feb\u901f\u5ea6\u5b9e\u73b0\u5404\u5782\u76f4\u9886\u57df90%\u7684\u6838\u5fc3\u7528\u4f8b\uff0c\u5e76\u4f9d\u9760\u5e73\u53f0\u5185\u6570\u636e\u6d41\u65e0\u7f1d\u8854\u63a5\u7684\u4f18\u52bf\u5f25\u8865\u5269\u4f5910%\u7684\u5dee\u8ddd\u3002\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u96c4\u5fc3\u7684\u201c\u7528\u901f\u5ea6\u5bf9\u6297\u6df1\u5ea6\u201d\u7684\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\u662f\u5176\u5bf9\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u91cd\u89c6\u3002\u5b83\u8bd5\u56fe\u5c06\u90ae\u4ef6\u57df\u540d\u7ba1\u7406\u3001\u9a8c\u8bc1\u3001\u9884\u70ed\u7b49\u5e55\u540e\u5de5\u7a0b\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\uff0c\u8fd9\u6070\u6070\u662f\u8bb8\u591a\u81ea\u52a8\u5316\u5de5\u5177\u5931\u8d25\u7684\u5173\u952e\u3002\u8fd9\u663e\u793a\u5176\u56e2\u961f\u5bf9\u9500\u552e\u5b9e\u6218\u4e2d\u201c\u9001\u8fbe\u7387\u201d\u8fd9\u4e00\u751f\u6b7b\u7ebf\u6709\u6df1\u523b\u7406\u89e3\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u524d\u7aef\u4ea4\u4e92\u7684\u81ea\u52a8\u5316\u70ab\u6280\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u673a\u9047\u5728\u4e8e\uff0c\u82e5\u5176\u201cAI\u52a0\u901f\u5f00\u53d1\u201d\u4e0e\u201c\u4e00\u4f53\u5316\u4f53\u9a8c\u201d\u80fd\u5f62\u6210\u95ed\u73af\uff0c\u786e\u5b9e\u53ef\u80fd\u6210\u4e3a\u8d44\u6e90\u6709\u9650\u516c\u53f8\u7684\u201c\u9500\u552e\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u98ce\u9669\u5219\u5728\u4e8e\uff0c\u5728\u8ffd\u6c42\u529f\u80fd\u5e73\u4ef7\u7684\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9677\u5165\u6301\u7eed\u8ffd\u8d76\u7684\u6ce5\u6f6d\uff0c\u4e14\u5927\u578b\u5ba2\u6237\u590d\u6742\u7684\u5b9a\u5236\u5316\u9700\u6c42\u53ef\u80fd\u8d85\u51fa\u5176\u6807\u51c6\u5316\u5e73\u53f0\u7684\u8fb9\u754c\u3002\u6700\u7ec8\uff0c\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u201d\u7684\u529f\u80fd\u3001\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u683c\u4e0e\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\u5b83\u4e0d\u662f\u5728\u9500\u552e\u53e6\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u5728\u9500\u552e\u4e00\u79cd\u201c\u964d\u672c\u589e\u6548\u7684\u786e\u5b9a\u6027\u201d\uff0c\u8fd9\u624d\u662f\u5176\u6700\u950b\u5229\u7684\u4ef7\u503c\u6240\u5728\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\">FuseAI<\/span>\n <\/div>\n<div class=\"comment-content\">Sales was broken. We fixed it. The average team currently uses 5-10 tools to run outbound. Fuse is the AI-native platform where teams can truly run outbound end-to-end with every product you will ever need to close deals. Get access to real-time signals, verified contact data, waterfall enrichment, LinkedIn automation, Email automation, deliverability infrastructure, parallel dialing, and AI-powered workflows – all in one platform designed to replace tool sprawl and simplify pipeline generation.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt Community! I\u2019m Saurav, Co-Founder & CEO of FuseAI.<\/p>\n<p>Before this, I worked at Deel on GTM Strategy & Ops, where I saw how much effort actually goes into making outbound work at scale. It\u2019s not just hiring great reps, it\u2019s stitching together tools, data, workflows, and constantly maintaining everything behind the scenes.<\/p>\n<p>Big companies have an enormous advantage on distribution. They can spend $1,500\u2013$2,000\/month per person on tooling and have an entire revenue operations team building outbound systems.<\/p>\n<p>Meanwhile, startups and SMBs are stuck duct-taping together low quality tools, starting behind the eight-ball, and often failing on distribution before they ever get a real shot.<\/p>\n<p>We built FuseAI to change that.<\/p>\n<p>Our goal is simple: <strong>give every company in the world access to world-class sales infrastructure without the maintenance, overhead, or costs to empower the best product builders to win.<\/strong><\/p>\n<p>With Fuse, you don\u2019t need 5 tools to run outbound or an internal team dedicated towards managing integrations.<\/p>\n<p>It takes 10 minutes to setup instead of 10 weeks.<\/p>\n<p>Your dialer, email, and LinkedIn workflows are all connected.<br \/>You can waterfall enrich data across several vendors. <br \/>You know exactly who is showing intent.<br \/>You get access to the same quality of data as companies with GTM engineers and multiple data providers. <br \/>AI agents will help execute an end-to-end outbound motion, in one place.<\/p>\n<p>All for $159\/month.<\/p>\n<p>No surprises. No gatekeeping. No $20,000 entry level contracts. Just the system modern companies deserve.<\/p>\n<p>We been working non-stop over the past year since YC to make this happen, so would love your feedback !!! \ud83d\ude4f\ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> no more duct-taping tools together10 minutes to setup is a crazy claim i’m definitely going to test that out today. supported, saurav<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> This sounds like a really smart shift in how sales teams can work. Instead of reps doing everything manually, they can partner with AI to quickly find leads, enrich data, and reach out across multiple channels\u2014all in a fraction of the time. Feels like a big step toward building stronger, more efficient pipelines without the usual stress.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> you’re basically saying we can even do more and compete the big multinational companies with just less than $200 per month.<\/p>\n<p>This is crazy \ud83d\ude27 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited for what the team has build here! Finally feels like the beginning of the end of fragmented outbound tooling \ud83d\ude4c<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Sounds like very helpful tool, but how do you make sure, each part of your software doesn’t just scrap the surface but provides data and feature depth? f. e. If you waterfall enrichment on par with clay and LinkedIn outreach on same level, as let’s say, heyreach?<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> That is an extremely valid concern & I would fully agree with that sentiment 24 months ago. Even in past orgs, I was at we had to use 10+ tools because that was the only option to get access to deep features.<\/p>\n<\/p>\n<p>The reason conventional wisdom is now wrong, is because AI has not only been useful within products, but made it possible to also build materially faster and with higher quality. This is the only reason we\u2019ve been able to ship complex workflows across many different products and pretty much have feature parity on the 90%+ of the most used cases. If there is an extremely specific workflow you love on a certain product that we don\u2019t have, we\u2019re also happy to add that to our roadmap & ship it quickly.<\/p>\n<\/p>\n<p>In the examples you provided – feel free to try it out & you\u2019ll see parity if not better data & workflows compared to Clay and Heyreach<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of outbound success hinges on deliverability rather than just automation\u2014what does Fuse do at the infrastructure and sending-policy level (domains\/mailboxes, throttling, suppression, validation) to protect reputation, and how do you help customers prove it\u2019s working beyond vanity metrics like opens?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Extremely valid question & that\u2019s exactly why 90% of outbound campaigns fail – poor infrastructure.<\/p>\n<\/p>\n<p>Everything you mentioned is autonomously managed in the platform. We even allow you to purchase domains \/ google verified email inboxes directly, and handle everything else across throttling, sending through randomized time intervals, email validations, inbox rotations, auto-spintax, email health monitoring, warm-up, and much more.<\/p>\n<\/p>\n<p>Generally speaking, open rates are the best metric to prove out email infrastructure quality.<\/p>\n<\/p>\n<p>Response rates are a function of Your Product + ICP List Building Quality + Signals Timing + Email Copy. We\u2019ve optimized for the latter 3, so will definitely give you the absolute best chance to prove out your outbound motion with enterprise-like infra, but it isn\u2019t a magic wand, however when paired with product, can be one of the most if not most effective channel to scale.<\/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>Hi Saurav,<\/p>\n<p>I’m wondering if I can use Fuse.ai to create custom signals, such as:<\/p>\n<ul>\n<li>\n<p>companies that were founded six months ago<\/p>\n<\/li>\n<li>\n<p>companies that are product-led growth mode<\/p>\n<\/li>\n<li>\n<p>companies listed on AppSumo <\/p>\n<\/li>\n<\/ul>\n<p> Is it possible to create such custom signals with Fuse.ai 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@philip_kubinski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> , we have 20+ predefined agents you can use to create custom signals – these are forward looking so will find data in the future (e.g., job changes) <\/p>\n<\/p>\n<p>We do however a semantic web-search agent that can help you find leads based on custom criterion you define, so yes we would have data on the above 3 searches you mentioned, it\u2019s just a bit less deterministic. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “tool sprawl” problem is so real. we’ve been dealing with this in healthcare sales where teams juggle CRMs, enrichment tools, sequencing platforms, and more. curious how the AI workflows handle edge cases – like when prospects respond with objections or reschedule requests? does it adapt the sequence automatically or hand off to humans?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a>, great question! We\u2019ve been hyper focused on going deep on all product verticals, so we do handle most edge cases, and anyone we don\u2019t, we\u2019d take customer feedback & ship within a week.<\/p>\n<\/p>\n<p>In the example you mentioned, we have an auto-replies feature, where we use the context of your company, past conversation history, and your tone of voice to generate & personalize any responses to campaign messages, it can be demo requests, objection handling, pretty much anything.<\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Saurav! Fuse sounds awesome! <\/p>\n<\/p>\n<p>Does it work for every business size? I mean, can an early stage startup take the most of this? <\/p>\n<\/p>\n<p>Btw, wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> , yes definitely! We work with business of all sizes and especially help early start-ups looking to scale & build a repeatable outbound motion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NFANGDJQVMYBRD\" class=\"app-title\">Caveman<\/a><\/p>\n<div class=\"one-liner\">Why use so many token when few do trick?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">211<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Caveman\u662f\u4e00\u6b3e\u901a\u8fc7\u7cbe\u7b80Claude AI\u52a9\u624b\u7684\u8f93\u51fa\u5185\u5bb9\uff0c\u5728\u4e0d\u635f\u5931\u6280\u672f\u51c6\u786e\u6027\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u51cf\u5c11\u7ea675%\u7684\u4ee4\u724c\u4f7f\u7528\uff0c\u4ece\u800c\u4e3a\u5f00\u53d1\u8005\u8282\u7701\u6210\u672c\u5e76\u63d0\u5347\u4ea4\u4e92\u6548\u7387\u7684\u5de5\u5177\uff0c\u4e3b\u8981\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u65e5\u5e38\u7f16\u7801\u3001\u4ee3\u7801\u5ba1\u67e5\u7b49\u573a\u666f\u4e2d\u56e0AI\u5197\u4f59\u8868\u8fbe\u5bfc\u81f4\u7684\u4ee4\u724c\u6d88\u8017\u8fc7\u5feb\u3001\u54cd\u5e94\u901f\u5ea6\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43218f15-b18c-4385-bc78-4d59cfea0d7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80e9df44-d635-4cd7-b659-02697dfbafa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03780a4c-6595-4953-a1b9-168ed2c8c95c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/575e3ba6-a1eb-4096-b508-98c6090c8ecd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/632691a6-8696-42e2-b51f-f8f7e2b1c947.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5663d72c-5cf3-4d38-bdff-32a616bf9e70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79b4838d-2b9b-4614-a8c1-2abc8a4423c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4537f15-5fea-4b79-95e1-83bcf63961f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92d11e06-1848-40b5-bf87-0d7e53d8fea5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8f139f2-bb8c-43e4-a391-cca7938f722a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76982591-296d-49f0-8897-d9bf09f51462.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3943793-b651-44fe-b838-56fd5fa56ad8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a399b52d-628f-4011-a9d9-9304a1ff7a7e.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\/10355a7c-a2c0-4cfb-bd98-7cb180643570.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/0nO64outHWI?feature=share\"><source src=\"https:\/\/www.youtube.com\/shorts\/0nO64outHWI?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f18\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u8282\u7701<\/span><br \/>\n <span class=\"tag\">Claude\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u54cd\u5e94\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8282\u7701\u4ee4\u724c\u3001\u63d0\u5347\u901f\u5ea6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u79ef\u6781\u5206\u4eab\u96c6\u6210\u4f7f\u7528\u7ecf\u9a8c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u8d85\u9ad8\u538b\u7f29\u5f3a\u5ea6\u662f\u5426\u4e22\u5931\u5173\u952e\u4e0a\u4e0b\u6587\uff1b\u8f93\u5165\u4ee4\u724c\u589e\u52a0\u4e0e\u7f13\u5b58\u673a\u5236\u7684\u5b9e\u9645\u5f71\u54cd\uff1b75%\u6570\u636e\u6765\u6e90\u53ca\u538b\u7f29\u7b97\u6cd5\u7684\u5b89\u5168\u6027\uff0c\u5982\u4f55\u9632\u6b62\u8bed\u4e49\u6f02\u79fb\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 Caveman\u7684\u7206\u706b\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u9879\u6280\u672f\u7a81\u7834\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u201c\u5b98\u50da\u4e3b\u4e49\u6587\u98ce\u201d\u7684\u4e00\u6b21\u6210\u529f\u53cd\u53db\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86LLM\u670d\u52a1\u5546\u4e1a\u5316\u8fdb\u7a0b\u4e2d\u7528\u6237\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u6210\u672c\u3002\u5f53\u6309Token\u8ba1\u8d39\u6210\u4e3a\u5e38\u6001\uff0c\u6a21\u578b\u6bcf\u4e00\u53e5\u201c\u5f88\u9ad8\u5174\u4e3a\u60a8\u670d\u52a1\u201d\u90fd\u6210\u4e86\u7528\u6237\u94b1\u5305\u7684\u65e0\u58f0\u635f\u8017\u3002Caveman\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u6587\u672c\u538b\u7f29\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u5957\u9884\u8bbe\u7684\u201c\u7b80\u6d01\u8303\u5f0f\u201d\uff0c\u5f3a\u884c\u5265\u79bbAI\u8f93\u51fa\u4e2d\u7684\u4eea\u5f0f\u6027\u8bed\u8a00\u548c\u5143\u8bdd\u8bed\uff0c\u8feb\u4f7fAI\u8fdb\u884c\u201c\u7535\u62a5\u5f0f\u201d\u8868\u8fbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u5ea6\u201d\u7684\u628a\u63e1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cUltra\u5f3a\u5ea6\u662f\u5426\u727a\u7272\u5173\u952e\u8b66\u544a\u201d\u7684\u8d28\u7591\uff0c\u76f4\u6307\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u4ee3\u7801\u573a\u666f\u4e2d\uff0c\u4f55\u4e3a\u201c\u5197\u4f59\u201d\uff0c\u4f55\u4e3a\u201c\u5fc5\u8981\u7684\u4e25\u8c28\u201d\uff1f\u5c06commit\u4fe1\u606f\u538b\u7f29\u81f350\u5b57\u7b26\u3001PR\u8bc4\u8bba\u7b80\u5316\u4e3a\u4e00\u884c\uff0c\u56fa\u7136\u9ad8\u6548\uff0c\u4f46\u4e5f\u53ef\u80fd\u5265\u79bb\u4e86\u51b3\u7b56\u4e0a\u4e0b\u6587\u548c\u7ec6\u5fae\u7684\u63a8\u7406\u94fe\u6761\uff0c\u8fd9\u53ef\u80fd\u5c06\u98ce\u9669\u4ece\u201c\u4ee4\u724c\u6210\u672c\u201d\u8f6c\u79fb\u81f3\u201c\u4ee3\u7801\u8d28\u91cf\u201d\u3002\u5176\u5f15\u7528\u7684\u201c\u7b80\u6d01\u63d0\u5347\u51c6\u786e\u6027\u201d\u7684\u7814\u7a76\uff0c\u5f88\u53ef\u80fd\u53ea\u5728\u7279\u5b9a\u3001\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u4e2d\u6210\u7acb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCaveman\u4ee3\u8868\u4e86\u4e00\u79cd\u7528\u6237\u4e0eAI\u5173\u7cfb\u7684\u65b0\u671f\u5f85\uff1a\u4ece\u5bfb\u6c42\u62df\u4eba\u5316\u7684\u3001\u89e3\u91ca\u6027\u7684\u966a\u4f34\uff0c\u8f6c\u5411\u5c06\u5176\u89c6\u4e3a\u4e00\u4e2a\u9ad8\u6548\u3001\u9759\u9ed8\u7684\u5b9e\u7528\u5f15\u64ce\u3002\u5b83\u662f\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u89c4\u5219\u96c6\u80fd\u5426\u6301\u7eed\u7cbe\u51c6\u5730\u533a\u5206\u201c\u5e9f\u8bdd\u201d\u4e0e\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4e25\u8c28\u201d\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u8fc7\u6e21\u6027\u65b9\u6848\uff0c\u6700\u7ec8\u538b\u529b\u5e94\u7ed9\u5230\u6a21\u578b\u63d0\u4f9b\u5546\u672c\u8eab\uff1a\u662f\u65f6\u5019\u63d0\u4f9b\u4e00\u79cd\u539f\u751f\u7684\u3001\u53ef\u914d\u7f6e\u7684\u201c\u7b80\u6d01\u6a21\u5f0f\u201d\u4e86\u3002\u5728\u6b64\u4e4b\u524d\uff0cCaveman\u8fd9\u7c7b\u201c\u7b2c\u4e09\u65b9\u4f18\u5316\u5668\u201d\u5c06\u59cb\u7ec8\u5728\u201c\u6781\u81f4\u6548\u7387\u201d\u4e0e\u201c\u4fe1\u606f\u4fdd\u5168\u201d\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Caveman<\/span>\n <\/div>\n<div class=\"comment-content\">Caveman cuts ~75% of Claude’s output tokens without losing technical accuracy. One-line install for Claude Code, Cursor, Windsurf, Copilot, and more. Four grunt levels, terse commits, one-line PR reviews, and input compression built in. 24.9K stars.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Julius taught Claude to talk like a caveman. 24.9K stars later, it’s the most useful meme in developer tooling.<\/p>\n<p>LLMs are verbose by default. Phrases like “I’d be happy to help you with that” and “Let me summarize what I just did” contribute nothing \u2014 but burn tokens, slow responses, and push you into usage limits faster. Caveman makes Claude skip the throat-clearing and go straight to the answer. Same fix. 75% less word. Brain still big.<\/p>\n<p><strong>What stands out:<\/strong><br \/>\ud83e\udea8 ~75% output token reduction: Benchmark average 65%, range 22\u201387% across real coding tasks<br \/>\u26a1 ~3x faster responses: Less token to generate = speed go brrr<br \/>\ud83c\udf9a\ufe0f Four intensity levels: Lite, Full, Ultra, and \u6587\u8a00\u6587 (Classical Chinese) mode<br \/>\ud83d\udcdd Caveman-commit: Terse commit messages, \u226450 char subject, why over what<br \/>\ud83d\udd0d Caveman-review: One-line PR comments: L42: \ud83d\udd34 bug: user null. Add guard.<br \/>\ud83d\udddc\ufe0f Caveman-compress: Rewrites your <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> into caveman-speak, cutting ~46% of input tokens every session<br \/>\ud83d\udd0c Works everywhere: Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Cline, Copilot, and 40+ more<br \/>\ud83c\udd93 Free, MIT, one-line install<\/p>\n<p><strong>Before and after<\/strong>:<br \/>\ud83d\udde3\ufe0f Normal Claude (69 tokens): “The reason your React component is re-rendering is likely because you’re creating a new object reference on each render cycle…”<br \/>\ud83e\udea8 Caveman Claude (19 tokens): “New object ref each render. Inline object prop = new ref = re-render. Wrap in useMemo.”<\/p>\n<p>Note: works best for coding tasks. Nuanced responses still need full Claude, and the system prompt loads as input tokens, so net savings vary per use case. A March 2026 paper found brevity constraints improved accuracy by 26 percentage points on certain benchmarks. Verbose not always better.<\/p>\n<p>Perfect for developers hitting usage limits and anyone who wants their AI agent to do the work and shut up about it.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@rohanrecommends<br \/>\nBSB<br \/>\nbrain still big<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> At Ultra intensity, are there cases where the compression starts dropping context that actually matters for correctness, like edge case caveats or safety warnings; rather than just stripping filler?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m using right now. Also I’ve added to <a href=\"https:\/\/AGENTS.md\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md\/CLAUDE.md<\/a> to always load caveman skill on the first message.<\/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>input token is higher! but with cache saves tokens.<\/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 it! I’ve been using it for a while together with <a href=\"https:\/\/github.com\/rtk-ai\/rtk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">RTK<\/a>, and I’m saving a bunch of tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Heard about this before, looks awesome. Where’d you get the 75% metric from?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Caveman-compress rewrites instruction\/memory files while preserving code blocks and technical strings\u2014what rules or heuristics make that safe, and how do you prevent subtle meaning drift that could change an agent\u2019s behavior across sessions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like about this is that it gives critical security warnings in full sentences, and the rest of the time it just saves tokens by talking just the essentials.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is pretty cool indeed. Saw this going viral on Twitter. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6ZWGLVRX6FQH4Z\" class=\"app-title\">Recall 2.0<\/a><\/p>\n<div class=\"one-liner\">Curate an AI that knows what you know. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">201<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Recall 2.0\u662f\u4e00\u6b3e\u4e2a\u4ebaAI\u77e5\u8bc6\u5e93\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u7528\u6237\u4fdd\u5b58\u7684\u5185\u5bb9\u4e0e\u4e2a\u4eba\u7b14\u8bb0\u8f6c\u5316\u4e3a\u53ef\u5bf9\u8bdd\u3001\u53ef\u68c0\u7d22\u7684\u77e5\u8bc6\u4f53\u7cfb\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u4e2a\u4eba\u77e5\u8bc6\u96be\u4ee5\u6709\u6548\u6574\u5408\u3001\u63d0\u53d6\u548c\u5e94\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3819f331-0e47-4e74-9c10-97e890c54db8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f208195-b212-4358-bcbf-b8cb3d2f2003.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/332acc9e-2a11-489f-b685-b49701ae9979.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b5d2ca-d726-4cd7-9468-c29cc3d9c772.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b67b0f62-4ad1-47f6-a627-b8a310469e67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5677e25d-87d1-4e39-b737-e45cbc47511a.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\/5c81f8ed-fa6d-461a-82ae-7c51201e9e17.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=b6hfk8k-UVk\"><source src=\"https:\/\/www.youtube.com\/watch?v=b6hfk8k-UVk\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">RAG\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u4ece\u201c\u6458\u8981\u5de5\u5177\u201d\u5230\u201c\u77e5\u8bc6\u5e73\u53f0\u201d\u7684\u6f14\u53d8\uff0c\u8ba4\u4e3a\u201c\u77e5\u8bc6\u4f18\u5148\uff0cAI\u5176\u6b21\u201d\u7684\u7406\u5ff5\u662f\u6838\u5fc3\u4f18\u52bf\u3002\u5177\u4f53\u529f\u80fd\u5982\u201c\u4ee3\u7406\u804a\u5929\u201d\u3001\u591a\u6a21\u578b\u5207\u6362\u3001API\/MCP\u63a5\u5165\u3001\u56fe\u5f62\u5316\u77e5\u8bc6\u89c6\u56fe\u5907\u53d7\u597d\u8bc4\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0eNotebookLM\/Obsidian\u7684\u5dee\u5f02\u5316\u5b9a\u4f4d\u3001\u6570\u636e\u9690\u79c1\u4e0e\u52a0\u5bc6\u7ec6\u8282\u3001\u670d\u52a1\u5668\u7aef\u7a33\u5b9a\u6027\uff08\u5982\u767b\u5f55\u6545\u969c\uff09\u4ee5\u53ca\u975e\u82f1\u8bed\u5185\u5bb9\u5904\u7406\u7684\u51c6\u786e\u6027\u4f18\u5316\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 Recall 2.0\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u4e66\u7b7e\u7ba1\u7406\u5668\u6216\u6458\u8981\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5728AI\u6cdb\u5316\u7684\u65f6\u4ee3\uff0c\u91cd\u65b0\u5b9a\u4e49\u201c\u4e2a\u4eba\u77e5\u8bc6\u201d\u7684\u4ef7\u503c\u8fb9\u754c\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u987a\u5e8f\u7684\u8c03\u6362\uff1a\u5b83\u5e76\u975e\u7528AI\u751f\u6210\u7b54\u6848\uff0c\u518d\u7528\u4f60\u7684\u77e5\u8bc6\u53bb\u4f50\u8bc1\uff1b\u800c\u662f\u5c06\u4f60\u4e3b\u52a8\u7b5b\u9009\u3001\u4fdd\u5b58\u3001\u6ce8\u89e3\u7684\u4fe1\u606f\u4f5c\u4e3a\u9996\u8981\u4fe1\u6e90\uff0c\u8ba9AI\u5728\u6b64\u5730\u57fa\u4e0a\u6784\u5efa\u56de\u7b54\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u201cAI\u5373\u7b54\u6848\u201d\u8303\u5f0f\u7684\u4e00\u79cd\u6279\u5224\u6027\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u591a\u6a21\u578b\u9009\u62e9\u6743\u3001\u672c\u5730\/\u7f51\u7edc\u6e90\u5207\u6362\u6743\u4ea4\u7ed9\u7528\u6237\uff0c\u770b\u4f3c\u589e\u52a0\u4e86\u590d\u6742\u6027\uff0c\u5b9e\u5219\u662f\u5728\u4e89\u593a\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7684\u201c\u8c03\u5ea6\u4e2d\u5fc3\u201d\u5730\u4f4d\u3002\u901a\u8fc7API\u548cMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u5f00\u653e\uff0c\u5b83\u610f\u56fe\u6210\u4e3a\u4e2a\u4eba\u77e5\u8bc6\u751f\u6001\u7684\u67a2\u7ebd\uff0c\u800c\u975e\u4e00\u4e2a\u5c01\u95ed\u82b1\u56ed\u3002\u8fd9\u4e0eNotebookLM\u7684\u201c\u9879\u76ee\u5236\u201d\u7814\u7a76\u5de5\u5177\u5b9a\u4f4d\u3001\u4ee5\u53caObsidian\u7684\u201c\u624b\u52a8\u81f3\u4e0a\u201d\u54f2\u5b66\u5f62\u6210\u4e86\u6e05\u6670\u533a\u9694\uff1aRecall\u8ffd\u6c42\u7684\u662f\u5728\u81ea\u52a8\u5316\u667a\u80fd\u4e0e\u4e2a\u4eba\u6240\u6709\u6743\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u77e5\u8bc6\u4f18\u5148\u201d\u4f9d\u8d56\u7528\u6237\u6301\u7eed\u3001\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u4e60\u60ef\uff0c\u8fd9\u5b58\u5728\u5de8\u5927\u7684\u7528\u6237\u6559\u80b2\u95e8\u69db\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u52a0\u5bc6\u7684\u5b98\u65b9\u56de\u590d\uff08\u670d\u52a1\u5668\u7aef\u4e0d\u52a0\u5bc6\u4ee5\u652f\u6301RAG\uff09\u53ef\u80fd\u6210\u4e3a\u6ce8\u91cd\u9690\u79c1\u7684\u6838\u5fc3\u7528\u6237\u7fa4\u4f53\u7684\u7591\u8651\u70b9\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684AI\u8d5b\u9053\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\uff0c\u5982\u4f55\u6301\u7eed\u4fdd\u6301\u591a\u6a21\u578b\u96c6\u6210\u4f18\u52bf\u4e0e\u6210\u672c\u63a7\u5236\uff0c\u5c06\u662f\u4e00\u573a\u786c\u4ed7\u3002\n <\/p>\n<p class=\"ai-content\">\n Recall 2.0\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5177\u8c61\u5316\u7684\u672a\u6765\u56fe\u666f\uff1a\u5f53\u516c\u5171AI\u7684\u77e5\u8bc6\u8d8b\u4e8e\u540c\u8d28\u5316\uff0c\u6784\u5efa\u3001\u5229\u7528\u5e76\u6df1\u5ea6\u4ea4\u4e92\u4e8e\u4e00\u4e2a\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u3001\u4e0d\u65ad\u6f14\u5316\u7684\u201c\u79c1\u4eba\u77e5\u8bc6\u6a21\u578b\u201d\uff0c\u53ef\u80fd\u5c06\u6210\u4e3a\u65b0\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u5b83\u5356\u7684\u4e0d\u662f\u4fe1\u606f\u5b58\u50a8\uff0c\u800c\u662f\u8ba4\u77e5\u6760\u6746\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\">Recall 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">AI leveled the playing field. Intelligence has been commoditized. We believe the edge is your knowledge. Recall 1.0 was a place to store that knowledge. Summarized, organized and connected. Recall 2.0 turns that knowledge into your edge. AI grounded in everything you’ve saved and written. “Condense my research, compare new studies, find the exact clip in my podcast.” to \u201cPick a movie based on what I love\u201d Talk to your knowledge, the internet, or both. You pick the model. API & MCP included.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What started as a simple Hacker News post from Paul in November 2022, “<a href=\"https:\/\/news.ycombinator.com\/item?id=33425947\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">A tool to help you remember shit you are interested in<\/a>,” has, three years later, transformed from a summarizing tool into a platform that brings your knowledge to the forefront.<\/p>\n<\/p>\n<p>Recall 2.0 isn’t just a feature launch. There has been a series of updates building to this point. What we’ve envisioned is a place where people intentionally engage with their saved content, learn from it, and bring that knowledge to the center.<\/p>\n<\/p>\n<p>Everyone is looking to AI for answers. But with Recall, you can prioritize your own knowledge first and foremost. Choose to chat with your saved insights and invite the internet in as a supplement. That’s the priority order we believe it should follow.<\/p>\n<\/p>\n<p>This update lets you get answers that no other AI can provide, as it is grounded in the sources you intentionally chose to save and the notes you specifically took. Ask questions, and Recall pulls from your curated knowledge base.<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>“What did that sleep podcast say about melatonin timing? Find me the clip.” <\/strong>[It pulls the exact moment where something was mentioned, and you can even play the clip inside Recall without breaking your flow.]<\/p>\n<\/li>\n<li>\n<p><strong>“Condense my last six months of research and notes into references with timestamps, page numbers, and quotes. Also see if any new studies are out.”<\/strong> [Combine your personal knowledge and invite the internet in to see what is new and what you might be missing.]<\/p>\n<\/li>\n<li>\n<p><strong>“Pick a movie for tonight based on everything I’ve loved this year.” <\/strong>[Just a fun one. Save all the movies you love to Recall, write your reviews, and then let Recall make a recommendation based on your own notes.]<\/p>\n<\/li>\n<\/ul>\n<p>You get to choose the frontier AI model you prefer, including GPT 5.4, Claude, Gemini, and more. Switch mid-conversation to compare outputs. You are not locked in. You get the best of all the AI models in one place.<\/p>\n<\/p>\n<p>Several other highly requested features are launching:<\/p>\n<ul>\n<li>\n<p><strong>API and MCP access:<\/strong> The community was clear about their needs here. Your knowledge can now be accessed from anywhere, whether you’re building custom workflows or feeding it into your chatbot.<\/p>\n<\/li>\n<li>\n<p><strong>Bulk actions for power users:<\/strong> With high content volume, you can now manage it all with just a few clicks. Generate summaries, tags, and connections for 100 pieces of content at a time.<\/p>\n<\/li>\n<li>\n<p><strong>A UI overhaul: <\/strong>Everything you’ve seen in Recall from launch until now was homemade by our founders. We are finally getting closer to the intuitive, polished experience our users deserve. More to come.<\/p>\n<\/li>\n<\/ul>\n<p>Since December, we have shipped a series of major upgrades:<\/p>\n<ul>\n<li>\n<p>Our <a href=\"https:\/\/docs.recall.it\/deep-dives\/note-taking-in-recall\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rich text block editor<\/a> lets you capture your notes and ideas with all the bells and whistles you need, including tables, to-do lists, and more.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.recall.it\/deep-dives\/graph\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Graph View 2.0<\/a> lets you interact with your knowledge visually, discover patterns, and find new connections.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.recall.it\/deep-dives\/quiz-and-spaced-repetition\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Quiz 2.0 <\/a>reinforces learning and retention. It is not just about saving and interacting It references the exact point where something was mentioned and links to that video inside Recall, which you can play inside Recall. It doesn’t break your flow.with content. It is about learning from it. This is about intentional knowledge building replacing mindless doomscrolling, with a personalized spaced repetition schedule. One of the best parts is that you can challenge friends publicly. Call out the folks dropping hot takes without receipts.<\/p>\n<\/li>\n<\/ul>\n<p>We want to say a massive thank you to our <a href=\"https:\/\/discord.gg\/BSYrT3UeGR\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Discord community<\/a>. Your feedback, bug reports, and feature requests have shaped Recall 2.0. This is only the beginning, a step toward the vision we are relentlessly iterating on and delivering.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sankari_nair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankari_nair<\/a> such exciting times!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sankari_nair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankari_nair<\/a> Congratulations on this new launch!! I am looking forward to these new updates.<\/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 lot of tools can summarize content, but Recall seems to go further with saved knowledge, connections, and chat grounded in what users intentionally collected. How did you think about designing that experience so it feels like a real knowledge workflow, not just another AI layer on top?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super amazing product, so proud of the team to keep delivering the best product for learning and managing personal knowledge. Great job everyone!<\/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\/@mason_hu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_hu<\/a> Thank you so much for your hard work, commitment, and dedication to Recall. We are so lucky to have you on the team. You are an absolute beast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to our incredibly talented and passionate team. It’s been a crazy few months working on this new launch, and I’m so proud to see how it’s turned out. My personal favourite feature of this is the Agentic Chat. It makes it a lot easier for me rather than going back and tagging my content. I can just ask in the chat, which makes it a lot simpler.<\/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\/@nicole_howitt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicole_howitt<\/a> What would I do without you??? I’m so glad to have you on the Recall team, and thank you for putting up with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An AI that remembers my research better than I do. I can finally stop pretending my Second Brain is a messy folder of 400 unread bookmarks and admit it’s just Recall.<\/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\/@kelly_lee_zeeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelly_lee_zeeman<\/a> Thank you for your support Kelly, keep us posted on how it goes. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, this is such a huge milestone for Recall. I can’t believe how far we’ve come. The last few weeks have been a real grind getting this release out, and I’m so grateful for the team. We’re usually fully remote, but for this launch we all flew out to Cape Town and rented a hacker house. It’s been amazing spending time in person, getting to know everyone beyond the screen. Really excited for this new chapter; this feels like just the beginning as we have so much to more still to come.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats 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\/@francescod_ales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francescod_ales<\/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>I have been a user from the very start of Recall, and it has consistently improved over time. Lately, it seems the development team has gone into acceleration mode, and I consider it now the standard for doing research on the web. The ability to chat with my whole knowledge base and to be able to create flashcard reviews is awesome. And today it also got the academic stamp of approval from the infamous Andy Stapleton: <a href=\"https:\/\/youtu.be\/wkwYcNu8yNY?si=FYQ5RCO89u1IFYnj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/wkwYcNu8yNY?si=FYQ5RCO89u1IFYnj<\/a> They have a very active discord community and developers respond quickly when there is an issue. <\/p>\n<p>The latest improvement, which lets me choose whether to chat only with my KB or include the web, is fabulous. If you are not into Recall yet, you owe it to yourself to explore it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haberjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haberjr<\/a> Hello there, this post means so much to us. We really appreciate the time you took to share your feedback and that you have noticed the consistent iterations and improvements we’ve been making. This really is only the start for Recall, with so much more to come. We are super excited to get the stamp of approval from Andy. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Experience: It’s been being part of this awesome team producing this incredible app. I can’t wait to see how it delights our users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s been wild building Recall 2.0! <\/p>\n<\/p>\n<p>What excites me most about 2.0 isn\u2019t a specific feature. It\u2019s the shift in mindset. Your knowledge first, AI second. That\u2019s what we believe in.<\/p>\n<\/p>\n<p>Really proud of how the team showed up for this, and grateful to the community for constantly pushing us to do better.<\/p>\n<\/p>\n<p>We\u2019re just getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing!<\/p>\n<\/p>\n<p>Recall has always been the best summariser. I expect it to become the best… I don’t know… AI-riser? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like a big step forward for personal knowledge management. Being able to chat with your own sources instead of the open web is huge. How do you surface the most relevant sources in responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">How do you position Recall against Google NotebookLM on grounded Q&A, and against Obsidian on long-term ownership\u2014specifically: what\u2019s your stance on data portability (complete exports including uploaded files) and what level of privacy\/encryption are you aiming for as a baseline?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> These are great questions and we get them a lot. Here’s how we like to think about them:<\/p>\n<\/p>\n<h2>Recall vs. Google NotebookLM<\/h2>\n<p>I like to say NotebookLM is for research, but Recall is for lifelong learning. <\/p>\n<ul>\n<li>\n<p><strong>Unlimited scope:<\/strong> NotebookLM limits you to 50 sources per folder. Recall allows you to upload and ground your Q&A in unlimited YouTube videos, podcasts, PDFs, books, and articles across all topics<\/p>\n<\/li>\n<li>\n<p><strong>Integrated personal thinking:<\/strong> NotebookLM is “source-only.” In Recall, your own thoughts and notes live alongside saved content and are treated as primary grounding data for the AI<\/p>\n<\/li>\n<li>\n<p><strong>Cross-context connections:<\/strong> NotebookLM only connects sources within a specific folder. Recall\u2019s automatic knowledge graph connects related content across everything you\u2019ve ever saved, allowing for Q&A that spans your entire history<\/p>\n<\/li>\n<li>\n<p><strong>Model freedom:<\/strong> You are not locked into a single provider. You can choose to ground your queries using GPT, Claude, Gemini, Grok, or DeepSeek, and even switch models mid-conversation to compare outputs.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.linkedin.com\/pulse\/notebooklm-vs-recall-which-ai-knowledge-management-tool-right-thwnf\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Here’s a blog we wrote<\/strong><\/a> that speaks to this in more detail. <\/p>\n<\/p>\n<h2>Recall vs. Obsidian<\/h2>\n<p>Recall aims to provide the “peace of mind” of a permanent library while removing the manual friction of tools like Obsidian. <a href=\"https:\/\/www.xda-developers.com\/i-found-a-notebooklm-obsidian-and-anki-killer-and-studying-will-never-be-the-same\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Here’s an `XDA blog<\/a> on Recall vs Obsidian. <\/p>\n<\/p>\n<p>Unlike Obsidian, which requires manual linking and folder management, Recall uses automatic categorization and graph-building to ensure your data remains organized and retrievable as it grows, without requiring “structure-first” setup. <\/p>\n<\/p>\n<p>If you haven’t tried our graph view before? Do check out our tutorial. I think you will find it a slightly different angle on the way to explore a graph that’s automatically generated for you but still has manual control <\/p>\n<\/p>\n<h2>Data Encryption and Exports<\/h2>\n<p>When saving data into Recall, it is stored in a secure cloud that is protected under GDPR. You can learn more here: <a href=\"https:\/\/www.recall.it\/legal\/privacy-policy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.recall.it\/legal\/privacy-policy<\/a> <\/p>\n<\/p>\n<p>That said, data is not encrypted on the server since we have a RAG system that does vector searches on your knowledge base to retrieve the correct context when asking questions in the chat. Unfortunately, there is no easy way to do this if your data is encrypted on the server.<\/p>\n<\/p>\n<p>But as mentioned, your data is stored securely on a database hosted in the EU on Google Cloud servers, we have strict access controls which ensure only you have access to your data.<\/p>\n<p>It is important to note that all data is encrypted in transit and that when using <a href=\"https:\/\/docs.getrecall.ai\/deep-dives\/recall-augmented-browsing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Augmented Browsing<\/a>, it is local first – nothing leaves your device.<\/p>\n<\/p>\n<p>Your data is always yours. You can export it at any time, regardless of whether you have a subscription or not, and now, with our API and MCP you can pull your data into other tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very handy extension. I tested it with a video in Portuguese, and I was really curious to see how it would perform.<\/p>\n<p>The results were fast and quite good, in just a few seconds, I had a clear summarized version of the content, which made it much easier to understand the video.<\/p>\n<p>I did notice a few minor typos (for example, with words like \u201cClaude\u201d), but nothing that takes away from the overall experience.<\/p>\n<p>Overall, it\u2019s a solid tool with a lot of potential, especially for anyone looking to turn content into something more actionable and easy to revisit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Hello Matheus! <\/p>\n<\/p>\n<p>Thanks so much for your kind words about your Recall experience \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve subscribed and paid the annual plan, but since couple of days application was logging me out, right now I am unable to login via Apple SSO<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0017fae2-89f6-47f2-bc73-4584e7c97728.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karol_szczesny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karol_szczesny<\/a> So sorry about this, the issue should be resolved now! Please let us know if not at <a href=\"mailto:support@getrecall.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@getrecall.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<\/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\/OJWGY2X7VZXFKY\" class=\"app-title\">Ghost Pepper \ud83c\udf36\ufe0f<\/a><\/p>\n<div class=\"one-liner\">100% local private AI for text-to-speech & meeting notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ghost Pepper\u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u5316\u3001\u79c1\u5bc6\u7684AI\u5de5\u5177\uff0c\u5728macOS\u4e0a\u63d0\u4f9b\u8bed\u97f3\u8f6c\u6587\u672c\u548c\u4f1a\u8bae\u8f6c\u5f55\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u987e\u8651\u800c\u65e0\u6cd5\u4f7f\u7528\u4e91\u7aefAI\u670d\u52a1\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5904\u7406\u673a\u5bc6\u4fe1\u606f\u6216\u53d7NDA\u4fdd\u62a4\u7684\u4f1a\u8bae\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b91475fe-e8af-42b3-ab3e-12d3348c4a21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dd219d1-0c3a-47e0-acfd-e701bd38b8d2.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\">Privacy<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aef\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u82af\u7247\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\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u201c100%\u672c\u5730\u201d\u7684\u9690\u79c1\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u6293\u4f4f\u4e86\u6838\u5fc3\u7528\u6237\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1) \u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982TTS\u6a21\u578b\u3001\u5bf9\u65e7\u6b3eMac\u652f\u6301\uff09\uff1b2) \u547c\u5401\u63a8\u51faWindows\/Linux\u7248\u672c\uff1b3) \u5173\u5fc3\u6027\u80fd\u5f00\u9500\u4e0e\u4e13\u4e1a\u8bcd\u6c47\uff08\u5982\u6280\u672f\u672f\u8bed\uff09\u8bc6\u522b\u51c6\u786e\u6027\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u6808\u4e0e\u4f18\u5316\u7b56\u7565\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 Ghost Pepper\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\u7684\u9762\u4e16\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u4e91\u539f\u751f\u201dAI\u9738\u6743\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u7edd\u5bf9\u6027\u80fd\u4e0a\u8d85\u8d8a\u4e91\u7aef\u5de8\u5934\uff0c\u800c\u662f\u5728\u201c\u9690\u79c1\u4e3b\u6743\u201d\u548c\u201c\u6570\u636e\u8fb9\u754c\u201d\u8fd9\u4e24\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\u4e0b\uff0c\u5f00\u8f9f\u4e86\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5229\u57fa\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5c06\u201c100%\u672c\u5730\u201d\u4f5c\u4e3a\u6838\u5fc3\u6807\u8bed\uff0c\u800c\u975e\u4e00\u4e2a\u6b21\u8981\u529f\u80fd\uff0c\u8fd9\u76f4\u63a5\u547d\u4e2d\u4e86\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u7814\u53d1\u7b49\u654f\u611f\u9886\u57df\u4ece\u4e1a\u8005\u7684\u5408\u89c4\u7126\u8651\u4e0e\u5b89\u5168\u521a\u9700\u3002\u5b83\u672c\u8d28\u4e0a\u9500\u552e\u7684\u4e0d\u662f\u66f4\u4f18\u7684\u8f6c\u5f55\u51c6\u786e\u7387\uff0c\u800c\u662f\u4e00\u4efd\u201c\u6570\u636e\u4e0d\u51fa\u5883\u201d\u7684\u4fdd\u9669\u5951\u7ea6\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u6b63\u662f\u5176\u83b7\u5f97\u62e5\u8db8\u7684\u5173\u952e\u2014\u2014\u7528\u6237\u5e76\u975e\u76f2\u76ee\u8ffd\u6367\u6280\u672f\uff0c\u800c\u662f\u4e3a\u660e\u786e\u7684\u5b89\u5168\u627f\u8bfa\u4e70\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u9510\u5229\u201d\u7684\u53cc\u5203\u5251\u5c5e\u6027\u4e5f\u6781\u4e3a\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u6280\u672f\u8def\u5f84\u6df1\u5ea6\u7ed1\u5b9a\u82f9\u679c\u751f\u6001\uff08Apple Silicon + Core ML\uff09\uff0c\u8fd9\u867d\u5e26\u6765\u4e86\u6027\u80fd\u4f18\u5316\uff0c\u5374\u4e5f\u6784\u7b51\u4e86\u786c\u6027\u58c1\u5792\uff0c\u5c06Intel Mac\u4e0eWindows\/Linux\u7528\u6237\u62d2\u4e4b\u95e8\u5916\uff0c\u4e0e\u8bc4\u8bba\u4e2d\u5f3a\u70c8\u7684\u8de8\u5e73\u53f0\u9700\u6c42\u5f62\u6210\u77db\u76fe\u3002\u5176\u6b21\uff0c\u5b8c\u5168\u4f9d\u8d56\u8bbe\u5907\u7b97\u529b\uff0c\u5728\u6a21\u578b\u590d\u6742\u5ea6\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u5904\u7406\u957f\u97f3\u9891\u7684\u7a33\u5b9a\u6027\u4e0e\u5185\u5b58\u5f00\u9500\u65b9\u9762\uff0c\u5fc5\u5c06\u9762\u4e34\u957f\u671f\u6311\u6218\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684OCR\u4e0a\u4e0b\u6587\u7ea0\u9519\u548c\u81ea\u5b9a\u4e49\u8bcd\u5e93\uff0c\u662f\u52a1\u5b9e\u7684\u5de5\u7a0b\u4f18\u5316\uff0c\u4f46\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u7eaf\u7cb9\u7aef\u4fa7\u6a21\u578b\u5728\u5e94\u5bf9\u4e13\u4e1a\u573a\u666f\u65f6\u7684\u56fa\u6709\u5c40\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740AI\u5e94\u7528\u4ece\u201c\u8ffd\u6c42\u901a\u7528\u6027\u80fd\u6700\u4f18\u201d\u5411\u201c\u6ee1\u8db3\u7279\u5b9a\u573a\u666f\u7ea6\u675f\u201d\u7684\u91cd\u8981\u5206\u5316\u3002\u5b83\u672a\u5fc5\u80fd\u53d6\u4ee3\u4e91\u670d\u52a1\uff0c\u4f46\u8db3\u4ee5\u5728\u9690\u79c1\u7ea2\u7ebf\u5185\uff0c\u6210\u4e3a\u8bb8\u591a\u4eba\u7684\u552f\u4e00\u53ef\u884c\u9009\u62e9\u3002\u5176\u5f00\u6e90\u7b56\u7565\uff0c\u66f4\u662f\u5c06\u4ea7\u54c1\u8fdb\u5316\u6258\u4ed8\u4e8e\u793e\u533a\uff0c\u8bd5\u56fe\u4ee5\u534f\u4f5c\u751f\u6001\u5bf9\u6297\u5de8\u5934\u7684\u89c4\u6a21\u4f18\u52bf\u3002\u80fd\u5426\u4ece\u201c spicy \u201d\u7684\u5148\u950b\u6982\u5ff5\u6210\u957f\u4e3a\u7a33\u5065\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u9690\u79c1\u521d\u5fc3\u7684\u540c\u65f6\uff0c\u5728\u6a21\u578b\u6548\u7387\u3001\u5e73\u53f0\u6269\u5c55\u548c\u7528\u6237\u4f53\u9a8c\u4e0a\u627e\u5230\u66f4\u4f18\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ghost Pepper \ud83c\udf36\ufe0f<\/span>\n <\/div>\n<div class=\"comment-content\">100% private on-device voice models for speech-to-text and meeting transcription on macOS. No cloud APIs, no data leaves your machine without your explicit permission.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built Ghost Pepper to be 100% private and run on local Huggingface models. I open-sourced it to get help from the community, little did I know Jesse Vincent, creator of Claude Superpowers would end up contributing more code than I (read: my Claude) did. I called it Ghost Pepper because all models run locally, no private data leaves your computer. And it’s spicy to offer it open source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always been a bit paranoid using cloud-based apps that collect super sensitive data. I expect more open-source, on-device apps like this will rise in popularity for that reason and the ability to modify to fit inside one’s infra and workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the category I’ve been waiting for someone to take seriously. Every meeting-notes tool I’ve tried sends audio or transcripts to a cloud I don’t control, and for anything under NDA that’s a hard no. “100% local” being the headline (not a buried feature) tells me you understand the actual buyer. Question for the maker: what’s the model running under the hood for the TTS side, and does it hold up on older Macs or is this an M-series-and-up product? Upvoted. Rooting for the local-first AI wave.<\/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\/@adi46\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi46<\/a> Thanks! Speech-to-text uses WhisperKit (OpenAI’s Whisper models optimized for Apple Silicon by Argmax). Default is Whisper small.en (~466MB) which gives the best accuracy\/speed tradeoff. We also support Parakeet v3 for 25 languages and Qwen3-ASR for 50+. Apple Silicon (M1+) only (for now at least) \u2014 WhisperKit uses Core ML and the Neural Engine which aren’t available on Intel Macs. On an M1 you get real-time transcription, M2\/M3\/M4 is even faster. The cleanup LLM (Qwen 3.5) also needs the Neural Engine for reasonable speed.<\/p>\n<\/p>\n<p>If you use Linux, Jesse Vincent has a great fork called Pepper-X for Linux<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think we can integrate the Gemma models also into this. One other thing is that I really want this for Windows too because right now I don’t think we have any system which can work natively for Windows. Can you do that lab? That would be really helpful <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first approach resonates deeply. I built NexClip AI with the same philosophy \u2014 video stays on your Mac, only audio is sent for AI analysis when needed.<\/p>\n<p>The OCR context for disambiguation is clever. We solved a similar challenge with audio RMS data \u2014 using silence detection and sentence boundaries to create precise segment cuts instead of relying purely on transcript text.<\/p>\n<p>Curious: with the 2B Qwen model running locally, how much memory overhead are you seeing during a typical 60-min meeting transcription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Your \u2018smart cleanup\u2019 is a key differentiator: how does the on-device cleanup\/polish step work in practice (latency, prompt customization, failure modes like repetition\/hallucination), and how do you decide when to clean aggressively vs keep a faithful transcript?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Cleanup uses Qwen 3.5 LLM by default (you can pick other models in settings). You can edit the prompt but it’s designed to remove filler words (um, uh, like), etc. On latency: the default 2B model takes ~1-2 seconds. The 0.8B is ~0.5s if you want faster. The 4B is ~2-4s for higher quality. The aggressive vs. faithful balance: The prompt is explicitly conservative \u2014 it tells the LLM “Do NOT delete sentences. Do NOT remove context. Do NOT summarize. If you are unsure whether to keep or delete something, KEEP IT.” It only removes fillers and handles explicit corrections (“scratch that”, “never mind”). The hardest part was actually getting it not to follow instructions embedded in your speech (if you dictate “What’s the weather?”, it passes that through verbatim as text, it doesn’t try to answer the question). We have 17 eval cases specifically testing that the model doesn’t break character and act like a chatbot.<\/p>\n<\/p>\n<p>There’s also optional ability to include OCR as context to help with corrections: if you enable it, the cleanup model sees OCR text from your frontmost window. So if you’re in Slack talking about “the JIRA ticket for Kubernetes”, it can correct “Cooper Netties” \u2192 “Kubernetes” by cross-referencing what’s on screen. It only uses this for disambiguation, never for rewriting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super refreshing<\/p>\n<p>everything going cloud-first, while privacy is becoming a bigger concern<\/p>\n<p>fully local voice + transcription is a strong angle<\/p>\n<p>how\u2019s the performance compared to cloud models right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaka_kotnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaka_kotnik<\/a> Thanks! I haven’t done a lot of benchmarking myself yet but getting a lot of anecdotal feedback that it’s actually faster than products that use cloud models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ran into this building something with voice input. Had to drop cloud STT because of data policies at a couple companies I was demoing to. Local first completely changes that equation. Curious how your models handle technical vocab like camel case and library names? That’s been one of the hardest parts for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> This is one of the hardest problems in speech-to-text. We attack it from a few angles:<\/p>\n<p><strong>1) OCR context <\/strong>see comment above about the optional OCR context which can incorporate spellings from words on your front-most window.<\/p>\n<\/p>\n<p><strong>2) Word corrections: <\/strong>You can add preferred transcriptions in Settings. If Whisper always hears “React Query” as “react quarry”, add it once and it’s fixed deterministically before the LLM even runs.<\/p>\n<\/p>\n<p><strong>3) The cleanup LLM:<\/strong> The local Qwen model handles camelCase formatting, but it’s hit or miss on novel library names it hasn’t seen in training data. The OCR context is what really saves it \u2014 if the name is anywhere on your screen, it’ll get it right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YN6Q5YCWCCGJQ5\" class=\"app-title\">Open Agents<\/a><\/p>\n<div class=\"one-liner\">Agents that ship real code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Open Agents\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u4e91\u7aef\u667a\u80fd\u7f16\u7801\u4ee3\u7406\u53c2\u8003\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u63d0\u793a\u8bcd\u76f4\u63a5\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u53d8\u66f4\uff0c\u65e0\u9700\u672c\u5730\u4ecb\u5165\uff0c\u89e3\u51b3\u4e86\u5728\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u81ea\u52a8\u5316\u7f16\u7801\u7684\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e39fbb1-e765-4a1d-800c-d5c127cb190a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f3192b0-cb57-4635-9834-0c85f4119f69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9b294a1-f01f-4d45-a436-0ba46f3830b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/134402d5-32b3-45fb-bc9e-b08c9d8cd3fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9d4a450-74d6-40ba-abbb-c5a0b04d3043.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\">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\u6e90AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u5de5\u5382<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u5b9e\u73b0<\/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\u96c6\u4e2d\u5728\u5b89\u5168\u4e0e\u751f\u4ea7\u90e8\u7f72\u5b9e\u8df5\u4e0a\uff0c\u5305\u62ec\u5982\u4f55\u9632\u8303\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u7ba1\u7406\u5bc6\u94a5\u548c\u7f51\u7edc\u51fa\u53e3\u3001\u8bbe\u7f6e\u6743\u9650\u4e0e\u5ba1\u6279\u5173\u5361\u3002\u540c\u65f6\uff0c\u7528\u6237\u8d5e\u8d4f\u5176\u201c\u4ece\u63d0\u793a\u5230\u4ee3\u7801\u53d8\u66f4\u201d\u7684\u81ea\u52a8\u5316\u4ef7\u503c\u53ca\u5f00\u6e90\u53c2\u8003\u610f\u4e49\uff0c\u5e76\u8be2\u95ee\u4e86\u6c99\u7bb1\u4efb\u52a1\u9694\u79bb\u7684\u5177\u4f53\u5b9e\u73b0\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 Open Agents\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201c\u5f00\u6e90AI\u7f16\u7801\u52a9\u624b\u201d\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1a\u7ea7AI\u7f16\u7801\u4ee3\u7406\u7684\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5bf9\u5e9e\u5927\u5355\u4f53\u4ee3\u7801\u5e93\u7684\u65e0\u529b\u611f\uff0c\u4ee5\u53ca\u4e0e\u4f01\u4e1a\u7279\u6709\u77e5\u8bc6\u3001\u6d41\u7a0b\u6574\u5408\u7684\u65ad\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u7684\u53c2\u8003\u5b9e\u73b0\u2014\u2014\u8fd9\u6697\u793a\u7740\u672a\u6765\u7684\u7ade\u4e89\u58c1\u5792\u5c06\u4ece\u201c\u4ee3\u7801\u672c\u8eab\u201d\u8f6c\u5411\u201c\u4ee3\u7801\u7684\u751f\u4ea7\u65b9\u5f0f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n Vercel\u901a\u8fc7\u6b64\u4e3e\uff0c\u806a\u660e\u5730\u5c06\u81ea\u8eab\u7684\u57fa\u7840\u8bbe\u65bd\uff08Fluid\u3001Workbox\u3001Sandbox\u7b49\uff09\u5851\u9020\u6210\u4e86\u4e0b\u4e00\u4ee3AI\u9a71\u52a8\u5f00\u53d1\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5f00\u6e90\u4ee3\u7801\u5e93\u662f\u5176\u8bf1\u9975\uff0c\u6700\u7ec8\u76ee\u7684\u662f\u5438\u5f15\u5f00\u53d1\u8005\u5728\u5176\u4e91\u751f\u6001\u4e0a\u6784\u5efa\u548c\u8fd0\u884c\u8fd9\u4e9b\u9ad8\u4ef7\u503c\u7684\u201c\u5de5\u5382\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u90e8\u7f72\u548c\u6743\u9650\u7ba1\u7406\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u6280\u672f\u4ece\u6f14\u793a\u8d70\u5411\u751f\u4ea7\u6240\u9762\u4e34\u7684\u6700\u4e25\u5cfb\u6311\u6218\uff1a\u5982\u4f55\u5728\u4e00\u4e2a\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u7684\u7cfb\u7edf\u91cc\uff0c\u5efa\u7acb\u53ef\u9760\u7684\u5b89\u5168\u8fb9\u754c\u4e0e\u6cbb\u7406\u6d41\u7a0b\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u5de5\u7a0b\u54f2\u5b66\u548c\u7ba1\u7406\u6a21\u5f0f\u7684\u53d8\u9769\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cOpen Agents\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u5373\u62ff\u5373\u7528\u7684\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4efd\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u884c\u4e1a\u5ba3\u8a00\u201d\u548c\u201c\u67b6\u6784\u84dd\u56fe\u201d\u3002\u5b83\u544a\u8bc9\u5e02\u573a\uff0c\u771f\u6b63\u7684\u201c\u667a\u80fd\u7f16\u7a0b\u201d\u4e0d\u662f\u73a9\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u9700\u8981\u6df1\u539a\u57fa\u7840\u8bbe\u65bd\u3001\u4e25\u5bc6\u5b89\u5168\u8bbe\u8ba1\u548c\u6df1\u5ea6\u4e1a\u52a1\u96c6\u6210\u7684\u7cfb\u7edf\u5de5\u7a0b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u4f01\u4e1a\u613f\u610f\u4ee5\u5176\u4e3a\u84dd\u672c\uff0c\u6295\u5165\u8d44\u6e90\u53bb\u6784\u5efa\u548c\u5b9a\u5236\u90a3\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u3001\u5e26\u62a4\u57ce\u6cb3\u7684\u201c\u8f6f\u4ef6\u751f\u4ea7\u8f66\u95f4\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\">Open Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Open Agents is an open-source reference app for building and running background coding agents on Vercel. It includes the web UI, the agent runtime, sandbox orchestration, and the GitHub integration needed to go from prompt to code changes without keeping your laptop involved.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/x.com\/rauchg\/status\/2043869656931529034\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">From<\/a> <a href=\"https:\/\/www.producthunt.com\/@rauchg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rauchg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rauchg<\/a> :<\/p>\n<blockquote>\n<p>Today we’re open sourcing <a href=\"http:\/\/open-agents.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/open-agents.dev<\/a>, a reference platform for cloud coding agents. You’ve heard that companies like Stripe (Minions), Ramp (Inspect), Spotify (Honk), Block (Goose), and others are building their own “AI software factories”. Why? <\/p>\n<ol>\n<li>\n<p>On a technical level, off-the-shelf coding agents don’t perform well with huge monorepos, don’t have your institutional knowledge, integrations, and custom workflows. <\/p>\n<\/li>\n<li>\n<p>On a business level, the moat of software companies will shift from ‘the code they wrote’, to the ‘means of production’ of that code. The alpha is in your factory.<\/p>\n<\/li>\n<\/ol>\n<p>Open Agents deploys to our agentic infrastructure: <strong>Fluid<\/strong> for running the agent’s brain, <strong>Workflow<\/strong> for its long-running durability, <strong>Sandbox<\/strong> for secure code execution, <strong>AI Gateway<\/strong> for multi-model tokens. <\/p>\n<\/p>\n<p>(Because of our focus on Open SDKs and runtimes, this codebase is a gem even if you’re not hosting on Vercel.) <\/p>\n<\/p>\n<p>TL;DR: if you’re building an internal or user-facing agentic coding platform, deploy this:<\/p>\n<p><a href=\"https:\/\/vercel.com\/templates\/template\/open-agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/vercel.com\/templates\/template\/open-agents<\/a><\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rauchg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rauchg<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <\/p>\n<p> Hi, everyone.<br \/>Really interesting direction \u2014 especially framing this as a \u201csoftware factory.\u201d<\/p>\n<\/p>\n<p>As agents start generating and executing code in complex environments,<\/p>\n<p>it feels like the next challenge isn\u2019t just how to run things,<\/p>\n<p>but how to define what should be allowed to run in the first place. Hello, everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you assume prompt injection is inevitable, what\u2019s the practical security posture you recommend for a production deployment (secrets handling, network egress, tool permissions, approval gates), and which parts do you expect teams to customize first?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this<\/p>\n<p>going from prompt to actual code changes without staying in the loop is where things get interesting<\/p>\n<p>nice to see this as an open reference as well<\/p>\n<p>how are you handling sandbox isolation for different tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XXQYZE5UPPEAGS\" class=\"app-title\">HeyGen CLI<\/a><\/p>\n<div class=\"one-liner\">Make videos, translate content + create avatars in terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HeyGen CLI\u662f\u4e00\u6b3e\u7ec8\u7aef\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u548cAI\u667a\u80fd\u4f53\u76f4\u63a5\u751f\u6210\u89c6\u9891\u3001\u7ffb\u8bd1\u5185\u5bb9\u3001\u521b\u5efa\u6570\u5b57\u4eba\uff0c\u901a\u8fc7\u7ed3\u6784\u5316JSON\u8f93\u51fa\u65e0\u7f1d\u96c6\u6210\u81ea\u52a8\u5316\u811a\u672c\u4e0e\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\u9ad8\u6548\u96c6\u6210\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/498a3aaa-c539-432b-b976-c60a44c901cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6007e2a-7f6c-4631-a03e-0017f54b850e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1be135fd-681c-4d46-8e0d-0edba179f3b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/387e79e9-49d5-42cd-a23c-33a35869abc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/285304d1-d826-4e6e-8718-7f0f5a72f65b.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/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\">\u5185\u5bb9\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">DevOps<\/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\u7b26\u5408CLI\u4e0e\u667a\u80fd\u4f53\u53cb\u597d\u8d8b\u52bf\uff0c\u80fd\u63d0\u5347\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u6570\u5b57\u4eba\uff08\u6570\u5b57\u5b6a\u751f\uff09\u529f\u80fd\u662f\u5426\u5bf9\u4f01\u4e1a\u8d26\u6237\u5f00\u653e\uff0c\u4ee5\u53ca\u751f\u6210\u89c6\u9891\u7684\u8f93\u51fa\u4f4d\u7f6e\u548c\u53ef\u7f16\u8f91\u6027\uff08\u5728\u7ec8\u7aef\u8fd8\u662fHeyGen\u5e73\u53f0\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 HeyGen CLI\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5c06\u4e00\u4e2a\u56fe\u5f62\u754c\u9762\u4ea7\u54c1\u8fdb\u884c\u547d\u4ee4\u884c\u5305\u88c5\u90a3\u4e48\u7b80\u5355\u3002\u5b83\u6e05\u6670\u5730\u6307\u5411\u4e86\u4e24\u4e2a\u6838\u5fc3\u8d8b\u52bf\uff1a\u4e00\u662f\u201cAI\u667a\u80fd\u4f53\u201d\u6b63\u5728\u4ece\u6982\u5ff5\u8d70\u5411\u5177\u8c61\u5316\u7684\u5de5\u5177\u94fe\u9700\u6c42\uff0c\u4e8c\u662f\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u6210\u4e3aAI\u5e94\u7528\u843d\u5730\u7684\u5173\u952e\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5c06\u89c6\u9891\u751f\u6210\u8fd9\u7c7b\u91cd\u5ea6\u4f9d\u8d56\u4e91\u7aef\u5904\u7406\u3001\u7ed3\u679c\u96be\u4ee5\u7a0b\u5e8f\u5316\u8c03\u7528\u7684\u201c\u9ed1\u7bb1\u201d\u670d\u52a1\uff0c\u89e3\u6784\u6210\u53ef\u901a\u8fc7\u811a\u672c\u7cbe\u786e\u64cd\u63a7\u3001\u8f93\u51fa\u7ed3\u6784\u5316JSON\u7684\u6807\u51c6\u5316\u7ec4\u4ef6\u3002\u8fd9\u6807\u5fd7\u7740AI\u751f\u6210\u5185\u5bb9\uff08AIGC\uff09\u6b63\u4ece\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u4e0b\u6c89\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u50cf\u8c03\u7528\u4e00\u4e2a\u6570\u636e\u5e93\u6216\u53d1\u9001\u4e00\u4e2aHTTP\u8bf7\u6c42\u90a3\u6837\uff0c\u5c06\u9ad8\u8d28\u91cf\u89c6\u9891\u751f\u6210\u65e0\u7f1d\u5d4c\u5165CI\/CD\u6d41\u6c34\u7ebf\u3001\u81ea\u52a8\u5316\u8425\u9500\u5185\u5bb9\u751f\u4ea7\u6216\u667a\u80fd\u4f53\u51b3\u7b56\u6d41\u7a0b\u4e2d\uff0c\u5b9e\u73b0\u4e86\u521b\u4f5c\u80fd\u529b\u4e0e\u5de5\u7a0b\u5316\u7cfb\u7edf\u7684\u6df1\u5ea6\u8026\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7591\u95ee\u6070\u6070\u63ed\u793a\u4e86\u5176\u9762\u4e34\u7684\u6311\u6218\u3002\u7528\u6237\u5173\u4e8e\u6570\u5b57\u4eba\u529f\u80fd\u6743\u9650\u548c\u8f93\u51fa\u4f4d\u7f6e\u7684\u56f0\u60d1\uff0c\u53cd\u6620\u4e86\u4ea7\u54c1\u5728\u201c\u5f00\u53d1\u8005\u53cb\u597d\u201d\u4e0e\u201c\u5e73\u53f0\u5546\u4e1a\u7b56\u7565\u201d\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u754c\u9650\u3002\u82e5\u5173\u952e\u529f\u80fd\u4ecd\u88ab\u9501\u5b9a\u5728\u4f01\u4e1a\u7ea7\u5957\u9910\u540e\uff0c\u6216\u8f93\u51fa\u65e0\u6cd5\u771f\u6b63\u8131\u79bb\u5e73\u53f0\u751f\u6001\u8fdb\u884c\u672c\u5730\u5316\u5904\u7406\uff0c\u90a3\u4e48\u5176\u5ba3\u79f0\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u548c\u201c\u65e0\u7f1d\u96c6\u6210\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u5b83\u5fc5\u987b\u8c28\u614e\u6743\u8861\uff1a\u662f\u6210\u4e3a\u771f\u6b63\u5f00\u653e\u3001\u4e2d\u7acb\u7684\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u8fd8\u662f\u4f5c\u4e3a\u5f15\u5bfc\u6d41\u91cf\u81f3\u5176\u4e3b\u5e73\u53f0\u7684\u7cbe\u5de7\u94a9\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u7b80\u6d01\u7684\u8bbe\u8ba1\u548c\u96f6\u4f9d\u8d56\u5b89\u88c5\u5c55\u73b0\u4e86\u4f18\u79c0\u5de5\u5177\u7684\u7279\u8d28\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u201cFFmpeg\u201d\u6216\u201ccURL\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5728\u529f\u80fd\u5f00\u653e\u6027\u3001\u5b9a\u4ef7\u6a21\u578b\u4ee5\u53ca\u5bf9\u5f00\u53d1\u8005\u793e\u533a\u53cd\u9988\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u8fd9\u6b65\u68cb\u8d70\u5f97\u7cbe\u51c6\uff0c\u4f46\u68cb\u5c40\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HeyGen CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Your agent can now generate video, translate content, create avatars, and deliver, straight from the terminal. Every command returns structured JSON and works out of the box in scripts, CI pipelines, and agent workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every new tool is changing their focus to become CLI and Agent friendly this year, and the latest one to join the trend is <strong>HeyGen. <\/strong> <\/p>\n<p><strong>HeyGen CLI<\/strong> and their Developer platform brings video generation to the terminal. Your agent can now generate video, translate content, and create avatars \u2014 straight from the command line.<\/p>\n<p>Every command returns structured JSON and works out of the box in scripts, CI pipelines, and agent workflows. Runs in human mode too. One binary, no runtime prerequisites, installs in seconds.<\/p>\n<p>Built on the new HeyGen V3 API. Full docs and quickstart on their newly launched <a href=\"http:\/\/developers.heygen.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">developers.heygen.com<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you create a digital twin avatar without being on an enterprise account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exciting. I am using HeyGen right now in one my apps and even though my pipeline allows me to generate videos fast, this is will definitely improve my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Where does the output go? Is it visible and editable in terminal, or only on the heygen 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DZDESLW4ERMYGF\" class=\"app-title\">ElevenAgents Guardrails 2.0<\/a><\/p>\n<div class=\"one-liner\">Configurable safety control for enterprise agent deployment.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3a\u5927\u89c4\u6a21\u90e8\u7f72\u8bed\u97f3AI Agent\u7684\u4f01\u4e1a\u63d0\u4f9b\u53ef\u914d\u7f6e\u7684\u5b89\u5168\u63a7\u5236\u5c42\uff0c\u901a\u8fc7\u5b9e\u65f6\u7b56\u7565\u6267\u884c\u4e0e\u591a\u91cd\u9a8c\u8bc1\uff0c\u9632\u6b62\u751f\u4ea7\u73af\u5883\u4e2d\u51fa\u73b0\u5bf9\u8bdd\u6f02\u79fb\u3001\u8bf1\u5bfc\u6ce8\u5165\u548c\u54c1\u724c\u80cc\u79bb\u98ce\u9669\uff0c\u4fdd\u969c\u9ad8\u76d1\u7ba1\u884c\u4e1a\u5e94\u7528\u5b89\u5168\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e794012c-3ed1-42e5-bb1d-de81e1350603.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82c13fe6-61be-45aa-9a6e-bb17510b27c3.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfa7c263-a14a-41e2-adc2-090ad18020a5.webp?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\">Sales<\/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\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u6ce8\u5165\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u6f02\u79fb\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u76d1\u7ba1\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u5c24\u5176\u5728\u9ad8\u98ce\u9669\u884c\u4e1a\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u81ea\u5b9a\u4e49\u8bed\u97f3\u4ee3\u7406\u7684\u517c\u5bb9\u6027\uff08\u662f\u5426\u652f\u6301\u901a\u8fc7API\u96c6\u6210ElevenLabs TTS\u7684\u7b2c\u4e09\u65b9\u4ee3\u7406\uff09\u3001\u5177\u4f53\u5b9e\u65bd\u573a\u666f\uff08\u4e1a\u52a1\u5173\u952e\u4efb\u52a1\u8bed\u97f3\u4ea4\u4e92\uff09\uff0c\u4ee5\u53ca\u5bf9\u4f01\u4e1a\u7ea7\u529f\u80fd\uff08\u6570\u636e\u7f16\u8f91\u548c\u96f6\u4fdd\u7559\u6a21\u5f0f\uff09\u7684\u8bbf\u95ee\u6743\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ElevenAgents Guardrails 2.0\u7784\u51c6\u7684\u662fAI\u8bed\u97f3\u4ea4\u4e92\u4ece\u6f14\u793a\u8d70\u5411\u89c4\u6a21\u5316\u751f\u4ea7\u65f6\u66b4\u9732\u51fa\u7684\u201c\u5b89\u5168\u771f\u7a7a\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u57fa\u7840\u7684\u5185\u5bb9\u8fc7\u6ee4\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u72ec\u7acb\u4e8e\u4e3b\u6a21\u578b\u51b3\u7b56\u8def\u5f84\u7684\u5e76\u884c\u6821\u9a8c\u4f53\u7cfb**\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201c\u7b56\u7565\u5373\u4ee3\u7801\u201d\u548c\u201c\u4e0d\u53ef\u53d8\u57fa\u7840\u8bbe\u65bd\u201d\u7406\u5ff5\uff0c\u5f15\u5165\u4e86\u975e\u786e\u5b9a\u6027\u7684AI\u4ea4\u4e92\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u5c42\u9a8c\u8bc1\u67b6\u6784\uff1a\u7cfb\u7edf\u63d0\u793a\u786c\u5316\u3001\u7528\u6237\u8f93\u5165\u9a8c\u8bc1\u3001\u4ee3\u7406\u54cd\u5e94\u9a8c\u8bc1\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728AI\u7684\u201c\u601d\u8003\u524d\u201d\u3001\u201c\u8f93\u5165\u65f6\u201d\u548c\u201c\u8f93\u51fa\u540e\u201d\u8bbe\u7f6e\u4e86\u4e09\u4e2a\u72ec\u7acb\u7684\u68c0\u67e5\u7ad9\uff0c\u800c\u975e\u4f9d\u8d56\u5355\u4e00\u3001\u6613\u88ab\u7ed5\u8fc7\u7684\u7cfb\u7edf\u63d0\u793a\u3002\u5c24\u5176\u201c\u81ea\u5b9a\u4e49\u62a4\u680f\u4ee5\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u201d\u7684\u7279\u6027\uff0c\u964d\u4f4e\u4e86\u5b89\u5168\u7b56\u7565\u7684\u914d\u7f6e\u95e8\u69db\uff0c\u4f7f\u5176\u80fd\u88ab\u4e1a\u52a1\u548c\u5408\u89c4\u56e2\u961f\u76f4\u63a5\u7ba1\u7406\uff0c\u800c\u975e\u4ec5\u662f\u5de5\u7a0b\u5e08\u7684\u804c\u8d23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u72ec\u7acb\u5e76\u884c\u68c0\u67e5\u201d\u5fc5\u7136\u5f15\u5165\u5ef6\u8fdf\uff0c\u5728\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u4e2d\uff0c\u5982\u4f55\u5728\u5b89\u5168\u4e0e\u6d41\u7545\u6027\u4e4b\u95f4\u53d6\u5f97\u5fae\u79d2\u7ea7\u7684\u5e73\u8861\uff0c\u5c06\u662f\u5de5\u7a0b\u4e0a\u7684\u4e25\u5cfb\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u6210\u8d25\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u89c4\u5219\u5f15\u64ce\u7684\u7cbe\u51c6\u5ea6\u2014\u2014\u8fc7\u4e25\u5219\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\uff0c\u8fc7\u677e\u5219\u5f62\u540c\u865a\u8bbe\u3002\u5c24\u5176\u662f\u5728\u5904\u7406\u8bed\u4e49\u6a21\u7cca\u3001\u8bed\u5883\u4f9d\u8d56\u7684\u8fdd\u89c4\u5185\u5bb9\u65f6\uff0c\u5176\u8bef\u5224\u7387\u5c06\u76f4\u63a5\u51b3\u5b9a\u5ba2\u6237\u4fe1\u4efb\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5b83\u6df1\u5ea6\u7ed1\u5b9aElevenAgents\u751f\u6001\uff0c\u8fd9\u65e2\u662f\u65e9\u671f\u4f18\u52bf\u4e5f\u662f\u589e\u957f\u74f6\u9888\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u7528\u6237\u5173\u5207\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u66f4\u9700\u8981\u4e00\u4e2a\u80fd\u8de8\u5e73\u53f0\u3001\u8de8\u8bed\u97f3\u5408\u6210\u5f15\u64ce\u7684**\u6807\u51c6\u5316\u5b89\u5168\u4e2d\u95f4\u4ef6**\u3002\u82e5\u80fd\u5f00\u653e\u4e3a\u53ef\u63d2\u62d4\u7684\u201c\u8bed\u97f3AI\u9632\u706b\u5899\u201d\uff0c\u5176\u5e02\u573a\u5b9a\u4f4d\u5c06\u4ece\u529f\u80fd\u4ea7\u54c1\u8dc3\u5347\u4e3a\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cGuardrails 2.0\u63ed\u793a\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1a\u5f53AI Agent\u5f00\u59cb\u5904\u7406\u771f\u5b9e\u4e16\u754c\u7684\u91d1\u94b1\u3001\u5065\u5eb7\u548c\u6cd5\u5f8b\u4e8b\u52a1\u65f6\uff0c\u53ef\u5ba1\u8ba1\u3001\u53ef\u5f3a\u5236\u6267\u884c\u7684\u8fc7\u7a0b\u63a7\u5236\uff0c\u5176\u91cd\u8981\u6027\u5c06\u5f00\u59cb\u8d85\u8d8a\u6a21\u578b\u672c\u8eab\u7684\u6027\u80fd\u3002\u5b83\u5356\u7684\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u8fdb\u5165\u9ad8\u76d1\u7ba1\u884c\u4e1a\u7684\u201c\u51c6\u5165\u8bb8\u53ef\u8bc1\u201d\u548c\u4f01\u4e1a\u7684\u201c\u98ce\u9669\u7f13\u91ca\u4fdd\u9669\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\">ElevenAgents Guardrails 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Voice agents drift, get manipulated, or go off-brand in production. Guardrails 2.0 adds real-time policy enforcement, prompt injection protection, and custom rules to ElevenAgents. For enterprise teams deploying agents at scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice agents are moving fast into production. But most teams don’t have a way to enforce what their agents should and shouldn’t say, especially when users actively try to push past system instructions.<\/p>\n<\/p>\n<p><strong>ElevenAgents Guardrails 2.0<\/strong> is a redesigned safety layer that validates user inputs and agent responses in real time, before anything reaches the end user.<\/p>\n<\/p>\n<p>Agents drift in long conversations. System prompts don’t hold under pressure. One wrong response in healthcare or banking breaks trust fast. Guardrails 2.0 gives teams three independent enforcement layers: system prompt hardening, user input validation, and agent response validation. Custom Guardrails let you define policies in natural language and enforce them automatically across every call.<\/p>\n<\/p>\n<p><strong>What makes it interesting:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udd12 Custom rules run as an independent parallel check, not a filter on the main model<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfaf Pre-built protections for focus, content safety, and prompt injection<\/p>\n<\/li>\n<li>\n<p>\u2699\ufe0f Execution modes tuned for voice latency tradeoffs<\/p>\n<\/li>\n<li>\n<p>\ud83d\udeaa Configurable exit strategies when a guardrail fires<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccb Conversation history redaction for compliance-sensitive deployments<\/p>\n<\/li>\n<\/ul>\n<p>Built for enterprise teams deploying voice agents in regulated industries: healthcare, banking, and retail.<\/p>\n<p>Note: currently in alpha. Redaction and Zero Retention Mode are enterprise-tier.<\/p>\n<\/p>\n<p>If you’re moving voice agents from pilot to production, this is the infrastructure layer that makes it viable.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sometimes the voice agents can drift, and guardrails can help prevent that from happening. 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds like a must have tool, like a shield that saves u from a PR crisis<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 solves a real problem. We’re building Kepion \u2014 a multi-agent platform with 31 AI agents that can create and run businesses. Voice interface is on our roadmap (Telegram voice messages, morning briefings, phone calls via Twilio), and ElevenLabs is our primary TTS choice.<\/p>\n<p>The guardrails angle is especially relevant for us because our agents handle business-critical tasks \u2014 market research, financial analysis, legal checks. When these go through voice, the stakes are higher: a hallucinated number spoken aloud sounds more authoritative than one typed in chat.<\/p>\n<p>We already have a supervisor layer (Warden for quality, Sentinel for fact-checking) that catches issues in text outputs. Guardrails 2.0 adds the missing piece: catching problems in the voice layer itself \u2014 prompt injection through voice input, off-brand responses, policy violations.<\/p>\n<p>Question: does Guardrails 2.0 work with custom voice agents that use ElevenLabs TTS via API, or only with ElevenAgents specifically? We’d want to apply these rules to our own agent pipeline that outputs through ElevenLabs voices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QETRX77EUGVBVP\" class=\"app-title\">Mutiny<\/a><\/p>\n<div class=\"one-liner\">Create anything customer-facing. Personalized and on-brand.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mutiny\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u9500\u552e\u4e0e\u8425\u9500\u5185\u5bb9\u751f\u6210\u5de5\u5177\uff0c\u5b83\u5141\u8bb8GTM\u56e2\u961f\u5728\u65e0\u9700\u4f9d\u8d56\u8bbe\u8ba1\u3001\u5f00\u53d1\u7b49\u90e8\u95e8\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u521b\u5efa\u54c1\u724c\u5316\u3001\u4e2a\u6027\u5316\u7684\u5ba2\u6237\u9762\u5bf9\u8d44\u4ea7\uff08\u5982\u4e1a\u52a1\u6848\u4f8b\u3001\u4ea4\u6613\u5ba4\u7b49\uff09\uff0c\u4ece\u800c\u89e3\u51b3\u8de8\u90e8\u95e8\u4f9d\u8d56\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\uff0c\u52a0\u901f\u4ea4\u6613\u8fdb\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb903e92-c19e-4ce5-baf6-959e528f6958.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/382bb6cd-44f1-4a2e-bb6d-3eb988469a7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bda4aa8-4adf-46cc-bdab-48e107aaf00c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ceeefde-a093-471f-aec9-ea84a477b4bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcbcd9d0-da94-4080-a05f-dd5248ee2e00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc639ba-eeb4-4a42-bbb1-dfee4382e28c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48c17460-339b-4367-98dc-6b98e4acf4f4.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\/db6f1ed0-56cf-4464-973d-05a5917b6eba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nWfS1Tozkgk?si=Dpam9DG4bkN_pHiR\"><source src=\"https:\/\/youtu.be\/nWfS1Tozkgk?si=Dpam9DG4bkN_pHiR\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">ABM\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">GTM\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4e92\u52a8\u5206\u6790<\/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\u5feb\u901f\u521b\u5efa\u9ad8\u8d28\u91cf\u3001\u4e2a\u6027\u5316\u8d44\u4ea7\u7684\u80fd\u529b\u53ca\u9500\u552e\u60c5\u62a5\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u9002\u7528\u56e2\u961f\u89c4\u6a21\uff08\u5b98\u65b9\u56de\u5e94\u540c\u6837\u9002\u5408\u5c0f\u56e2\u961f\uff09\u548c\u4e70\u5bb6\u5bf9\u751f\u6210\u94fe\u63a5\u7684\u63a5\u53d7\u5ea6\u3002\u5efa\u8bae\u65b9\u9762\uff0c\u5173\u6ce8\u8d44\u4ea7\u7c7b\u578b\u4f7f\u7528\u5206\u5e03\u548c\u63d0\u5347\u4e70\u5bb6\u91c7\u7eb3\u7387\u7684\u4ea7\u54c1\u8bbe\u8ba1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mutiny\u7684\u201c\u65b0\u53d1\u5e03\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u6218\u7565\u805a\u7126\uff0c\u4ece\u4e4b\u524d\u7684\u4e2a\u6027\u5316\u7f51\u9875\u5de5\u5177\uff0c\u5347\u7ef4\u5b9a\u4f4d\u4e3a\u201c\u5ba2\u6237\u9762\u5bf9\u9762\u5185\u5bb9\u7684AI\u667a\u80fd\u4f53\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6a21\u677f\u5316\u751f\u6210\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7cfb\u7edf\u6027\u89e3\u6784\u5e76\u6570\u5b57\u5316\u201c\u9500\u552e\u827a\u672f\u201d\u4e2d\u90a3\u4e9b\u975e\u6807\u73af\u8282\u2014\u2014\u5982\u4e3a\u7279\u5b9a\u4ea4\u6613\u9636\u6bb5\u5b9a\u5236\u8bf4\u670d\u8bdd\u672f\u3001\u5c06\u51a0\u519b\u5ba2\u6237\u8f6c\u5316\u4e3a\u5185\u90e8\u63a8\u9500\u5458\u3002\u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u4f9d\u8d56\u4e4b\u7f51\u201d\u75db\u70b9\u7cbe\u51c6\u51fb\u4e2d\u4e86B2B\u4f01\u4e1a\u7684\u7ec4\u7ec7\u75c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u54c1\u8d28\u201d\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u5176\u4e00\uff0cAI\u751f\u6210\u7684\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u76ee\u524d\u591a\u505c\u7559\u5728\u89c6\u89c9\u548c\u8bed\u6c14\u7684\u6d45\u5c42\u6a21\u4eff\uff0c\u80fd\u5426\u6df1\u5ea6\u7406\u89e3\u5e76\u6f14\u7ece\u4e0d\u540c\u4f01\u4e1a\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u4e0e\u6218\u7565\u53d9\u4e8b\uff0c\u5b58\u7591\u3002\u5176\u4e8c\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u5168\u6d41\u7a0b\u53ef\u89c1\u6027\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u867d\u7136\u8ba9\u9500\u552e\u6d1e\u6089\u5e55\u540e\u52a8\u6001\uff0c\u4f46\u5c06\u8ffd\u8e2a\u529f\u80fd\u5d4c\u5165\u53d1\u7ed9\u5ba2\u6237\u7684\u94fe\u63a5\uff08\u5982\u8bc4\u8bba\u4e2d\u6240\u63d0\u201c\u5947\u602a\u7684\u94fe\u63a5\u201d\uff09\uff0c\u53ef\u80fd\u5f15\u53d1\u4e70\u5bb6\u5bf9\u9690\u79c1\u7684\u8b66\u89c9\uff0c\u53cd\u800c\u589e\u52a0\u4fe1\u4efb\u6469\u64e6\u3002\u8fd9\u8981\u6c42Mutiny\u5fc5\u987b\u5728\u63d0\u4f9b\u60c5\u62a5\u4e0e\u4fdd\u6301\u4e13\u4e1a\u3001\u65e0\u4fb5\u72af\u611f\u7684\u4f53\u9a8c\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u91ce\u5fc3\u662f\u6210\u4e3aGTM\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u5355\u70b9\u5de5\u5177\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5176AI\u662f\u5426\u771f\u7684\u5185\u5316\u4e86\u9876\u5c16\u9500\u552e\u7684\u6218\u7565\u601d\u7ef4\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5185\u5bb9\u6392\u7248\u6280\u5de7\u3002\u5982\u679c\u5b83\u80fd\u5c06\u6700\u4f73\u5b9e\u8df5\u6846\u67b6\u4e0e\u5b9e\u65f6\u60c5\u5883\u6570\u636e\uff08CRM\u3001\u901a\u8bdd\u8bb0\u5f55\uff09\u6df1\u5ea6\u878d\u5408\uff0c\u52a8\u6001\u751f\u6210\u771f\u6b63\u5177\u6709\u8bf4\u670d\u529b\u7684\u7b56\u7565\u6027\u5185\u5bb9\uff0c\u800c\u4e0d\u4ec5\u662f\u7f8e\u89c2\u7684\u6587\u6863\uff0c\u5b83\u624d\u6709\u53ef\u80fd\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u7ade\u4e89\u529b\u5f15\u64ce\u201d\u3002\u76ee\u524d\u770b\uff0c\u5b83\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u6700\u8270\u96be\u7684\u201c\u667a\u80fd\u201d\u8003\u9a8c\u8fd8\u5728\u540e\u9762\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mutiny<\/span>\n <\/div>\n<div class=\"comment-content\">Move your prospects from cold to closed without waiting on anyone. Create anything customer-facing including ABM campaigns, executive business cases, and deal rooms. Mutiny plugs into your brand and data so everything looks and sounds like you. And you see exactly who engaged.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Jaleh, CEO and Co-Founder of Mutiny. I founded Mutiny in 2018 to end the web of dependencies that has slowed down GTM teams for years.<\/p>\n<p>Today, we are launching the new Mutiny. Mutiny is your AI agent for creating anything customer-facing, on-brand and personalized in minutes to help you take your accounts from cold to closed.<\/p>\n<p>Problem \u2192 GTM teams are a web of dependencies.<\/p>\n<p>A decade of leading GTM teams taught me that dependencies are the biggest blocker to growth. Ambitious, talented people sitting on their hands. Not because they weren’t good enough. Because the system wasn’t built for speed. This led to too many great ideas dying waiting for resources:<\/p>\n<p>– Sales needs a one-pager to close a deal. Marketing is slammed.<br \/>– Demand-gen has a killer campaign idea. Web can’t get to it for six weeks.<br \/>– Product marketing has the content. Design is backed up.<br \/>– Everyone is waiting on everyone and your best ideas die in someone else\u2019s queue.<\/p>\n<p>Solution \u2192 Mutiny\u2019s agent gives sellers and marketers the ability to create anything they need to take their accounts from cold to closed.<\/p>\n<p>The reality is that every deal hits friction. A champion who can’t get internal buy-in. A competitor who shows up late in the process. A prospect who goes dark after a great call.<\/p>\n<p>Mutiny gives you something to deploy at every one of those moments.<\/p>\n<p>– A polished business case that sells for you when you’re not in the room.<br \/>– A tailored customer story that creates urgency.<br \/>– A battlecard that takes a competitor off the table.<br \/>– A deal room your champion is proud to share.<br \/>– and more.<\/p>\n<p>One person with Mutiny can do more in an afternoon than a team in two weeks.<\/p>\n<p>What sets Mutiny apart is the quality:<\/p>\n<p>1. On-brand, every time.<br \/>Mutiny extracts your colors, fonts and visual style from your website to set the guardrails, so every asset looks and sounds like you. Just describe what you need and get a polished, on-brand asset in minutes.<\/p>\n<p>2. Personalized, automatically.<br \/>Mutiny researches your prospect and pulls in your CRM and call transcripts, so every asset is tailored to the account. Their challenges, relevant metrics, case studies, industry messaging and logo are all personalized instantly.<\/p>\n<p>3. Full visibility.<br \/>Most of the buying process happens behind closed doors. Your champion is forwarding decks & pitching you in meetings. Mutiny shows who opened your assets & what they read, so you can sell even when you’re not in the room & engage new stakeholders w\/ context.<\/p>\n<p>4. Proven GTM best practices.<br \/>Our agent has analyzed top-performing GTM assets and frameworks and built templates for every deal stage. The agent applies your brand and context so you get a polished asset in minutes.<\/p>\n<p>Customers \u2192 The best GTM teams in the world, like Rippling, Snowflake and Uber, are already using Mutiny to hit their goals.<br \/>Users report:<br \/>– Speed: 4.5X faster to create<br \/>– Quality: 100% said it meets or exceeds their design bar<br \/>– Impact: 4 out of 5 reps said they’re more likely to hit quota with Mutiny<br \/>– Edge: 89% said it gives them an edge in competitive deals<\/p>\n<p>Mutiny is now free to try. Sign up today.<\/p>\n<p>We are super excited to be on Product Hunt today and will be around all day to hear about your experiences, any ideas and feedback you might have. :pray:<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mutiny is awesome! Helps our team create stunning assets for a prospect, personalized and on brand. It\u2019s honestly a life saver and helps us close a ton of pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creating personalized landing pages and deal rooms is nice, but knowing whether the VP you sent it to actually looked at it and which sections they spent time on – that’s where the real sales intelligence is. We’re building a B2C product but we also talk to investors and partners, and being able to create a personalized page for each conversation and track engagement would be really useful. Does Mutiny work well for smaller teams or is it mainly built for enterprise sales orgs with a big pipeline?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Mutiny is great for small teams. Interestingly, ~35% of the sign ups we have are from founders with small teams because it eliminates the dependency you\u2019ve historically had with design, web, or anything slowing you down or you haven\u2019t had resources for. Now anyone can create anything that looks like a marketing team created it.<\/p>\n<\/p>\n<p>Analytics are a game changer too. Being able to see how a deal is progressing behind closed doors makes sellers a lot more effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Mutiny is great for small teams. Interestingly, ~35% of the sign ups we have are from founders with small teams because it eliminates the dependency you\u2019ve historically had with design, web, or anything slowing you down or you haven\u2019t had resources for. Now anyone can create anything that looks like a marketing team created it.<\/p>\n<p>You’re right, analytics are a game changer too. Being able to see how a deal is progressing behind closed doors makes sellers a lot more effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jaleh_rezaei1 when you say smaller teams are you referring to \u201dsmaller teams\u201d within an org or downright small companies. I get the problem and how you\u2019re improving speed (without sacrificing quality, in some cases even improving it) but is this applicable even in micro sized companies under 10 employees?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels super practical. Creating deal-specific assets on demand instead of waiting on other teams makes a lot of sense. What kinds of assets are seeing the most usage 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> It depends on who the user is! For founders, we see them using case studies frequently as they are usually small teams trying to build up social proof. Sellers navigate towards the meeting recaps, prospecting pages, and executive business cases a lot. And marketers are primarily using Mutiny for the 1:1 ABM pages (our past bread and butter).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used this to spin up a personalized landing page for one of my target accounts. It took about 2 minutes and was super easy to edit from there. I can see this having a massive impact on our outbound effectiveness and the overall trajectory at the company as we’re just getting Marketing stood up and are about 50\/50 with IB\/OB. I also plan to use it for proposals and exec decks, but am just getting started in the role and don’t have any late-stage deals just yet<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_fitzpatrick1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_fitzpatrick1<\/a> Thanks so much, Mike. Love hearing how quickly you were able to spin that up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Deal rooms and shareable assets live or die by buyer adoption. What have you learned about what makes a buyer actually open, forward, and reuse these assets internally\u2014and what product choices did you make to reduce \u201cthis feels like a weird link\u201d friction while still giving sellers engagement visibility?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’m Lisa, and I lead the CX team here. Things I always tell our customers is that their prospects and humans in general want to believe that what sellers are sharing are going to actually be useful for them and helpful for them. I think leading with intentional assets that are related to the stage of their journey they’re at, and that are solving problems and answering questions they have, is always the best way to have meaningful adoption. <\/p>\n<\/p>\n<p>All that being said, we have done a lot of things in the product to make this a reality for our customers. Here’s a couple highlights I have.<\/p>\n<p>First, we created blueprints. Blueprints were built with the best-performing go-to-market assets and best practices at it’s core. Our team has been working with top GTM organizations for years, and we’ve been studying meticulously what makes assets really good. We made those into blueprints that any team can use and apply their own brand and their own library and their own style to. We know that once people actually click on those assets, they’re going to get a really good experience and that there will be meaningful impact from them. That being said, we know that getting to the open is the tough part.<\/p>\n<\/p>\n<p>We’ve released quality of life features to the platform to help creatively get those assets in front of the right buyers. For example, we have an HTML email preview for every asset that gets published that embeds a preview of the asset in emails so that sellers can give their prospects a quick glimpse of what they’re about to get. <\/p>\n<\/p>\n<p>Other things like advanced analytics to help sellers get a sense of the spread (like: is their asset actually being opened, who opened it and when) can help them follow up expeditiously and know if there’s multi-threading and reach happening on their assets. <\/p>\n<p>Finally, we are working hard on workflows. We believe that assets reaching inboxes and prospects at the right time is a meaningful way to get buyers to actually open and reuse those assets. For example, sending an expeditious and meaningful follow-up from a call that references context and questions from the call is always going to be the best way to get 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<\/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\/NHS2LKHNGJ6ZXM\" class=\"app-title\">send\/links<\/a><\/p>\n<div class=\"one-liner\">Save, organize, and find your links in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u5feb\u6377\u952e\u548cAI\u81ea\u52a8\u5206\u7c7b\uff0c\u6781\u901f\u4fdd\u5b58\u4e0e\u68c0\u7d22\u94fe\u63a5\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u4e66\u7b7e\u5806\u79ef\u3001\u6807\u7b7e\u9875\u6df7\u4e71\u6216\u8de8\u5e73\u53f0\u53d1\u9001\u94fe\u63a5\u5bfc\u81f4\u7684\u94fe\u63a5\u7ba1\u7406\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f658e9bb-6dd1-41c9-a8db-7e42b32cadad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1a36596-20ca-421b-8081-83fd80df05dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa173f65-c558-4a75-ba01-fda00ac994ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb26c52b-a310-4717-8053-ad1bbc140e1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0338dac5-b45d-459b-97d3-f78018468086.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e66\u7b7e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u53d1\u94fe\u63a5\u7ed9\u81ea\u5df1\u201d\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8d5e\u8d4f\u81ea\u52a8\u5206\u7c7b\u7684\u514d\u7ef4\u62a4\u8bbe\u8ba1\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u589e\u52a0\u6269\u5c55\u56fe\u6807\u76f4\u8fbeWeb App\u3001\u5f00\u53d1\u4fdd\u5b58\u81f3\u4e13\u7528\u90ae\u7bb1\u529f\u80fd\u3001\u5f00\u653eAPI\u3001\u4fee\u590dTelegram Bot\u79fb\u52a8\u7aef\u4f53\u9a8c\uff0c\u4ee5\u53ca\u5bf9\u201c\u6c38\u4e45\u514d\u8d39\u201d\u653f\u7b56\u548c\u9690\u79c1\u5b89\u5168\u7684\u786e\u8ba4\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 send\/links \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u201c\u5fae\u5c0f\u201d\u5e02\u573a\uff1a\u4e2a\u4eba\u94fe\u63a5\u7684\u77ac\u65f6\u4fdd\u5b58\u4e0e\u96f6\u6210\u672c\u6574\u7406\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u4e66\u7b7e\u7ba1\u7406\u5668\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u901a\u8fc7\u201cAlt+L\u201d\u8fd9\u4e00\u6781\u81f4\u7b80\u5355\u7684\u52a8\u4f5c\uff0c\u5c06\u201c\u4fdd\u5b58\u201d\u8fd9\u4e00\u884c\u4e3a\u7684\u5fc3\u7406\u6210\u672c\u548c\u64cd\u4f5c\u6b65\u9aa4\u964d\u5230\u4e86\u8fd1\u4e4e\u4e3a\u96f6\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u6df1\u523b\u2014\u2014\u5b83\u6311\u6218\u4e86\u4f20\u7edf\u4e66\u7b7e\u5de5\u5177\u201c\u5148\u4fdd\u5b58\uff0c\u540e\u6574\u7406\u201d\u7684\u5931\u8d25\u8303\u5f0f\uff0c\u7528AI\u81ea\u52a8\u5206\u7c7b\u53d6\u4ee3\u4e86\u7528\u6237\u8fdf\u65e9\u4f1a\u653e\u5f03\u7684\u624b\u52a8\u6587\u4ef6\u5939\u7ba1\u7406\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5de5\u5177\u4ece\u201c\u9700\u8981\u7ef4\u62a4\u7684\u4ed3\u5e93\u201d\u8f6c\u53d8\u4e3a\u201c\u81ea\u4e3b\u8fd0\u884c\u7684\u80cc\u666f\u670d\u52a1\u201d\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\u5176\u201c\u6c38\u4e45\u514d\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u5728\u83b7\u5f97\u521d\u671f\u597d\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u57cb\u4e0b\u4e86\u957f\u671f\u53ef\u6301\u7eed\u6027\u7684\u95ee\u53f7\uff0c\u7528\u6237\u5bf9\u9690\u79c1\u7684\u7591\u8651\u6b63\u6e90\u4e8e\u6b64\u3002\u5176\u6b21\uff0c\u5f53\u524d\u80fd\u529b\u4ecd\u663e\u5355\u8584\uff0c\u8bc4\u8bba\u4e2d\u9ad8\u9891\u51fa\u73b0\u7684\u90ae\u7bb1\u8f6c\u53d1\u3001API\u96c6\u6210\u3001\u79fb\u52a8\u7aef\u4f53\u9a8c\u4fee\u590d\u7b49\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u94fe\u63a5\u6536\u96c6\u4e2d\u67a2\u201d\u7684\u77ed\u677f\u2014\u2014\u82e5\u65e0\u6cd5\u65e0\u7f1d\u5d4c\u5165\u7528\u6237\u6240\u6709\u7684\u5de5\u4f5c\u6d41\uff08\u79fb\u52a8\u6d4f\u89c8\u3001\u90ae\u4ef6\u3001\u534f\u4f5c\u8f6f\u4ef6\uff09\uff0c\u5176\u201c\u4e00\u7ad9\u5f0f\u201d\u5b9a\u4f4d\u4fbf\u96be\u4ee5\u6210\u7acb\u3002\u7528\u6237\u7684\u8d5e\u7f8e\u591a\u96c6\u4e2d\u4e8e\u201c\u4fdd\u5b58\u201d\u7684\u723d\u611f\uff0c\u4f46\u94fe\u63a5\u7ba1\u7406\u7684\u7ec8\u6781\u8003\u9a8c\u662f\u201c\u68c0\u7d22\u4e0e\u590d\u7528\u201d\uff0c\u5176\u957f\u671f\u7c98\u6027\u5c06\u53d6\u51b3\u4e8e\u540e\u7eed\u5728\u641c\u7d22\u3001\u5173\u8054\u3001\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u7b49\u201c\u7528\u201d\u7684\u5c42\u9762\u80fd\u5426\u5e26\u6765\u540c\u6837\u60ca\u8273\u7684\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u4ee5\u950b\u5229\u5355\u70b9\u7a81\u7834\u5207\u5165\u5e02\u573a\u7684\u4f18\u79c0\u4f5c\u54c1\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e Pocket\uff08\u7a0d\u540e\u8bfb\uff09\u3001Raindrop.io\uff08\u529f\u80fd\u5168\u9762\uff09\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u65e0\u611f\u4fdd\u5b58\u201d\u8fd9\u4e00\u66f4\u524d\u7f6e\u7684\u73af\u8282\u3002\u82e5\u80fd\u7a33\u56fa\u5176\u201c\u6700\u8f7b\u5feb\u4fdd\u5b58\u5de5\u5177\u201d\u7684\u5fc3\u667a\uff0c\u5e76\u9010\u6b65\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u51fa\u53e3\u548c\u590d\u7528\u80fd\u529b\uff0c\u5b83\u6709\u671b\u4ece\u4e00\u4e2a\u89e3\u51b3\u75d2\u70b9\u7684\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u4e2a\u4eba\u77e5\u8bc6\u57fa\u7840\u8bbe\u65bd\u4e2d\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u7ba1\u9053\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\">send\/links<\/span>\n <\/div>\n<div class=\"comment-content\">Save links from your browser. Organized automatically. Find anything in seconds. Links get lost. Bookmarks pile up and never get revisited. Tabs stay open for weeks because you don’t know where else to put them. sendlinks fixes that. Press Alt+L on any page – your link is saved, titled, and categorized automatically. No manual tagging. No folders to manage. Save privately with Alt+P. PIN-protected, invisible to everyone. Free forever. No credit card needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Prashant, a CS grad student and the person behind send\/links.<\/p>\n<p>The idea started from a simple frustration – I kept saving links by sending them to myself on what’s app, then scrolling back through days of messages trying to find them. Bookmarks never worked for me. Tabs piled up. Good articles got lost.<\/p>\n<p>So I built sendlinks. Press Alt+L on any page and your link is saved, titled, and categorized automatically – without leaving what you’re reading.<\/p>\n<p>Some things I’m proud of:<br \/>\n– Chrome extension with keyboard shortcuts (Alt+L to save, Alt+L+P for private)<br \/>\n– Telegram bot (@ugotlinks_bot) so you can save from your phone<br \/>\n– Private mode with PIN protection<br \/>\n– Domain and timeline views to browse your collection<br \/>\n– Weekly digest email of your best unread links<\/p>\n<p>This is my second Chrome extension after Netflix Comments. Built everything solo, completely free.<\/p>\n<p>Would love your honest feedback – what’s missing, what’s broken, what would make you actually use it every day.<\/p>\n<p>Try it at <a href=\"https:\/\/sendlinks.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sendlinks.app<\/a><\/div>\n<div class=\"comment-actions\">\n<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\/@prashantchanne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashantchanne<\/a> this is brilliant, I’m an organization freak, but also I’ll use a tool only when it’s designed well – send\/links meets both of these ;). One note: there should be an icon\/button in the extension that opens the web app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The WhatsApp-to-yourself pipeline for saving links is painfully relatable \u2014 I have definitely done the same thing, along with emailing links to myself and leaving seventeen tabs open for weeks pretending I will read them later.<\/p>\n<\/p>\n<p>The auto-categorization without manual tagging is the part that gets me. Every other bookmarking tool eventually dies because maintaining the folder structure becomes a second job. Removing that friction entirely is the right call.<\/p>\n<\/p>\n<p> I have my coffee; I can’t have my breakfast.<\/p>\n<\/p>\n<p>Curious whether you are planning any kind of collaborative or sharing layer down the road, or if the intentional direction to keep this strictly personal and private?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Would love to also have a dedicated email address that I could forward links and articles to, because that’s what I do in my current workflow, especially if I’m on mobile. I email myself links for me to read or check out later. Excited to give this a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@apcarpl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apcarpl<\/a> Love this suggestion and you’re not alone in this workflow. A lot of people (even me) email links to themselves as a quick capture method.<\/p>\n<p>A dedicated save-by-email address is going on the roadmap. Something like <a href=\"mailto:save@sendlinks.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">save@sendlinks.app<\/a> where anything you forward lands directly in your collection. Clean, simple, works from any device or email client. <\/p>\n<p>Excited to have you try it out. Thank you so much for the suggestion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Having a dedicated search layer just for saved links is going to save me so much time digging through my chaotic browser history. Do you have plans to build out an API so we can programmatically push URLs from other apps? I could easily see myself hooking this up to a script that automatically archives interesting repositories my team drops in Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> That’s exactly the use case send\/links is built for, really glad it resonates.<\/p>\n<p>An API is absolutely on the roadmap. The vision is exactly what you described – a simple POST endpoint where you can push any URL from scripts, automation, Zapier, or whatever your workflow looks like. Your slack to send\/links pipeline sounds like a perfect fit.<\/p>\n<p>I’ll keep this thread updated as it progresses. Would love to have you as an early tester when it’s ready<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 took a look at your website. I don’t see any pricing plan there, but it doesn’t say it’s completely free, so it’s a bit confusing. I really liked the idea and want to use it, but I don’t want to know what links are getting attached to this. Can you explain a bit more on that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> When I signed up, it said it was “Free forever”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great feedback, really appreciate you pointing that out.<br \/>send\/links is completely free, no hidden plans. I think that was leftover placeholder content I forgot to remove before launching, sorry about the confusion.<\/p>\n<p>On the privacy side, your links are stored securely in your account and are only visible to you. We never sell your data, never share it with third parties, and never use your saved links for any purpose other than showing them back to you. Private links go one step further with PIN protection so even if someone has access to your account they can’t see them.<\/p>\n<p>Hope that clears it up. Let me know if you have any other question. Thank you so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tried Raindrop, Pocket, Notion databases, even sending links to myself on WhatsApp (sounds familiar?). None of them stuck because the save action always had too many steps.<\/p>\n<p>send\/links eliminates that entirely. Alt+L and it’s done – no tab switching, no naming, no categorizing. The auto-organization is surprisingly accurate.<\/p>\n<p>What didn’t work: Telegram bot integration is broken for me, which is frustrating because saving from mobile is where most “I’ll read this later” links come from.<\/p>\n<p>Genuinely one of the most useful free tools I’ve found this year. Just fix mobile and this becomes a daily driver for a lot more people.Amazing! \ud83d\udd25\ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4DMNNEYZFVEVSG\" class=\"app-title\">Google’s Nest Doorbell<\/a><\/p>\n<div class=\"one-liner\">Smart, battery-powered video doorbell to detect what matters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Nest Doorbell\u662f\u4e00\u6b3e\u7535\u6c60\u4f9b\u7535\u7684\u667a\u80fd\u53ef\u89c6\u95e8\u94c3\uff0c\u901a\u8fc7\u672c\u5730AI\u7cbe\u51c6\u8bc6\u522b\u5173\u952e\u4e8b\u4ef6\uff08\u5982\u4eba\u3001\u5305\u88f9\uff09\uff0c\u65e0\u9700\u5e03\u7ebf\u5b89\u88c5\uff0c\u89e3\u51b3\u4e86\u5bb6\u5ead\u5b89\u9632\u8bbe\u5907\u5b89\u88c5\u590d\u6742\u548c\u4f20\u7edf\u95e8\u94c3\u8bef\u62a5\u8b66\u9891\u7e41\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c1cd4a3-1b49-46ae-bb75-092886105901.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66d5ef52-823d-4147-a213-27ec639aef77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2568818-384f-4d0c-b68c-b89e840674cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3b1b66b-04cd-41b7-8fde-bb2e3d2fc588.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93e3046e-abc3-4ea8-8417-56124369b957.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61ab4ded-42b2-4574-8a37-612cd21293c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a584cb56-c33e-45bc-b9a5-fe743f7fb431.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52fac05a-777c-424b-bd3f-74469c759dca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/906253a8-a46e-4a2d-9bff-a85dfcc97c43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5497667d-2725-4b0b-b684-5c3faf2c25aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ab3cc3a-a8f4-4f72-a6d6-9c7e6a5b686b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c33fb8f7-05d6-4ebe-8138-2b4a38cf0bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2445f02d-7907-469c-b301-0ded06390da9.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\/f389b5a7-43e7-4d94-9651-2302e2801555.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UugMP7O-lnY\"><source src=\"https:\/\/youtu.be\/UugMP7O-lnY\" 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\">Home<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n <span class=\"tag\">\u5b89\u9632\u6444\u50cf\u5934<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u95e8\u94c3<\/span><br \/>\n <span class=\"tag\">\u7535\u6c60\u4f9b\u7535<\/span><br \/>\n <span class=\"tag\">AI\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u751f\u6001<\/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\u65e0\u9700\u5e03\u7ebf\u7684\u4fbf\u5229\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a1. \u9632\u76d7\u63aa\u65bd\u7684\u5177\u4f53\u673a\u5236\uff1b2. \u6570\u636e\u9690\u79c1\uff0c\u62c5\u5fe7\u89c6\u9891\u6570\u636e\u88ab\u5171\u4eab\u7ed9\u7b2c\u4e09\u65b9\u6216\u653f\u5e9c\uff1b3. \u8d28\u7591\u6240\u8c13\u201c\u65b0\u529f\u80fd\u201d\u662f\u5426\u5b9e\u4e3a\u5df2\u6709\u529f\u80fd\u7684\u6574\u5408\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 \u8c37\u6b4c\u6b64\u6b21\u63a8\u51fa\u7684Nest Doorbell\uff0c\u672c\u8d28\u662f\u4e00\u573a\u9488\u5bf9\u4e3b\u6d41\u5e02\u573a\u7684\u201c\u4f53\u9a8c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\u2014\u2014AI\u8bc6\u522b\u3001\u7535\u6c60\u4f9b\u7535\u5728\u4e1a\u5185\u5df2\u4e0d\u65b0\u9c9c\u2014\u2014\u800c\u5728\u4e8e\u5c06\u201c\u53ef\u9760\u6613\u7528\u7684\u667a\u80fd\u5b89\u9632\u201d\u8fdb\u884c\u4e86\u6781\u81f4\u7684\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7528\u201c\u7535\u6c60\u4f9b\u7535+\u53ef\u9009\u6709\u7ebf\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u7cbe\u51c6\u8986\u76d6\u4e86\u79df\u623f\u8005\u3001\u8001\u65e7\u4f4f\u5b85\u7528\u6237\u7b49\u201c\u5e03\u7ebf\u56f0\u96be\u6237\u201d\uff0c\u5c06\u5b89\u88c5\u95e8\u69db\u964d\u81f3\u51e0\u4e4e\u4e3a\u96f6\uff0c\u8fd9\u662f\u5bf9\u5e02\u573a\u89c4\u6a21\u7684\u76f4\u63a5\u62d3\u5bbd\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u4f20\u7684\u201c\u672c\u5730AI\u8bc6\u522b\u201d\u662f\u4e00\u6b65\u9ad8\u660e\u7684\u9690\u79c1\u68cb\uff0c\u65e8\u5728\u7f13\u89e3\u7528\u6237\u5bf9\u4e91\u7aef\u89c6\u9891\u6d41\u6301\u7eed\u4e0a\u4f20\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u5c3d\u7ba1\u5b9e\u9645\u6570\u636e\u6d41\u5411\u4ecd\u9700\u6df1\u7a76\u3002\u6700\u540e\uff0c\u6346\u7ed1\u201c5\u5e74\u66f4\u65b0\u201d\u548c\u201c\u9632\u76d7\u4fdd\u62a4\u201d\uff0c\u8bd5\u56fe\u6784\u5efa\u957f\u671f\u4fe1\u4efb\uff0c\u5bf9\u6297\u786c\u4ef6\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u8d28\u7591\u76f4\u6307\u79d1\u6280\u5de8\u5934\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u9690\u79c1\u4e0e\u6570\u636e\u4e3b\u6743\u3002\u8bc4\u8bba\u4e2d\u63a5\u8fde\u51fa\u73b0\u5bf9\u653f\u5e9c\u53ca\u6267\u6cd5\u90e8\u95e8\u8bbf\u95ee\u6570\u636e\u7684\u62c5\u5fe7\uff0c\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\uff0c\u8fd9\u53cd\u6620\u4e86\u7528\u6237\u5bf9\u8c37\u6b4c\u4f5c\u4e3a\u6570\u636e\u5de8\u5934\u7684\u5929\u7136\u4e0d\u4fe1\u4efb\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u907f\u91cd\u5c31\u8f7b\uff0c\u201c\u4e0e\u8c37\u6b4c\u3001Alexa\u7b49\u5de5\u4f5c\u201d\u7684\u8868\u8ff0\u53cd\u800c\u52a0\u5267\u4e86\u751f\u6001\u7ed1\u5b9a\u7684\u9690\u5fe7\u3002\u6b64\u5916\uff0c\u201c\u9632\u76d7\u4fdd\u62a4\u201d\u7ec6\u8282\u6a21\u7cca\uff0c\u82e5\u4ec5\u662f\u4e8b\u540e\u8865\u507f\u800c\u975e\u7269\u7406\u6216\u6280\u672f\u4e0a\u7684\u9632\u62c6\u8bbe\u8ba1\uff0c\u5219\u610f\u4e49\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u4f53\u9a8c\u4e0a\u505a\u51cf\u6cd5\uff08\u5b89\u88c5\uff09\u3001\u5728\u667a\u80fd\u4e0a\u505a\u52a0\u6cd5\uff08\u672c\u5730AI\uff09\u3001\u4f46\u5728\u4fe1\u4efb\u4e0a\u9762\u4e34\u5de8\u5927\u6311\u6218\u7684\u4ea7\u54c1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u53c2\u6570\uff0c\u800c\u53d6\u51b3\u4e8e\u8c37\u6b4c\u80fd\u5426\u7528\u900f\u660e\u7684\u9690\u79c1\u653f\u7b56\u548c\u53ef\u9760\u7684\u5b89\u5168\u5b9e\u8df5\uff0c\u8bf4\u670d\u7528\u6237\u628a\u201c\u524d\u95e8\u201d\u4ea4\u7ed9\u5b83\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google’s Nest Doorbell<\/span>\n <\/div>\n<div class=\"comment-content\">Google Nest Doorbell runs on battery: no wiring, no electrician. AI detects people, parcels, animals, and vehicles separately. HD video, night vision, two-way audio, and 3 hours of free event history. Now $129.99 at Best Buy and Walmart.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google’s Nest Doorbell just got a lot easier to own: battery-powered, no wiring required, and smarter than anything else at the door.<\/p>\n<p>Most video doorbells either need an electrician to install or send you a flood of useless motion alerts every time a leaf blows past. Nest Doorbell runs on a built-in rechargeable battery and uses on-device AI to tell the difference between what actually matters and what doesn’t.<br \/><strong><br \/>What stands out<\/strong>:<\/p>\n<p>\u2022 \ud83e\udd16 AI detection: People, parcels, animals, vehicles<\/p>\n<p>\u2022 \ud83d\udd0b Battery-powered, optional hardwire<\/p>\n<p>\u2022 \ud83d\udcd0 3:4 view: Head-to-toe + parcels<\/p>\n<p>\u2022 \ud83d\udcf9 HD 30 FPS, HDR, night vision (3m)<\/p>\n<p>\u2022 \ud83c\udf99\ufe0f Two-way audio + quick replies<\/p>\n<p>\u2022 \ud83d\udcf1 Works with Google, Alexa, Nest, TV<\/p>\n<p>\u2022 \ud83d\udcbe 3h free video history<\/p>\n<p>\u2022 \ud83d\udd12 Local backup (1h offline)<\/p>\n<p>\u2022 \ud83d\udee1\ufe0f Theft protection + 5yr updates<\/p>\n<p>\u2022 \u267b\ufe0f 45% recycled plastic<\/p>\n<p>Currently on sale at $129.99 at Best Buy and Walmart \u2014 down from full retail price. Perfect for homeowners, renters, and anyone who wants AI-powered front door security without the installation headache.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> But none of these are new features though, are they?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What stops someone from stealing it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a way to disable it from sending my neighbours behaviour to a tech company, the US government and local law enforcement, so only I can access the data? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks nice. Does it come with permissions so we don\u2019t have to give palantir or the PD a live feed<\/div>\n<div class=\"comment-actions\">\n<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 and trendy.. i am just more curious about its “\ud83d\udee1\ufe0f Theft protection” feature..how does it work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool, because it’s difficult to get wiring done sometimes outside of home. A battery-operated doorbell with a camera and audio essentially can help prevent the wiring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KHDPEQE4PU37BZ\" class=\"app-title\">Cascode<\/a><\/p>\n<div class=\"one-liner\">Build. Break. Brainstorm.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cascode\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u7684AWS\u67b6\u6784\u6a21\u62df\u6c99\u76d2\uff0c\u901a\u8fc7\u62d6\u62fd\u771f\u5b9eAWS\u670d\u52a1\u5e76\u6ce8\u5165\u6545\u969c\u8fdb\u884c\u5b9e\u65f6\u6a21\u62df\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u3001\u67b6\u6784\u5e08\u53ca\u9762\u8bd5\u8005\u5728\u96f6\u6210\u672c\u3001\u65e0\u98ce\u9669\u7684\u573a\u666f\u4e0b\u76f4\u89c2\u5b66\u4e60\u7cfb\u7edf\u97e7\u6027\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4f20\u7edf\u7cfb\u7edf\u8bbe\u8ba1\u6559\u80b2\u7f3a\u4e4f\u5b9e\u8df5\u4e0e\u6545\u969c\u611f\u77e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60563546-af54-4870-964b-62918779db32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fde6764-611d-4935-a54e-66d1c885507e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46101a17-9577-4011-bc5d-33d6a964d9d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/342e5db7-66e6-4f59-98fc-f23fcee2a651.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/deaf4857-bbfd-4484-96fb-1513fff509e9.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\/65abbc3b-ba0b-4524-b87e-1bcf320653da.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tQdlocsa-vM?si=J0XGn_m4MCdfJbYF\"><source src=\"https:\/\/youtu.be\/tQdlocsa-vM?si=J0XGn_m4MCdfJbYF\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AWS\u67b6\u6784\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u6ce8\u5165\u6f14\u7ec3<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u8bbe\u8ba1\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u9762\u8bd5\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b89\u5168\u5b9e\u8df5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6559\u80b2\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4ee5\u6545\u969c\u4e3a\u5e08\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5bf9\u6784\u5efa\u6280\u672f\u76f4\u89c9\u548c\u9762\u8bd5\u51c6\u5907\u6781\u6709\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u5f00\u53d1\u73af\u5883\u7684\u96c6\u6210\u3001\u6545\u969c\u573a\u666f\u7684\u9009\u62e9\u903b\u8f91\u3001IAM\u7b56\u7565\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3001\u5e95\u5c42\u72b6\u6001\u7ba1\u7406\u673a\u5236\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u6280\u672f\u6df1\u5ea6\u4e0e\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cascode\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u4e91\u8ba1\u7b97\u65f6\u4ee3\u4e00\u4e2a\u88ab\u957f\u671f\u7c89\u9970\u7684\u8f6f\u808b\uff1a\u6211\u4eec\u8bbe\u8ba1\u4e86\u65e0\u6570\u7cbe\u7f8e\u7684\u67b6\u6784\u56fe\uff0c\u5374\u5bf9\u771f\u6b63\u7684\u5931\u8d25\u4e00\u65e0\u6240\u77e5\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u753b\u56fe\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6545\u969c\u5267\u573a\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u63d0\u4f9b\u4e86\u4e00\u79cd\u7a00\u7f3a\u7684\u3001\u53ef\u91cd\u590d\u7684\u201c\u5931\u8d25\u4f53\u9a8c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f20\u7edf\u4e91\u8ba4\u8bc1\u4e0e\u7cfb\u7edf\u8bbe\u8ba1\u6559\u80b2\uff0c\u5927\u591a\u505c\u7559\u5728\u9759\u6001\u77e5\u8bc6\u4e0e\u7406\u60f3\u5316\u6d41\u7a0b\u7684\u704c\u8f93\uff0c\u8fd9\u5bfc\u81f4\u5de5\u7a0b\u5e08\u5bf9\u590d\u6742\u7cfb\u7edf\u5728\u538b\u529b\u4e0b\u7684\u6d8c\u73b0\u884c\u4e3a\u7f3a\u4e4f\u76f4\u89c9\u3002Cascode\u901a\u8fc7\u5c06\u5b9e\u65f6\u6d41\u91cf\u6a21\u62df\u4e0e\u53ef\u63a7\u6545\u969c\u6ce8\u5165\u7ed3\u5408\uff0c\u5e76\u53ef\u89c6\u5316\u8fde\u9501\u53cd\u5e94\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u201c\u6df7\u6c8c\u5de5\u7a0b\u201d\u7684\u95e8\u69db\u964d\u5230\u4e86\u96f6\uff0c\u5e76\u5c06\u5176\u524d\u7f6e\u5230\u4e86\u8bbe\u8ba1\u4e0e\u5b66\u4e60\u9636\u6bb5\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6559\u5b66\u5de5\u5177\u7684\u521b\u65b0\uff0c\u66f4\u662f\u65b9\u6cd5\u8bba\u4e0a\u7684\u98a0\u8986\u2014\u2014\u5b83\u8ba9\u97e7\u6027\u8bbe\u8ba1\u4ece\u4e00\u79cd\u4e8b\u540e\u8865\u6551\u7684\u4e13\u5bb6\u6280\u80fd\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u53ef\u901a\u8fc7\u6a21\u62df\u53cd\u590d\u8bad\u7ec3\u3001\u4ece\u800c\u5185\u5316\u7684\u6838\u5fc3\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u4e00\u952e\u5bfc\u51faIaC\u201d\u4e0e\u201cAI\u8bbe\u8ba1\u533b\u751f\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u6253\u901a\u4ece\u6a21\u62df\u5230\u5b9e\u8df5\u7684\u95ed\u73af\uff0c\u91ce\u5fc3\u53ef\u89c1\u4e00\u6591\u3002\u4f46\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u6d4f\u89c8\u5668\u5185\u7684\u7b80\u5316\u6a21\u62df\u4e0e\u771f\u5b9eAWS\u73af\u5883\u7684\u590d\u6742\u5ea6\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u63a8\u65ad\u7684IAM\u7b56\u7565\u80fd\u5426\u7ecf\u5f97\u8d77\u751f\u4ea7\u7ea7\u5b89\u5168\u5ba1\u67e5\uff1f\u6a21\u62df\u7684\u6d41\u91cf\u4e0e\u6545\u969c\u6a21\u5f0f\u80fd\u5426\u8986\u76d6\u771f\u5b9e\u4e16\u754c\u7684\u8be1\u5f02\u8fb9\u89d2\u6848\u4f8b\uff1f\u8fd9\u4e9b\u7591\u95ee\u51b3\u5b9a\u4e86\u5b83\u5f53\u524d\u7684\u6838\u5fc3\u5b9a\u4f4d\u4ecd\u662f\u5f3a\u5927\u7684\u201c\u5b66\u4e60\u4e0e\u539f\u578b\u8bbe\u8ba1\u8f85\u52a9\u5de5\u5177\u201d\uff0c\u800c\u975e\u53ef\u4fe1\u7684\u201c\u751f\u4ea7\u90e8\u7f72\u524d\u9a8c\u8bc1\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u6d41\u9732\u51fa\u7684\u5174\u594b\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5e02\u573a\u5bf9\u6b64\u7c7b\u5b9e\u8df5\u6027\u5de5\u5177\u7684\u6e34\u6c42\u3002\u5b83\u672a\u5fc5\u80fd\u76f4\u63a5\u6253\u9020\u51fa\u575a\u4e0d\u53ef\u6467\u7684\u7cfb\u7edf\uff0c\u4f46\u5b83\u80fd\u9ad8\u6548\u5730\u57f9\u517b\u51fa\u5bf9\u8106\u5f31\u6027\u654f\u611f\u3001\u5bf9\u97e7\u6027\u6709\u76f4\u89c9\u7684\u67b6\u6784\u5e08\u3002\u8fd9\u624d\u662f\u5b83\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff1a\u4e0d\u662f\u5728\u753b\u5e03\u4e0a\u7ec4\u88c5\u670d\u52a1\uff0c\u800c\u662f\u5728\u5de5\u7a0b\u5e08\u8111\u4e2d\u7ec4\u88c5\u5bf9\u590d\u6742\u6027\u7684\u656c\u754f\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\">Cascode<\/span>\n <\/div>\n<div class=\"comment-content\">Drag-and-drop real AWS services, wire them together, and simulate live traffic. Then inject faults and watch failures cascade through your architecture in real time. Export to CloudFormation or Terraform with auto-inferred IAM in one click. AI Design Doctor grades your architecture and catches anti-patterns. Collaborate in real time with live cursors. Tackle 10 architecture challenges with automated validation. No AWS account needed. Runs entirely in your browser.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Cascode puts you in a live browser canvas where you assemble real AWS architectures, watch actual message flows run through them, and then deliberately kill nodes to see what cascades. The core idea is that you learn resilience by feeling the difference between a system that holds and one that falls apart, not by memorising diagrams.<\/p>\n<p>Most system design education stops at theory. Cascode makes failure the teacher. When a node dies and you watch the downstream effects ripple through your architecture in real time, that mental model sticks in a way that no diagram ever could. You build intuition for why things break, which is exactly what gets tested when production goes wrong<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mxnyawi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxnyawi<\/a> Your product caught my eye with the name alone, and the focus on simplifying coding workflows sounds promising. <\/p>\n<p>Anything that reduces friction for devs is always welcome. How does it integrate with existing dev environments?<\/p>\n<p><em>BTW, I work at SmartDev, a Vietnam-based company that provides IT outsourcing and dedicated development teams. If your team ever needs extra hands on development work, feel free to connect with me on LinkedIn!<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Watch a demo for Multi-User real time collab! <\/p>\n<\/p>\n<p>Link: <a href=\"https:\/\/x.com\/mxnyapps\/status\/2043789858095710509?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/mxnyapps\/status\/2043789858095710509?s=20<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels super useful, especially for people preparing for system design interviews or thinking about resilience. How do you decide which failure scenarios to simulate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Thanks! The simulation runs on a 500ms tick with fault types like crash, timeout, and throttle. I focused on the failure modes that come up most in real production incidents from my experience and community discussions: service crashes, timeouts under load, throttling from capacity limits, and crucially the cascading effects of each. Failures propagate downstream via BFS traversal and backpressure propagates upstream, so as you can actually watch an architecture unravel in real time it almost recreates the feeling! <\/p>\n<\/p>\n<p>Lots more depth planned: network partitions, probabilistic error rates, and more it’s still early days. Would love to hear which scenarios would be most useful for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Your roadmap mentions exporting to CloudFormation\/Terraform with auto-inferred IAM. In practice, how do you infer permissions from the diagram and wiring, and how do you handle the tricky cases (least privilege vs usability, wildcard creep, cross-service actions that are easy to miss)?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The inference works from the edge topology of your diagram. Each AWS service has a definition that encodes its IAM characteristics, and when you wire two services together the engine looks up the required actions for that specific pairing and scopes them to generated ARNs rather than wildcards. A validation pass then flags anything overly broad. For the tricky cases, cross-service permissions and resource policies, those get handled automatically during CloudFormation and Terraform export. Service-linked roles and some of the deeper edge cases are still on my list though, it’s early 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>The idea of having a dedicated space just to build and break code without wrecking my local environment is super appealing. I can definitely see myself using this as a sandbox to test out messy API integrations before wiring them up in my actual app. I would love to hear how you are handling state management under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> That’s exactly the use case I built it for! Messy experimentation without consequences. For state management, I keep it intentionally lightweight: Zustand for global state like node selection and multi-page diagram snapshots, React Flow v12 handles the canvas internals, and React Context for scoped things like collaboration cursors. Persistence is two-tier with a Cloudflare D1 backend and localStorage as fallback, both debounced.<\/p>\n<\/p>\n<p>Still early days and a lot more planned around state replay and snapshots!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “make failure the teacher” approach is exactly how deep technical intuition gets built \u2014 and it’s radically underused in professional education.<\/p>\n<\/p>\n<p>I’ve been thinking about this a lot designing my Excel for Financial Modelling course on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/exc…<\/a>). The courses that stick are the ones where you build a model that breaks \u2014 circular references that crash the file, linked workbooks that lose their source, sensitivity tables that return errors. Working through the failure is what turns someone from a user into someone who actually understands the tool.<\/p>\n<\/p>\n<p>Cascode is applying this to infrastructure in a really direct way. The live canvas + deliberate node killing is a clever mechanism. Most cloud certifications test whether you can recognize a diagram, not whether you understand why a system fails. This closes that gap. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/GP4IUFWFBTUMFK\" class=\"app-title\">Shuffle AI Redesign Extension<\/a><\/p>\n<div class=\"one-liner\">Redesign any site using leading AI models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u4e3b\u6d41AI\u6a21\u578b\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u53ef\u5373\u65f6\u5bf9\u4efb\u4f55\u7f51\u7ad9\uff08\u5305\u62ec\u672c\u5730\u548c\u52a0\u5bc6\u7ad9\u70b9\uff09\u8fdb\u884cAI\u91cd\u8bbe\u8ba1\uff0c\u5e2e\u52a9\u8bbe\u8ba1\u5e08\u548c\u5f00\u53d1\u8005\u5feb\u901f\u5b8c\u6210\u7f51\u7ad9\u89c6\u89c9\u66f4\u65b0\u3001\u5ba2\u6237\u63d0\u6848\u548c\u7075\u611f\u751f\u6210\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4638f564-bae7-403c-8d36-98559b5d8920.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e734a041-0735-4922-91bf-bedcf28f0a61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e88ffbf3-051d-4118-9920-ac277ca04a81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7075\u611f<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5b98\u65b9\u8bc4\u8bba\u91cd\u70b9\u5ba3\u4f20\u4e86\u652f\u6301\u672c\u5730\u53ca\u52a0\u5bc6\u7f51\u7ad9\u8fd9\u4e00\u5173\u952e\u66f4\u65b0\uff0c\u89e3\u51b3\u4e86\u5148\u524d\u6700\u5927\u4f7f\u7528\u969c\u788d\uff0c\u5e76\u5f3a\u8c03\u4e86\u5176\u591a\u6a21\u578b\u5bf9\u6bd4\u3001\u4e00\u952e\u5bfc\u51fa\u81f3\u4e3b\u6d41\u5f00\u53d1\u6846\u67b6\u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u65e8\u5728\u5c55\u793a\u5176\u5b9e\u7528\u6027\u4e0e\u7075\u6d3b\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 Shuffle AI Redesign Extension \u5c06\u6d41\u884c\u7684\u751f\u6210\u5f0fAI\u80fd\u529b\u7cbe\u51c6\u5730\u951a\u5b9a\u5728\u4e86\u201c\u7f51\u7ad9\u89c6\u89c9\u91cd\u8bbe\u8ba1\u201d\u8fd9\u4e00\u5782\u76f4\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u4e0a\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u80fd\u753b\u56fe\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u7075\u611f\u6fc0\u53d1\u5230\u4ea4\u4ed8\u843d\u5730\u7684\u5fae\u578b\u5de5\u4f5c\u6d41\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u4e4b\u5904\u6709\u4e09\uff1a\u5176\u4e00\uff0c\u76f4\u51fb\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u969c\u788d\uff0c\u901a\u8fc7\u6d4f\u89c8\u5668\u6269\u5c55\u5f62\u6001\u7834\u89e3\u4e86\u672c\u5730\u4e0e\u5185\u7f51\u73af\u5883\u7684\u4f7f\u7528\u58c1\u5792\uff0c\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u5b9e\u73b0\uff0c\u5b9e\u5219\u662f\u4ea7\u54c1\u601d\u7ef4\u4e0a\u7684\u5173\u952e\u80dc\u5229\uff0c\u5c06\u5de5\u5177\u4ece\u201c\u73a9\u5177\u201d\u8f6c\u5411\u4e86\u201c\u5de5\u4f5c\u4f34\u4fa3\u201d\u3002\u5176\u4e8c\uff0c\u5b83\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eFigma\u3001Webflow\u7b49\u6210\u719f\u8bbe\u8ba1\u5e73\u53f0\u5728\u5b8c\u6574\u5de5\u4f5c\u6d41\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u805a\u7126\u4e8e\u201c\u5feb\u901f\u53d8\u5f02\u201d\u548c\u201c\u7075\u611f\u6fc0\u53d1\u201d\u7684\u524d\u671f\u73af\u8282\uff0c\u626e\u6f14\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u50ac\u5316\u5242\u201d\u89d2\u8272\u3002\u5176\u4e09\uff0c\u63d0\u4f9bNext.js\u3001Laravel\u7b49\u6846\u67b6\u7684\u76f4\u63a5\u5bfc\u51fa\u9009\u9879\uff0c\u8fd9\u770b\u4f3c\u662f\u7ed9\u5f00\u53d1\u8005\u7684\u751c\u5934\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5176\u91ce\u5fc3\u2014\u2014\u5b83\u8bd5\u56fe\u8de8\u8d8a\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u5c06AI\u751f\u6210\u7684\u89c6\u89c9\u65b9\u6848\u5411\u53ef\u7528\u7684\u4ee3\u7801\u8d44\u4ea7\u63a8\u8fdb\u4e00\u5c0f\u6b65\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u5347\u4e86\u5176\u4ea7\u51fa\u7269\u7684\u5b9e\u7528\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1aAI\u751f\u6210\u7684\u201c\u8bbe\u8ba1\u201d\u5728\u89c6\u89c9\u65b0\u9896\u6027\u548c\u7ed3\u6784\u5408\u7406\u6027\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u77db\u76fe\u3002\u5bf9\u4e8e\u4e25\u8083\u7684\u5546\u4e1a\u9879\u76ee\uff0c\u5176\u8f93\u51fa\u66f4\u53ef\u80fd\u88ab\u89c6\u4e3a\u4e00\u79cd\u9ad8\u7ea7\u201c\u60c5\u7eea\u677f\u201d\u6216\u7ec4\u4ef6\u7075\u611f\uff0c\u800c\u975e\u53ef\u7528\u7684\u7ec8\u7a3f\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u8bbe\u8ba1\u7cfb\u7edf\u3001\u4ea4\u4e92\u903b\u8f91\u53ca\u4ee3\u7801\u8bed\u4e49\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u505c\u7559\u5728\u89c6\u89c9\u5c42\u9762\u7684\u201c\u91cd\u7ed8\u201d\u3002\u82e5\u4ec5\u505c\u7559\u5728\u8868\u9762\u6362\u80a4\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u4e00\u65f6\u65b0\u5947\u7684\u5de5\u5177\uff1b\u82e5\u80fd\u6301\u7eed\u6df1\u5316\u5bf9\u201c\u8bbe\u8ba1-\u4ee3\u7801\u201d\u6620\u5c04\u5173\u7cfb\u7684\u7406\u89e3\uff0c\u5b83\u5219\u6709\u671b\u6210\u4e3a\u98a0\u8986\u4f20\u7edf\u7f51\u7ad9\u5f00\u53d1\u6d41\u7a0b\u7684\u6954\u5b50\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u806a\u660e\u4e14\u52a1\u5b9e\u7684\u7b2c\u4e00\u6b65\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\">Shuffle AI Redesign Extension<\/span>\n <\/div>\n<div class=\"comment-content\">Redesign any website with the AI Website Redesign extension – powered by leading AI models. Works seamlessly with local and password-protected sites.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<\/p>\n<p>Shuffle\u2019s <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>AI Website Redesign<\/strong><\/a> is getting a ton of traction. People are really pushing it to the edge.<\/p>\n<\/p>\n<p>So we shipped something new to remove one of the biggest blockers: redesigning <strong>local & auth-protected sites<\/strong><\/p>\n<\/p>\n<p><strong>New extensions:<\/strong><\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/chromewebstore.google.com\/detail\/ai-website-redesign\/lkpclcmkiklodpkfjlpbeopfifmbdeel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Chrome Extension<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/addons.mozilla.org\/pl\/firefox\/addon\/ai-website-redesign\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Firefox Extension<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Now you can redesign <em>any<\/em> website.<\/p>\n<\/p>\n<p>Just write a prompt and let leading AI models reimagine your site. Compare results side by side, pick your favorite, and export directly to <strong>Next.js, Laravel, WordPress,<\/strong> or grab a <a href=\"https:\/\/shuffle.dev\/design-md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">design.md <\/a>for coding agents.<\/p>\n<\/p>\n<p><strong>What you can do with it:<\/strong><br \/>\u2713 Redesign outdated websites<br \/>\u2713 Pitch ideas to clients faster<br \/>\u2713 Generate fresh design inspiration<\/p>\n<\/p>\n<p>Curious to see what you\u2019ll create \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<\/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\/WRYVXU5JFFBY2X\" class=\"app-title\">Strix Agents<\/a><\/p>\n<div class=\"one-liner\">AI Hackers to secure your vibe-coded apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Strix Agents \u662f\u4e00\u4e2a\u6301\u7eed\u5b89\u5168\u6d4b\u8bd5\u5e73\u53f0\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u5feb\u901f\u8fed\u4ee3\u7684DevOps\u6d41\u7a0b\u4e2d\uff0c\u81ea\u52a8\u62e6\u622a\u6f0f\u6d1ePR\u3001\u751f\u6210\u4fee\u590d\u4ee3\u7801\u5e76\u8ffd\u8e2a\u5b89\u5168\u6001\u52bf\uff0c\u89e3\u51b3\u4f20\u7edf\u5468\u671f\u6027\u6e17\u900f\u6d4b\u8bd5\u65e0\u6cd5\u5339\u914d\u73b0\u4ee3\u9ad8\u901f\u5f00\u53d1\u8282\u594f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14cfba86-a4d3-431c-bf8e-d8a7bc13cb61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9526a853-ff50-4a7c-a851-42ca6e97d668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23bbf721-ac34-49b7-8682-197a565d5672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/300e85b7-f0a5-48ff-8c5c-a406cbfd2227.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9a4f91f-80eb-4722-b443-e41668d370ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u6e17\u900f\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u81ea\u52a8\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">PR\u5b89\u5168\u62e6\u622a<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6001\u52bf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6846\u67b6\u6f14\u8fdb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176\u201c\u9a8c\u8bc1\u6f0f\u6d1e\u201d\u627f\u8bfa\u7684\u53ef\u4fe1\u5ea6\uff0c\u8d28\u7591AI\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u8bef\u62a5\u95ee\u9898\uff0c\u8be2\u95ee\u662f\u5426\u771f\u80fd\u751f\u6210\u53ef\u590d\u73b0\u6f0f\u6d1e\u7684\u811a\u672c\uff1b\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u5bf9\u79fb\u52a8Web\u5e94\u7528\u7684\u652f\u6301\u8303\u56f4\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 Strix Agents \u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u7528AI\u7684\u901f\u5ea6\u5bf9\u6297AI\u52a0\u901f\u7684\u5f00\u53d1\u201d\uff0c\u8fd9\u5207\u4e2d\u4e86\u5f53\u524dDevSecOps\u6700\u672c\u8d28\u7684\u77db\u76fe\u3002\u5176\u4ece\u5f00\u6e90\u6846\u67b6\u6f14\u8fdb\u81f3\u5e73\u53f0\u5316\u7684\u8def\u5f84\uff0c\u663e\u793a\u4e86\u5e02\u573a\u5bf9\u201c\u6301\u7eed\u5b89\u5168\u201d\u800c\u4e0d\u4ec5\u662f\u201c\u5de5\u5177\u201d\u7684\u771f\u5b9e\u9700\u6c42\u3002\u4ea7\u54c1\u5c06\u6e17\u900f\u6d4b\u8bd5\u4ece\u201c\u5468\u671f\u6027\u4e8b\u4ef6\u201d\u91cd\u6784\u4e3a\u201c\u6301\u7eed\u8fc7\u7a0b\u201d\uff0c\u5e76\u5d4c\u5165\u4ee3\u7801\u5408\u5e76\u524d\u8fd9\u4e00\u5173\u952e\u5361\u70b9\uff0c\u610f\u56fe\u5c06\u5b89\u5168\u5de6\u79fb\u505a\u5230\u6781\u81f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5229\u7528\u8bc1\u636e\u9a8c\u8bc1\u201d\u662f\u6700\u5927\u4eae\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002AI\u5b89\u5168\u5de5\u5177\u957f\u671f\u56f0\u4e8e\u8bef\u62a5\u7684\u6ce5\u6f6d\uff0c\u82e5\u5176\u771f\u80fd\u901a\u8fc7\u751f\u6210\u53ef\u6267\u884c\u7684\u6f0f\u6d1e\u590d\u73b0\u811a\u672c\u6765\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u9a8c\u8bc1\uff0c\u5c06\u662f\u6280\u672f\u4e0a\u7684\u663e\u8457\u7a81\u7834\uff1b\u82e5\u505a\u4e0d\u5230\uff0c\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u201c\u5e7b\u89c9\u751f\u6210\u5668\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u76f4\u63a5\u8d28\u7591\uff0c\u6070\u6070\u53cd\u6620\u4e86\u5e02\u573a\u6700\u6df1\u7684\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u9ed1\u5ba2\u201d\u7684\u5671\u5934\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5c06\u5b89\u5168\u4e13\u5bb6\u7684\u201c\u4e0a\u4e0b\u6587\u5224\u65ad\u201d\u4e0e\u201c\u9a8c\u8bc1\u903b\u8f91\u201d\u6709\u6548\u7f16\u7801\u4e3a\u53ef\u81ea\u52a8\u5316\u7684\u6d41\u7a0b\u3002\u5176\u6bcf\u65e5\u5904\u7406\u6d77\u91cfLLM\u4ee4\u724c\u548c\u6570\u636e\uff0c\u6697\u793a\u4e86\u5176\u8bd5\u56fe\u901a\u8fc7\u89c4\u6a21\u6570\u636e\u8fed\u4ee3\u6a21\u578b\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u9a8c\u8bc1\u73af\u8282\u7684\u5de5\u7a0b\u4e25\u8c28\u6027\uff0c\u4ee5\u53ca\u81ea\u52a8\u4fee\u590d\u4ee3\u7801\u662f\u5426\u771f\u6b63\u201c\u53ef\u5408\u5e76\u201d\u3001\u800c\u975e\u5f15\u5165\u65b0\u95ee\u9898\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u5b89\u5168\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5728\u7ade\u4e89\u8c01\u80fd\u66f4\u597d\u5730\u5c06\u5de5\u7a0b\u5e08\u7684\u667a\u6167\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\u5728AI\u91cd\u6784\u4e00\u5207\u5de5\u4f5c\u6d41\u7684\u5f53\u4e0b\uff0c\u5b83\u7684\u8d5b\u9053\u6b63\u786e\uff0c\u4f46\u6700\u7ec8\u7684\u62a4\u57ce\u6cb3\u5c06\u662f\u201c\u7cbe\u51c6\u5ea6\u201d\u800c\u975e\u201c\u901f\u5ea6\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\">Strix Agents<\/span>\n <\/div>\n<div class=\"comment-content\">The new Strix platform gives devs continuous security in one place: continuously pentest your apps, block vulnerable PRs before merge, generate merge-ready fixes, and track security posture over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Strix started as an open-source framework for autonomous pentesting. <\/p>\n<p>Since launch, it\u2019s grown to 80,000+ users, 15B+ LLM tokens processed daily, 1,300+ pentests per day, and 78,000+ vulnerabilities reported.<\/p>\n<p>The demand became clear: teams wanted more than the framework. They wanted Strix running continuously across their repos, apps, and attack surface, with scheduling, validation history, auto-fix, integrations, and enterprise controls.<\/p>\n<p>Why now? \ud83d\ude80<\/p>\n<ul>\n<li>\n<p>AI increased software shipping velocity<\/p>\n<\/li>\n<li>\n<p>security workflows mostly stayed the same<\/p>\n<\/li>\n<li>\n<p>periodic pentests and manual triage do not work when systems change every day<\/p>\n<\/li>\n<\/ul>\n<p>So today we\u2019re launching the new Strix Platform:<\/p>\n<ul>\n<li>\n<p>continuously pentest full-stack apps<\/p>\n<\/li>\n<li>\n<p>block vulnerable PRs before merge<\/p>\n<\/li>\n<li>\n<p>verify findings with proof-of-exploit<\/p>\n<\/li>\n<li>\n<p>generate merge-ready fixes<\/p>\n<\/li>\n<li>\n<p>retest automatically<\/p>\n<\/li>\n<li>\n<p>track security posture over time<\/p>\n<\/li>\n<\/ul>\n<p>Excited to hear what you think and answer any questions \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@0xallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xallam<\/a> verify findings with proof-of-exploit… that’s a bold promise. usually ai security tools are just ‘hallucination factories’ for false positives. does it actually generate a script to reproduce the vulnerability?<\/p>\n<p>Checking out today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this also work for mobile web apps? Or is this only mobile 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<\/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\/IQYDKGE677DI5O\" class=\"app-title\">Amadeus<\/a><\/p>\n<div class=\"one-liner\">Learn Any Piano Song<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Amadeus\u662f\u4e00\u6b3e\u94a2\u7434\u5b66\u4e60\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u6216\u626b\u63cf\u81ea\u6709\u4e50\u8c31\u5e76\u8fde\u63a5\u7535\u94a2\u7434\uff0c\u901a\u8fc7\u5b9e\u65f6\u53cd\u9988\u6307\u5bfc\u7ec3\u4e60\uff0c\u89e3\u51b3\u4e86\u94a2\u7434\u7231\u597d\u8005\u56e0\u8bc6\u8c31\u80fd\u529b\u4e0d\u8db3\u800c\u65e0\u6cd5\u81ea\u4e3b\u7ec3\u4e60\u5fc3\u4eea\u66f2\u76ee\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64dd3c6f-ec49-440b-ae8c-8f7bfa7418de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/254b82a2-9788-42b0-b8a3-357d2d01811a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0063cc9-70cd-4f99-b5e3-e931a17d6265.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed877c6d-de26-49dc-b04f-34dae43c381f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb39c2d-b355-48fe-bb50-75d70b1079dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ccbe5f9-e3e5-4fc3-b6c6-1439391bbdb1.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\/c2e455f1-f1f4-4898-a992-b73adde4b456.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FYuKFdSu6qI\"><source src=\"https:\/\/www.youtube.com\/watch?v=FYuKFdSu6qI\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94a2\u7434\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e50\u8c31\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4e50\u5668\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u81ea\u5e26\u4e50\u8c31\u201d\u6a21\u5f0f\u4f18\u4e8e\u7ade\u54c1\uff0c\u5efa\u8bae\u9762\u5411\u94a2\u7434\u6559\u5e08\u793e\u7fa4\u63a8\u5e7f\u5e76\u5236\u4f5c\u77ed\u89c6\u9891\u6f14\u793a\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u6682\u4e0d\u652f\u6301\u84dd\u7259\u8fde\u63a5\u548c\u4e50\u8c31\u7f16\u8f91\u529f\u80fd\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u4e3a\u201c\u4e0a\u4f20\u5373\u7528\u201d\u7684\u4fbf\u6377\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 Amadeus\u770b\u4f3c\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u4e3a\u90a3\u4e9b\u62e5\u6709\u4e50\u8c31\u548c\u4e50\u5668\uff0c\u5374\u5361\u5728\u8bc6\u8c31\u95e8\u69db\u4e0a\u7684\u201c\u534a\u9014\u800c\u5e9f\u201d\u578b\u94a2\u7434\u7231\u597d\u8005\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u6280\u672f\uff08\u4e50\u8c31\u8bc6\u522b\u3001\u5b9e\u65f6\u97f3\u51c6\u6bd4\u5bf9\u5df2\u975e\u65b0\u9c9c\u4e8b\uff09\uff0c\u800c\u5728\u4e8e\u5176\u201c\u4e50\u8c31\u5e73\u6743\u201d\u7b56\u7565\u3002\u5b83\u6ca1\u6709\u50cfSimply Piano\u7b49\u4e3b\u6d41\u5e94\u7528\u90a3\u6837\uff0c\u901a\u8fc7\u6784\u5efa\u7248\u6743\u66f2\u5e93\u6765\u5efa\u7acb\u62a4\u57ce\u6cb3\u548c\u8ba2\u9605\u5236\u4f9d\u8d56\uff0c\u53cd\u800c\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5c06\u4e50\u8c31\u7684\u9009\u62e9\u6743\u5b8c\u5168\u4ea4\u8fd8\u7ed9\u7528\u6237\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u601d\u7ef4\uff1a\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u8fde\u63a5\u4efb\u610f\u4e50\u8c31\u4e0e\u4efb\u610f\u6570\u5b57\u94a2\u7434\u7684\u901a\u7528\u7ffb\u8bd1\u5c42\u548c\u5b9e\u65f6\u6559\u7ec3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u6a21\u5f0f\u7684\u6f5c\u5728\u98ce\u9669\u4e0e\u673a\u9047\u540c\u6837\u660e\u663e\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u5176\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u81ea\u6709\u4e50\u8c31\u7684\u8d28\u91cf\u548c\u683c\u5f0f\u517c\u5bb9\u6027\uff0c\u201c\u4e0a\u4f20\u5373\u7528\u201d\u7684\u627f\u8bfa\u5728\u590d\u6742\u4e50\u8c31\u9762\u524d\u53ef\u80fd\u6253\u6298\uff0c\u4e14\u7f3a\u4e4f\u7ed3\u6784\u5316\u8bfe\u7a0b\u4f53\u7cfb\u53ef\u80fd\u524a\u5f31\u7528\u6237\u957f\u671f\u7c98\u6027\u3002\u673a\u9047\u5219\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u97f3\u4e50\u5b66\u4e60\u4e2d\u6700\u4e2a\u6027\u5316\u7684\u60c5\u611f\u9700\u6c42\u2014\u2014\u201c\u5b66\u6211\u6240\u7231\u201d\u3002\u8fd9\u4f7f\u5176\u80fd\u7ed5\u8fc7\u6602\u8d35\u7684\u7248\u6743\u91c7\u8d2d\uff0c\u4ee5\u6781\u8f7b\u7684\u6a21\u5f0f\u5feb\u901f\u542f\u52a8\uff0c\u5e76\u53ef\u80fd\u6210\u4e3a\u94a2\u7434\u6559\u5e08\u63a8\u8350\u7684\u7406\u60f3\u8f85\u52a9\u5de5\u5177\uff0c\u5d4c\u5165\u7ebf\u4e0b\u6559\u5b66\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u53d1\u5c55\u9762\u4e34\u4e00\u4e2a\u6838\u5fc3\u62f7\u95ee\uff1a\u5f53\u5de5\u5177\u6548\u7387\u8db3\u591f\u9ad8\u65f6\uff0c\u7528\u6237\u4e00\u65e6\u8de8\u8d8a\u4e86\u521d\u671f\u7684\u8bc6\u8c31\u969c\u788d\uff0c\u662f\u5426\u8fd8\u9700\u8981\u8fd9\u4e2a\u201c\u62d0\u6756\u201d\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u4ece\u201c\u7ec3\u4e60\u8f85\u52a9\u201d\u5411\u201c\u6df1\u5ea6\u5b66\u4e60\u4f19\u4f34\u201d\u6f14\u8fdb\uff0c\u4f8b\u5982\u5f15\u5165\u57fa\u4e8e\u7528\u6237\u9519\u8bef\u6a21\u5f0f\u7684\u667a\u80fd\u9488\u5bf9\u6027\u8bad\u7ec3\uff0c\u6216\u6784\u5efa\u56f4\u7ed5\u540c\u4e00\u4e50\u8c31\u7684\u793e\u4ea4\u5316\u7ec3\u4e60\u793e\u533a\u3002\u76ee\u524d\u5176\u201c\u975e\u7f16\u8f91\u201d\u7684\u7b80\u6d01\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u5438\u5f15\u5927\u4f17\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u66f4\u4e25\u8083\u7684\u97f3\u4e50\u5b66\u4e60\u8005\u63a8\u5411\u5176\u4ed6\u4e13\u4e1a\u8f6f\u4ef6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u964d\u4f4e\u95e8\u69db\u201d\u7684\u4fbf\u5229\u6027\u4e0e\u201c\u63d0\u5347\u80fd\u529b\u201d\u7684\u6df1\u5ea6\u4ef7\u503c\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\">Amadeus<\/span>\n <\/div>\n<div class=\"comment-content\">Amadeus lets you upload\/scan sheet music, connect your digital piano, and start practicing immediately with real-time feedback. No sight reading skills? No problem. Don’t settle for someone else’s library, learn the songs you love!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We built Amadeus because I kept running into the same wall:<\/p>\n<p>– I had a piece of sheet music for a song I loved.<br \/>– I had the keyboard.<br \/>– I had…terrible sight reading skills.<\/p>\n<p>We wanted something that would just listen – follow along with what I was playing, highlight where I was, and show me in real-time when I hit a wrong note. Existing apps either locked me into their library or didn’t provide real-time feedback.<\/p>\n<p>Amadeus supports any sheet music you already have: take a photo, upload a PDF, image, MusicXML, MIDI, or ABC file, and it becomes interactive.<\/p>\n<p>Try it free at <a href=\"https:\/\/playamadeus.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">playamadeus.com<\/a> or on <a href=\"https:\/\/apps.apple.com\/us\/app\/amadeus-learn-any-piano-song\/id6751009429\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">iOS<\/a> (3 free uploads). I’d love feedback: what sheet music format do you use most? Do you practice in notation mode or falling notes mode?<\/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\/@diegomura\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegomura<\/a> The “bring your own sheet music” approach is what makes this stand out from Simply Piano, Flowkey, etc. Those apps lock you into their curated library, which means you never get to learn the specific songs you actually care about. The scan-and-play workflow for your own sheet music is a much stronger hook. For distribution: piano teacher communities and Facebook groups are gold for this. Teachers are constantly looking for practice tools they can recommend to students, and the real-time feedback solves a real pain point \u2014 students practicing wrong notes all week between lessons. Also, if you haven’t yet, a TikTok\/Reels video of someone scanning a piece of sheet music and immediately playing along with visual feedback would be incredibly shareable. Congrats Diego!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your launch! <br \/>I like the design, and variety of options. Can it be connected via bluetooth ? Also does it has edit mode for the sheets ? I like to rewrite them from scratch in some apps so I can “understand” the song a bit \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vladyslav_yanishevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladyslav_yanishevskyi<\/a> thanks for trying it out! It can not be connected via bluetooth at the moment, but that’s interesting, what kind of piano do you have? It also does not have edit mode for sheets, we were aiming for a more “upload and it just works” experience, vs something for more sophisticated users, but I totally get where you’re coming from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MNTXF5XE64D3FL\" class=\"app-title\">Anamap<\/a><\/p>\n<div class=\"one-liner\">Finally, an AI that actually understands your analytics.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anamap\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790\u5de5\u5177\uff0c\u5b83\u80fd\u5728\u5173\u952e\u4e1a\u52a1\u6307\u6807\u4e0b\u8dcc\u65f6\uff0c\u81ea\u52a8\u5173\u8054\u5206\u6790\u4eea\u8868\u76d8\u3001\u7528\u6237\u884c\u4e3a\u4e0e\u4ee3\u7801\u53d1\u5e03\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u63ed\u793a\u95ee\u9898\u6839\u6e90\uff0c\u5c06\u56e2\u961f\u4ece\u8017\u65f6\u7684\u624b\u52a8\u6392\u67e5\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u589e\u957f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b4e9017-3fde-49cf-8609-80c6ec6da9ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9fe09c6-a2a2-4fbf-b74a-80bad08eec33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5573185-175c-4ff0-9fb2-4d11a189ae2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c622a88-088c-4c14-b20c-4e5ce6f148a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de99e3c7-c323-4572-b556-ad104177b4d3.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\/6f85950c-ca88-4591-9a96-c8ed7cb66123.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jKwOkt_U8d8\"><source src=\"https:\/\/youtu.be\/jKwOkt_U8d8\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6307\u6807\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u6570\u636e\u8ff7\u96fe\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u671f\u5f85\u5176\u51cf\u5c11\u4e0d\u786e\u5b9a\u6027\u548c\u624b\u52a8\u5de5\u4f5c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1aAI\u5206\u6790\u7684\u7f6e\u4fe1\u5ea6\u5982\u4f55\u900f\u660e\u5316\uff08\u5df2\u83b7\u89e3\u7b54\uff09\uff1b\u4ea7\u54c1\u4e0e\u73b0\u6709\u6570\u636e\u6e90\uff08\u5982Google Analytics\uff09\u7684\u5b9a\u4f4d\u5173\u7cfb\uff0c\u6f84\u6e05\u5176\u662f\u5206\u6790\u5c42\u800c\u975e\u6570\u636e\u6536\u96c6\u5c42\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 Anamap\uff08\u5176AI\u4ee3\u7406\u540d\u4e3aCartos\uff09\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u66ff\u4ee3BI\u4eea\u8868\u76d8\uff0c\u800c\u662f\u8bd5\u56fe\u586b\u8865\u201c\u770b\u5230\u95ee\u9898\u201d\u4e0e\u201c\u7406\u89e3\u95ee\u9898\u201d\u4e4b\u95f4\u7684\u884c\u52a8\u9e3f\u6c9f\u3002\u5b83\u771f\u6b63\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u95ed\u73af\u4e2d\u7684\u201c\u63a8\u7406\u5f15\u64ce\u201d\uff0c\u5c06\u8d44\u6df1\u5206\u6790\u5e08\u7684\u7ecf\u9a8c\u4e0e\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u672c\u8eab\u6709\u591a\u795e\u79d8\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5173\u952e\u6d1e\u5bdf\uff1a\u7b2c\u4e00\uff0c\u5b83\u5f3a\u8c03\u201c\u5168\u6808\u5173\u8054\u201d\uff0c\u6562\u4e8e\u5c06\u4ee3\u7801\u53d1\u5e03\u7b49\u5f00\u53d1\u6570\u636e\u7eb3\u5165\u5206\u6790\u8303\u7574\uff0c\u8fd9\u76f4\u6307\u73b0\u4ee3SaaS\u6307\u6807\u6ce2\u52a8\u7684\u5e38\u89c1\u76f2\u533a\u3002\u7b2c\u4e8c\uff0c\u5b83\u63d0\u51fa\u201c\u53ef\u5ba1\u8ba1\u7684\u540c\u4e8b\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u56de\u5e94\u4e86\u5f53\u524dAI\u5e94\u7528\u6700\u5173\u952e\u7684\u4fe1\u4efb\u95ee\u9898\u2014\u2014\u4e0d\u4ec5\u7ed9\u51fa\u7ed3\u8bba\uff0c\u8fd8\u5c55\u793a\u63a8\u5bfc\u8fc7\u7a0b\u548c\u4fe1\u5fc3\u6307\u6570\uff0c\u5141\u8bb8\u4eba\u5de5\u5e72\u9884\u7ea0\u6b63\uff0c\u8fd9\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u201c\u4eba\u673a\u534f\u540c\u201d\u601d\u8def\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\u4ea7\u54c1\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5ba2\u6237\u6570\u636e\u6808\u7684\u5b8c\u6574\u6027\u4e0e\u89c4\u8303\u6027\uff0c\u5728\u6df7\u4e71\u7684\u6570\u636e\u57fa\u7840\u4e0a\uff0cAI\u5f88\u53ef\u80fd\u8f93\u51fa\u201c\u7cbe\u81f4\u7684\u5e9f\u8bdd\u201d\u3002\u5176\u6b21\uff0c\u4ece\u201c\u89e3\u91ca\u73b0\u8c61\u201d\u5230\u201c\u6307\u5bfc\u884c\u52a8\u201d\u4ecd\u6709\u8ddd\u79bb\uff0c\u5982\u4f55\u5c06\u6839\u56e0\u5206\u6790\u65e0\u7f1d\u5d4c\u5165\u5230Jira\u3001Slack\u7b49\u534f\u4f5c\u5de5\u5177\u4e2d\uff0c\u5f62\u6210\u4fee\u590d\u95ed\u73af\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u806a\u660e\u52a9\u624b\u201d\u5347\u7ea7\u4e3a\u201c\u6838\u5fc3\u7cfb\u7edf\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u5e02\u573a\u4e0d\u4e4f\u76d1\u63a7\u548cBI\u5de5\u5177\uff0cAnamap\u82e5\u4ec5\u505c\u7559\u5728\u751f\u6210\u89e3\u91ca\u6027\u62a5\u544a\u5c42\u9762\uff0c\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u53ef\u80fd\u88ab\u5feb\u901f\u8ffd\u8d76\u3002\u5b83\u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u8282\u7701\u7684\u6392\u67e5\u65f6\u95f4\u80fd\u5207\u5b9e\u8f6c\u5316\u4e3a\u53ef\u8861\u91cf\u7684\u589e\u957f\u52a0\u901f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4efd\u9700\u8981\u89e3\u8bfb\u7684\u5206\u6790\u62a5\u544a\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\">Anamap<\/span>\n <\/div>\n<div class=\"comment-content\">Most analytics tools tell you what happened. Anamap tells you why. Cartos is an AI agent that investigates your dashboards, site behavior, and code releases to find the root cause of metric drops in plain English. Not a dashboard, a co-worker.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hello Product Hunt! \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>I\u2019m Alex, the founder of Anamap.<\/p>\n<\/p>\n<p>I\u2019ve spent my career managing data platforms, and I kept seeing the same exhausting cycle: A metric dips, and a team of talented people spends the next three days in “investigation mode” instead of “growth mode.”<\/p>\n<p>We didn’t need another dashboard to stare at. We needed a way to automate the <strong>reasoning<\/strong> that happens after the dashboard shows a red line.<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>Cartos<\/strong>. <\/p>\n<\/p>\n<p>It\u2019s an AI agent designed to act as your proactive analytics co-worker. It doesn’t just show you a chart; it investigates the “why” by cross-referencing your entire stack; from your data tools to your latest code releases.<\/p>\n<\/p>\n<p><strong>\ud83c\udf81 Exclusive Launch Offer:<\/strong> We\u2019ve made it simple for the community, no codes needed. Just head to <a href=\"https:\/\/anamaps.com\/ph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/anamaps.com\/ph<\/strong><\/a> to claim your discount:<\/p>\n<ul>\n<li>\n<p><strong>The First 20 Hunters<\/strong> will see <strong>50% OFF<\/strong> automatically applied.<\/p>\n<\/li>\n<li>\n<p><strong>Everyone else<\/strong> gets <strong>25% OFF<\/strong> for the rest of the launch.<\/p>\n<\/li>\n<\/ul>\n<p>\u23f3 <em>Note: This offer is only valid until 11:59 PM PT on April 16th.<\/em><\/p>\n<\/p>\n<p><strong>I\u2019d love to hear from you:<\/strong><\/p>\n<ol>\n<li>\n<p>What is the most frustrating “data mystery” you’ve had to solve recently?<\/p>\n<\/li>\n<li>\n<p>How much time does your team spend manually auditing event triggers?<\/p>\n<\/li>\n<\/ol>\n<p>We\u2019re excited to be here and can\u2019t wait for your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been waiting for something like this. Every time my metrics dip, I end up digging through multiple tools and still feel unsure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dalhat_usman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dalhat_usman<\/a> I know that feeling of “still feeling unsure” even after looking at the numbers. Was there a specific time recently where you had the data but couldn’t find the “why” behind it? I’d love to see if Anamap would have caught 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>The “co-worker” framing is interesting because a good co-worker tells you when they’re not sure. Does Cartos flag its own confidence level? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> you’re absolutely right! And yes Cartos will returns confidence scores it shares with the team. All of the learnings and assumptions are auditable so you can see which data it used to draw it’s conclusions and (if needed) provide it some corrective guidance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this is a coworker, does that mean i can officialy fire my google analytics?:D<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> the UI for Google Analytics for sure! Sadly, you’ll still need it (or Amplitude ) for the data collection. The UI for GA has been a mess since GA4 released. Honestly, I’m a fan of Amplitude. They have a pretty generous free tier and the actual interface is way nicer to use than GA. What’s your biggest pain point with GA right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WSFGC3W4EQGXSO\" class=\"app-title\">Creativly<\/a><\/p>\n<div class=\"one-liner\">Community-powered AI visual platform with unique generators<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Creativly\u662f\u4e00\u4e2a\u793e\u533a\u9a71\u52a8\u7684AI\u89c6\u89c9\u5e73\u53f0\uff0c\u901a\u8fc7\u4e13\u5c5e\u751f\u6210\u5668\u8ba9\u521b\u4f5c\u8005\u65e0\u9700\u5b66\u4e60\u63d0\u793a\u8bcd\u6216\u8bbe\u8ba1\u6280\u80fd\uff0c\u5373\u53ef\u5728\u54c1\u724c\u5b9e\u9a8c\u3001\u8425\u9500\u7269\u6599\u5236\u4f5c\u7b49\u573a\u666f\u4e2d\u5feb\u901f\u751f\u6210\u9ad8\u54c1\u8d28\u89c6\u89c9\u6982\u5ff5\uff0c\u89e3\u51b3\u521b\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u4e13\u4e1a\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/315f8b50-a69e-4d81-b09d-c577599f84a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/096adf45-635d-40e1-b5ad-7577b992cd21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63e37338-d872-4569-bd62-0a0a22d86503.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/134d458d-8487-4768-8f3a-d30457ea2756.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/032a53ac-d81a-4009-ae0b-f2e2aeddd795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/844b30a8-e78d-4612-ae9f-736ee26aae43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59e64e33-140f-4f3c-8322-d4118fab61d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/231110d1-1669-4862-bb34-918ed0e2cf8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u751f\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u793e\u533a\u5de5\u4f5c\u5ba4\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u80fd\u7b80\u5316\u5de5\u4f5c\u6d41\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u54c1\u724c\u98ce\u683c\u4e00\u81f4\u6027\uff0c\u8d28\u7591\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\uff0c\u5e76\u5efa\u8bae\u589e\u52a0\u54c1\u724c\u9884\u8bbe\u529f\u80fd\u3002\u521b\u59cb\u4eba\u56de\u5e94\u53ef\u901a\u8fc7\u81ea\u5efa\u751f\u6210\u5668\u5b9e\u73b0\u4e00\u81f4\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 Creativly\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u51fa\u53e6\u4e00\u4e2a\u201c\u66f4\u597d\u7684AI\u751f\u56fe\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u89c6\u89c9\u521b\u4f5c\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u751f\u6210\u5668\u5373\u4ea7\u54c1\u201d\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c01\u88c5\u6210\u50bb\u74dc\u5f0f\u6a21\u5757\uff0c\u5e76\u5f00\u653e\u793e\u533a\u81ea\u5efa\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4ea4\u6613\u6807\u51c6\u5316\u7684\u201c\u521b\u4f5c\u5de5\u4f5c\u6d41\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u3002\u81ea\u5efa\u751f\u6210\u5668\u867d\u80fd\u90e8\u5206\u89e3\u51b3\u98ce\u683c\u7edf\u4e00\uff0c\u4f46\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\u4ecd\u662f\u95e8\u69db\u3002\u82e5\u4e0d\u80fd\u63a8\u51fa\u7cfb\u7edf\u7ea7\u7684\u54c1\u724c\u8d44\u4ea7\u7ba1\u7406\u548c\u98ce\u683c\u7ee7\u627f\u529f\u80fd\uff0c\u5b83\u5c06\u5f88\u96be\u5207\u5165\u771f\u6b63\u7684\u5546\u4e1a\u8bbe\u8ba1\u573a\u666f\uff0c\u800c\u53ea\u80fd\u505c\u7559\u5728\u7075\u611f\u6fc0\u53d1\u548c\u4e00\u6b21\u6027\u521b\u4f5c\u7684\u201c\u73a9\u5177\u201d\u9636\u6bb5\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u964d\u4f4e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u5546\u4e1a\u521b\u4f5c\u6240\u5fc5\u9700\u7684\u7cbe\u51c6\u63a7\u5236\u548c\u4e00\u81f4\u6027\u2014\u2014\u8fd9\u662f\u6240\u6709AI\u8bbe\u8ba1\u5de5\u5177\u8fc8\u5411\u4e13\u4e1a\u5316\u7684\u5fc5\u7b54\u9898\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\">Creativly<\/span>\n <\/div>\n<div class=\"comment-content\">An AI design exploration studio for creatives to instantly generate high-end visual concepts and brand experiments. Creativly is a community-powered AI visual platform with specialized generators. Pick a generator, fill one field, get studio-quality output in seconds. No prompt engineering. No design skills required. From product mockups to merch, posters to brand assets, fashion to art. And if the generator you need doesn’t exist yet? Build it. The community keeps making it richer.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’ve built Creativly because creating with AI today is still harder than it should be. (People still looking for prompts online)<\/p>\n<p>You have to:<br \/>\n– Learn prompting<br \/>\n– Jump between tools<br \/>\n– Repeat the same workflows again and again<\/p>\n<p>So I’m asking a simple question:<br \/>\nWhat if you didn\u2019t need to learn prompts at all?<\/p>\n<p>With Creativly, you just describe what you want:<\/p>\n<p>\u201cA luxury skincare product mockup\u201d<br \/>\n\u201cA Swiss-style poster\u201d<br \/>\n\u201cA streetwear campaign\u201d<\/p>\n<p>\u2026and you get studio-quality visuals instantly.<\/p>\n<p>But the real magic is this:<\/p>\n<p>\ud83d\udc49 You can create your own Studios (Generators).<\/p>\n<p>Just say what you need –> and Creativly builds a reusable AI Studio for you.<\/p>\n<p>No setup. No prompt engineering. No complexity.<\/p>\n<p>It\u2019s like turning every idea into its own creative tool.<\/p>\n<p>We\u2019re just getting started, and I\u2019d love your feedback \ud83d\ude4f<br \/>\nWhat would you create first?<\/p>\n<p>Gil<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept of community-built \u201cstudios\u201d for different creative needs. How do you see this evolving as more people start building their own workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Something like that, yes. I think it is more convenient when you have your own set of tools that is tailered made by you and for you. And you don’t need to know how to prompt and what tool to use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your launch! As a marketer at a pre-launch startup, I’m constantly needing visuals but have little budget for a designer right now. The idea of getting studio-quality output without knowing how to prompt is honestly what I’ve been looking for. Can you keep a consistent brand style across multiple generators, or does each output start fresh every time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> That’s a great question and probably the most important one for startup marketers. The brand consistency piece is genuinely the gap between “fun toy” and “real workflow tool” \u2014 would love to see Gil chime in on this. If Creativly lets you save brand presets (colors, tone, style direction) and apply them across generators, that’s a huge leap forward for early-stage teams who can’t afford a designer but still need consistent visual identity. Tagging @gil_finkelstein2 \u2014 this seems like a key feature to highlight in your messaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> if you using just random generators, it will not keep consistent as every generator is work on different meta prompt. <\/p>\n<p>But you can build your own generators, so you can make sure your generators can keep consistent with your own style.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n 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{"id":192,"date":"2026-04-15T11:49:11","date_gmt":"2026-04-15T03:49:11","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/15\/2026-04-14\/"},"modified":"2026-04-15T11:49:11","modified_gmt":"2026-04-15T03:49:11","slug":"2026-04-14","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/15\/2026-04-14\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-14"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-14<\/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 | 2026-04-14<\/h1>\n<p> <\/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\/2Q5KSKQ7UYEPQA\" class=\"app-title\">Figma for Agents<\/a><\/p>\n<div class=\"one-liner\">Design with AI agents, connected to your design system<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">449<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9AI\u667a\u80fd\u4f53\u5728Figma\u8bbe\u8ba1\u73af\u5883\u4e2d\u76f4\u63a5\u64cd\u4f5c\u771f\u5b9e\u7ec4\u4ef6\u548c\u53d8\u91cf\u7684MCP\u5de5\u5177\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u8bbe\u8ba1\u8131\u79bb\u54c1\u724c\u8bbe\u8ba1\u7cfb\u7edf\u3001\u65e0\u6cd5\u76f4\u63a5\u6295\u5165\u751f\u4ea7\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/affee0b1-ea2c-4428-a0fa-8074a8009211.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/345cbb65-9a1d-4cf4-8f94-1a3e408c63b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/793d8036-7ed3-41f8-8129-5afb80149bd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcec1dc1-13fe-4399-9779-064f2ea4743a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/192244d3-fb12-4940-904e-982fa42a27ab.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\/89dd3687-c40c-4ba6-8866-e1b6ea6da7f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vQMeJMgxRQY\"><source src=\"https:\/\/www.youtube.com\/watch?v=vQMeJMgxRQY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u4ee4\u724c\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u5de5\u5177\u89e3\u51b3\u4e86AI\u8bbe\u8ba1\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7684\u5173\u952e\u95ee\u9898\u3002\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\uff1a1.\u5982\u4f55\u540c\u6b65\u53ca\u5904\u7406\u8bbe\u8ba1\u7cfb\u7edf\u8fed\u4ee3\u540e\u7684\u5386\u53f2\u8bbe\u8ba1\uff1b2.\u80fd\u5426\u652f\u6301\u8bfb\u53d6\u73b0\u6709\u8bbe\u8ba1\u7cfb\u7edf\u5e76\u5bfc\u51fa\u4ee3\u7801\uff1b3.\u5bf9\u591aLLM\u5e73\u53f0\u7684\u652f\u6301\uff1b4.\u5176\u8bbe\u8ba1\u4ee4\u724c\u540c\u6b65\u548c\u81ea\u52a8\u751f\u6210\u65e0\u969c\u788d\u6807\u6ce8\u7684\u5b9e\u7528\u4ef7\u503c\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 \u201cFigma for Agents\u201d\u5e76\u975e\u53c8\u4e00\u4e2a\u201cAI\u751f\u6210\u6f02\u4eae\u56fe\u7247\u201d\u7684\u5de5\u5177\uff0c\u5b83\u7684\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3aAI\u667a\u80fd\u4f53\u878d\u5165\u4ea7\u54c1\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u201c\u5408\u89c4\u5c42\u201d\u4e0e\u201c\u7ffb\u8bd1\u5668\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\uff0c\u800c\u5728\u4e8e\u201c\u7ea6\u675f\u201d\u4e0e\u201c\u5bf9\u9f50\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u8bbe\u8ba1\u5de5\u5177\u7684\u81f4\u547d\u4f24\u662f\u4ea7\u51fa\u7269\u6e38\u79bb\u4e8e\u56e2\u961f\u7684\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\uff08Single Source of Truth\uff09\u4e4b\u5916\uff0c\u5bfc\u81f4\u8bbe\u8ba1\u5e08\u5fc5\u987b\u63a8\u5012\u91cd\u6765\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7MCP\u534f\u8bae\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u6743\u9650\u76f4\u63a5\u951a\u5b9a\u5728\u771f\u5b9e\u7684Figma\u7ec4\u4ef6\u3001\u53d8\u91cf\u548c\u81ea\u52a8\u5e03\u5c40\u4e0a\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u201c\u81ea\u7531\u6563\u6f2b\u201d\u7684AI\u5957\u4e0a\u4e86\u8bbe\u8ba1\u7cfb\u7edf\u7684\u7f30\u7ef3\u3002\u5b83\u8ba9\u667a\u80fd\u4f53\u4ece\u201c\u5929\u9a6c\u884c\u7a7a\u7684\u753b\u5bb6\u201d\u53d8\u6210\u4e86\u201c\u61c2\u5f97\u4f7f\u7528\u516c\u53f8\u6807\u51c6\u96f6\u4ef6\u5e93\u7684\u5de5\u7a0b\u5e08\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u66f4\u6df1\u5c42\u4fe1\u53f7\u662f\uff0c\u5b83\u8bd5\u56fe\u91cd\u5851\u8bbe\u8ba1-\u5f00\u53d1\u534f\u4f5c\u7684\u7ba1\u9053\u3002\u65e0\u8bba\u662f\u8bbe\u8ba1\u4ee4\u724c\u7684\u540c\u6b65\u4e0e\u6f02\u79fb\u68c0\u6d4b\uff0c\u8fd8\u662f\u57fa\u4e8e\u771f\u5b9e\u7ec4\u4ef6\u81ea\u52a8\u751f\u6210\u65e0\u969c\u788d\uff08a11y\uff09\u6807\u6ce8\uff0c\u90fd\u8868\u660e\u5176\u76ee\u6807\u662f\u5c06\u90a3\u4e9b\u7e41\u7410\u3001\u6613\u51fa\u9519\u3001\u603b\u88ab\u6ede\u540e\u5904\u7406\u7684\u5de5\u7a0b\u5316\u89c4\u8303\uff08\u8bbe\u8ba1\u4ee4\u724c\u3001\u65e0\u969c\u788d\uff09\u63d0\u524d\u5e76\u81ea\u52a8\u5316\u5730\u5d4c\u5165\u8bbe\u8ba1\u9636\u6bb5\u3002\u8fd9\u4e0d\u518d\u662f\u7b80\u5355\u7684\u201c\u63d0\u901f\u201d\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u6d41\u8d28\u5730\u7684\u6539\u53d8\u2014\u2014\u8ba9\u4e00\u81f4\u6027\u68c0\u67e5\u548c\u89c4\u8303\u843d\u5b9e\u4ece\u4eba\u5de5\u5ba1\u67e5\u53d8\u4e3a\u6301\u7eed\u540c\u6b65\u7684\u5e95\u5c42\u534f\u8bae\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u5173\u952e\u6311\u6218\u4e5f\u5df2\u4ece\u8bc4\u8bba\u4e2d\u6d6e\u73b0\uff1a\u5982\u4f55\u4f18\u96c5\u5730\u5904\u7406\u8bbe\u8ba1\u7cfb\u7edf\u672c\u8eab\u7684\u7248\u672c\u6f14\u8fdb\uff1f\u667a\u80fd\u4f53\u4f9d\u636e\u201c\u6280\u80fd\u6587\u4ef6\u201d\uff08Skills\uff09\u8fd9\u4e00\u9759\u6001\u5feb\u7167\u8fdb\u884c\u521b\u4f5c\uff0c\u5f53\u7cfb\u7edf\u66f4\u65b0\u540e\uff0c\u65e7\u8bbe\u8ba1\u662f\u5426\u4f1a\u88ab\u6807\u8bb0\u4e3a\u201c\u6f02\u79fb\u201d\uff1f\u8fd9\u89e6\u53ca\u4e86\u52a8\u6001\u56e2\u961f\u534f\u4f5c\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5de5\u5177\u82e5\u4e0d\u80fd\u59a5\u5584\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u53ef\u80fd\u4f1a\u5728\u6548\u7387\u63d0\u5347\u7684\u540c\u65f6\uff0c\u5236\u9020\u51fa\u65b0\u7684\u6280\u672f\u503a\u52a1\u4e0e\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b21\u6781\u5177\u9488\u5bf9\u6027\u7684\u201c\u586b\u5751\u201d\u5f0f\u521b\u65b0\u3002\u5b83\u4e0d\u8ffd\u6c42\u70ab\u6280\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u9762\u5411\u5df2\u6df1\u5ea6\u4f7f\u7528Figma\u548cAI\u7f16\u7801\u52a9\u624b\u7684\u4ea7\u7814\u56e2\u961f\uff0c\u89e3\u51b3AI\u843d\u5730\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u878d\u5408\u95ee\u9898\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u8ba9\u201cAI\u751f\u6210\u7684\u8bbe\u8ba1\u201d\u7b2c\u4e00\u6b21\u5177\u5907\u4e86\u88ab\u76f4\u63a5\u201cShip\u201d\u51fa\u53bb\u7684\u8d44\u683c\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\">Figma for Agents<\/span>\n <\/div>\n<div class=\"comment-content\">AI-generated designs break brand standards because agents can’t see your design system. Figma’s use_figma MCP tool changes that. For product teams bridging design and code with AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Figma opened the canvas to agents.<\/p>\n<\/p>\n<p><strong>What is it: <\/strong>Figma’s use_figma MCP tool lets AI agents create and edit designs directly in Figma, working with your actual components, variables, and auto layout not against them.<\/p>\n<\/p>\n<p><strong>The problem: <\/strong>Every AI-generated design has the same tell: it doesn’t look like your product. Components are invented. Spacing is arbitrary. The output is technically a UI, but it’s nobody’s design system. So designers throw it out and start over.<\/p>\n<\/p>\n<p><strong>The solution: <\/strong>Skills are markdown files that encode your team’s design conventions. Agents read them before touching the canvas. Combined with use_figma, agents now have both access and context they know how to work in Figma and they know how to work in your Figma.<\/p>\n<\/p>\n<p><strong>What you can do with it:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfd7\ufe0f Generate component libraries from a codebase<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 Sync design tokens between code and Figma variables, with drift detection<\/p>\n<\/li>\n<li>\n<p>\u267f Auto-generate screen reader specs from UI designs<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd04 Run parallel workflows across multiple agents<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for: <\/strong>Product and design-engineering teams that use Figma as the shared source of truth and want their AI agent workflows to stay connected to it. Heavy users of Claude Code, Codex, Cursor, and Copilot will feel this immediately.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> When the design system evolves and skills get updated, how do you handle designs that were generated under old conventions, do they get flagged as drifted or does the agent silently treat them as correct because it only knows the current skill version?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> The problem with AI design wasn\u2019t quality.<br \/>It was context.<\/p>\n<p>Working inside real Figma components is the difference between \u201clooks cool\u201d and \u201cship it.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what multi-agent platforms need. We’re building Kepion \u2014 an AI company builder with 31 specialized agents, including Maya (Designer) and Kai (Frontend Dev). Right now Maya outputs design tokens and Kai codes them into React components. But there’s a gap: Maya can’t “see” or “touch” actual design files.<\/p>\n<p>Figma for Agents closes that gap. If Maya could create and edit directly in Figma using this MCP tool, then hand off real Figma components to Kai for implementation \u2014 the design-to-code pipeline becomes seamless. No more translating between “design spec as text” and “actual visual design.”<\/p>\n<p>Two questions: does use_figma support reading existing design systems (variables, component libraries) so an agent can stay on-brand? And is there a way to export generated designs directly to code (React\/Tailwind)?<\/p>\n<p>Following this closely. The future of AI-generated products isn’t just code \u2014 it’s code that looks good.<\/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\/@pavel_build\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavel_build<\/a> don’t know if this helps or about use_figma, but Figma’s MCP exposes several other tools also – here are a couple & there are more:<\/p>\n<p>– get_variable_defs – returns design tokens (colors, spacing, typography) from your selection.<\/p>\n<p>– get_code_connect_map – retrieves the mapping between Figma node IDs and your actual codebase components. Enables Claude to use your real Button, Modal, etc. instead of generating new ones.<\/p>\n<p>also, re react, we’re using the Storybook MCP in combination with Figma MCP too<\/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>Good to note that Figma is also innovating forward to stay competitive in the AI landscape. Congrats on the launch! Looking forward to trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> For sure, the bar in AI is moving fast, and Figma is innovating on the go. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle the conflict when the code variables in Figma and the code base diverge? Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Great question, I think the idea is to use agents to continuously compare tokens and mappings between Figma and the codebase, flag drift early, and help you reconcile rather than silently diverge. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 screen reader spec generation is the most underrated part. a11y annotations are always manual, always late, and quietly ignored in code review anyway. <\/p>\n<p>agents generating aria specs from actual design system components \u2014 if that’s real, it’s the first time accessibility sits upstream of the handoff, not downstream.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Totally agree, a11y usually shows up at the very end, so letting agents generate screen reader and aria specs directly from real components is about moving accessibility to the starting line. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI that doesn’t treat Auto -Layout like a suggestion! Look forward to it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kelly_lee_zeeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelly_lee_zeeman<\/a> Haha yes, appreciate you looking forward to 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>Crazy. Would be happier if it works out great for multiple LLMs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@riya_jawandhiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riya_jawandhiya<\/a> I’m thinking their goal is absolutely to make it work well across the tools teams already use. Thanks for stopping by! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels like a missing layer finally getting solved. <\/p>\n<\/p>\n<p>Most AI design tools create \u201cusable UI\u201d, but not <em>your <\/em>UI, which kills real adoption in teams. Connecting agents directly to the design system is the right direction. <\/p>\n<\/p>\n<p>If this actually maintains consistency at scale, it’s not just a design tool upgrade; it changes how design and engineering collaborate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">someone test this and the accuracy of the implementation?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AS6JS7TWSU5PV6\" class=\"app-title\">CatDoes v4<\/a><\/p>\n<div class=\"one-liner\">An AI agent with its own computer builds your apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">339<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CatDoes v4\u662f\u4e00\u4e2a\u4e91\u7aefAI\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u65e0\u4ee3\u7801\u5e94\u7528\u6784\u5efa\u5e73\u53f0\uff0c\u5176\u6838\u5fc3AI\u4ee3\u7406\u201cCompose\u201d\u62e5\u6709\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\uff0c\u53ef\u81ea\u4e3b\u5b8c\u6210\u4ece\u7f16\u7801\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u6d4b\u8bd5\u5230\u9519\u8bef\u4fee\u590d\u7684\u5168\u6d41\u7a0b\uff0c\u8ba9\u521b\u4e1a\u8005\u3001\u8bbe\u8ba1\u5e08\u548c\u5de5\u7a0b\u5e08\u80fd\u5feb\u901f\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u7684\u79fb\u52a8\u5e94\u7528\u548c\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4ece\u6784\u601d\u5230\u843d\u5730\u6267\u884c\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e714aa9-dd62-4875-97d1-5e89c3094a3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed63b265-ee5c-4e36-91d4-91a1d2f2e7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fae735e-8915-4eaa-8f93-1a84b4605210.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82304e45-fbe8-4d06-be6c-7da8af6974ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3656e8d-1c38-4d76-9071-92d864ed4c60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b3af43e-357b-4b4f-924a-2a51d8755ffe.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\/f3b762c8-bceb-475d-a983-72073cd09dcb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XTtfu7bC6qw\"><source src=\"https:\/\/www.youtube.com\/watch?v=XTtfu7bC6qw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8f6c\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/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\u5bf9AI\u4ee3\u7406\u7684\u81ea\u4e3b\u6027\u548c\u201c\u95ed\u6807\u7b7e\u5de5\u4f5c\u201d\u80fd\u529b\u8868\u793a\u60ca\u53f9\uff0c\u8ba4\u4e3a\u5176\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u81ea\u52a8\u5316\u5f00\u53d1\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\uff1a\u975e\u6280\u672f\u4eba\u5458\u80fd\u5426\u7528\u4e8e\u6b63\u5f0f\u90e8\u7f72\uff08\u5b98\u65b9\u80af\u5b9a\u56de\u590d\uff09\uff1b\u5bf9\u201c\u5168\u5bb6\u6876\u201d\u5f0f\u540e\u7aef\u670d\u52a1\u7684\u7075\u6d3b\u6027\u53ca\u6570\u636e\u5b89\u5168\u7684\u8be2\u95ee\uff08\u5b98\u65b9\u89e3\u91ca\u4e86\u4ee3\u7801\u5bfc\u51fa\u3001\u5f00\u6e90\u6280\u672f\u6808\u3001\u52a0\u5bc6\u7ba1\u7406\u548c\u9694\u79bb\u673a\u5236\uff09\uff1b\u6709\u7528\u6237\u5206\u4eab\u4e86\u6210\u529f\u6784\u5efa\u4e60\u60ef\u8ddf\u8e2a\u5668\u3001\u4f5c\u54c1\u96c6\u5e94\u7528\u7684\u7ecf\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 CatDoes v4\u6240\u6807\u699c\u7684\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u5728\u65c1\u5efa\u8bae\u7684AI\u7f16\u7a0b\u52a9\u624b\uff0c\u800c\u662f\u4e00\u4e2a\u65e8\u5728\u63a5\u7ba1\u6574\u4e2a\u5f00\u53d1\u5faa\u73af\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5c06AI\u4ece\u201c\u4ee3\u7801\u751f\u6210\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u73af\u5883\u201d\uff0c\u901a\u8fc7\u8d4b\u4e88AI\u72ec\u7acb\u7684\u4e91\u7aef\u8ba1\u7b97\u673a\u6743\u9650\uff0c\u4f7f\u5176\u80fd\u81ea\u4e3b\u8fdb\u884c\u8bd5\u9519\u3001\u8c03\u8bd5\u548c\u8fed\u4ee3\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u6838\u5fc3\u77ed\u677f\uff1a\u751f\u6210\u4ee3\u7801\u540e\uff0c\u5c06\u7f16\u8bd1\u3001\u4f9d\u8d56\u3001\u90e8\u7f72\u7b49\u7e41\u7410\u4e14\u6613\u9519\u7684\u201c\u810f\u6d3b\u201d\u6254\u56de\u7ed9\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u9ad8\u5ea6\u81ea\u4e3b\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ea7\u54c1\u6700\u5927\u7684\u4ef7\u503c\u5728\u4e8e\u4e3a\u660e\u786e\u3001\u8fb9\u754c\u6e05\u6670\u7684\u8f7b\u91cf\u7ea7\u5e94\u7528\u9700\u6c42\u63d0\u4f9b\u4e86\u201c\u4e00\u952e\u4ea4\u4ed8\u201d\u7684\u53ef\u80fd\u6027\uff0c\u5c24\u5176\u9002\u5408\u539f\u578b\u9a8c\u8bc1\u3001MVP\u6784\u5efa\u6216\u7b80\u5355\u4e1a\u52a1\u6570\u5b57\u5316\u3002\u4f46\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e5f\u540c\u6837\u5c16\u9510\uff1a\u9996\u5148\uff0c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u53ef\u9760\u5b9e\u73b0\u80fd\u529b\u5b58\u7591\uff0cAI\u5728\u6a21\u7cca\u9700\u6c42\u548c\u65e0\u754c\u95ee\u9898\u4e2d\u7684\u51b3\u7b56\u8d28\u91cf\u662f\u9ed1\u7bb1\uff1b\u5176\u6b21\uff0c\u201c\u5168\u5bb6\u6876\u201d\u5f0f\u670d\u52a1\u867d\u7b80\u5316\u4e86\u8d77\u6b65\uff0c\u4f46\u4e5f\u53ef\u80fd\u5f62\u6210\u4f9b\u5e94\u5546\u9501\u5b9a\uff0c\u5c3d\u7ba1\u5b98\u65b9\u627f\u8bfa\u4ee3\u7801\u53ef\u5bfc\u51fa\uff1b\u6700\u540e\uff0c\u5c06\u5b8c\u6574\u7684\u5f00\u53d1\u3001\u90e8\u7f72\u6743\u9650\u6388\u4e88AI\u4ee3\u7406\uff0c\u5176\u5b89\u5168\u8fb9\u754c\u3001\u6210\u672c\u63a7\u5236\uff08\u65e0\u9650\u91cd\u8bd5\u5faa\u73af\uff09\u548c\u6743\u8d23\u754c\u5b9a\uff0c\u5bf9\u4e25\u8083\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u800c\u8a00\u4ecd\u662f\u9700\u8981\u5ba1\u89c6\u7684\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCatDoes v4\u662f\u201cAI\u5373\u670d\u52a1\u201d\u7406\u5ff5\u5728\u5e94\u7528\u5f00\u53d1\u9886\u57df\u7684\u6fc0\u8fdb\u5b9e\u8df5\u3002\u5b83\u5e76\u975e\u8981\u53d6\u4ee3\u4e13\u4e1a\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u5e94\u7528\u5f00\u53d1\u7684\u51c6\u5165\u95e8\u69db\u964d\u81f3\u8fd1\u4e4e\u4e3a\u96f6\uff0c\u8ba9\u201c\u60f3\u6cd5\u201d\u4e0e\u201c\u53ef\u8fd0\u884c\u8f6f\u4ef6\u201d\u4e4b\u95f4\u7684\u8def\u5f84\u6781\u5ea6\u7f29\u77ed\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u70ab\u9177\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u5728\u5b9e\u9645\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5728\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u4e0e\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u7684\u5e73\u8861\u80fd\u5426\u7ecf\u53d7\u4f4f\u8d85\u51fa\u8840\u6c14\u65b9\u521a\u7684\u65e9\u671f\u91c7\u7528\u8005\u4e4b\u5916\u7684\u66f4\u5e7f\u6cdb\u5e02\u573a\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\">CatDoes v4<\/span>\n <\/div>\n<div class=\"comment-content\">CatDoes is a no-code app builder. Its AI agent, Compose, runs in the cloud and has its own computer, so you can close the tab and it keeps working. Compose writes the code, installs the packages, runs the tests, and fixes its own errors. It builds mobile apps and websites. Every plan comes with a backend included, database and auth and storage and edge functions and real-time events. For founders, SMBs, designers, and engineers who want to move faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt,<\/p>\n<\/p>\n<p>I’m Mahdi, co-founder of CatDoes. Building this with Nafis. Big thanks to <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> for hunting us today.<\/p>\n<\/p>\n<p>This is our third time here. v3 was “a team of AI agents that builds your mobile app.” v4 is where that idea grew up.<\/p>\n<\/p>\n<p>The core of v4 is Compose, our new AI agent. It replaces the old specialist-team setup with a single autonomous agent that works more like an engineer you can hand things off to than a copilot that sits next to you while you code.<\/p>\n<\/p>\n<p><strong>A few things that are actually different about Compose:<\/strong><\/p>\n<p>– It runs in the cloud. You describe what you want, close the tab, go to sleep, come back. Compose has been working the whole time.<\/p>\n<p>– It has its own computer. So it can install packages, run scripts, try a build, read the output, and try again if something fails. It doesn’t suggest code changes, it writes them, runs them, and fixes them when they break.<\/p>\n<p>– It spawns subagents. If your request has three independent parts, Compose runs them in parallel instead of serially.<\/p>\n<p>– It decides what to do next. Plans the work, writes the code, runs the tests, ships the build, reads the errors, fixes them.<\/p>\n<\/p>\n<p><strong>What Compose builds<\/strong><\/p>\n<p>Mobile apps and websites. You can start from scratch or import a GitHub repo. Paste a URL (Lovable, WordPress, Shopify, whatever) and Compose will turn that website into a mobile app. Fork any of your projects to ship the same product under a different brand. It also monitors your app’s errors via CatDoes Watch (Built-in error monitoring) and will fix them when you ask.<\/p>\n<\/p>\n<p>Every plan ships with a full backend: CatDoes Cloud. Database, auth, storage, real-time, edge functions. US and EU regions. No separate setup, no extra vendor.<\/p>\n<\/p>\n<p><strong>What’s new since v3<\/strong><\/p>\n<p>– Compose Agent: autonomous, cloud-native, has its own computer<\/p>\n<p>– CatDoes Cloud: backend included on every plan<\/p>\n<p>– Websites + custom domains<\/p>\n<p>– Import from GitHub<\/p>\n<p>– Monorepos with a preview size switcher (mobile, desktop, iPad, phone sizes)<\/p>\n<p>– Website to Mobile App convertor<\/p>\n<p>– File Browser (edit your code from the dashboard)<\/p>\n<p>– Multi-page Canvas (see every screen at once)<\/p>\n<p>– CatDoes Watch (built-in error monitoring, dev and prod)<\/p>\n<p>– Env Manager (store secrets the AI can request but never read)<\/p>\n<p>– Fork Projects<\/p>\n<p>– Principal Agent tier, our smartest agent yet<\/p>\n<\/p>\n<p><strong>Who it’s for<\/strong><\/p>\n<p>– Founders going from idea to a real app in days<\/p>\n<p>– Designers whose prototypes should actually run<\/p>\n<p>– Small businesses that finally need a mobile and web presence<\/p>\n<p>– Engineers who want to ship 10x faster<\/p>\n<p>– Anyone who’s been waiting for tech to catch up with their idea<\/p>\n<\/p>\n<p><strong>Product Hunt perks<\/strong><\/p>\n<p>– 20% off your first paid month with code V4_PH_20, valid this week<\/p>\n<p>– Drop your idea in the comments and I’ll reply with how Compose would tackle it. If it’s interesting, we’ll spin it up and share what Compose built.<\/p>\n<\/p>\n<p>Thanks for taking a look. Feedback from people who showed up for v2 and v3 is a big reason this version exists. \ud83d\ude4c<\/p>\n<\/p>\n<p>Mahdi and Nafis<\/p>\n<p>Co-founders, CatDoes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <a href=\"https:\/\/www.producthunt.com\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a> great stuff! congratulations on the launch of CatDoes V4! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 created my habit tracker app with catdoes, and I love it! Congrats Guys.<\/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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> Glad you loved it, Thank you Ayda \ud83d\ude80\ud83e\udef6\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Let’s gooo <a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> \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, I’m so excited for this! I prototyped 2 apps for my portfolio with CatDoes v3 and now I just tried this and I can’t believe it one-shotted my app. Good job team\u2728\ud83d\udc4c\ud83c\udffc<\/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>Thank you for your comment <a href=\"https:\/\/www.producthunt.com\/@sana_doushabchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sana_doushabchi<\/a> , glad that you found CatDoes useful, would love to know what you have built! \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sana_doushabchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sana_doushabchi<\/a> This is so cool, Thank youu\ud83d\ude80\ud83e\udef6\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Comment Deleted<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Super excited to hunt CatDoes v4 today \u2014 and this one is a meaningful step forward for AI-assisted development.<\/p>\n<\/p>\n<p>I know Mehdi well. He and his co-founder (Nafis) have been heads down building for a long time. Third PH launch. Best one yet.<\/p>\n<\/p>\n<p>Here\u2019s what\u2019s always frustrated me about AI coding tools: They write the code. Then they stop.<\/p>\n<\/p>\n<p>The moment something breaks \u2014 a failed build, a missing dependency, a cryptic error log \u2014 it\u2019s back on you. You\u2019re still the debugger. You\u2019re still the one closing the loop.<\/p>\n<p>CatDoes v4 changes that dynamic.<\/p>\n<\/p>\n<p>The new agent runs on its own cloud machine. It doesn\u2019t just generate \u2014 it:<\/p>\n<\/p>\n<p>\u2192 Installs dependencies on its own<\/p>\n<p>\u2192 Runs the build<\/p>\n<p>\u2192 Reads the error logs<\/p>\n<p>\u2192 Fixes what broke. In a loop.<\/p>\n<\/p>\n<p>You tell it what to build, close the tab, and come back when it\u2019s done.<\/p>\n<\/p>\n<p>That\u2019s not a code generator. That\u2019s agent autonomy.<\/p>\n<\/p>\n<p>And it\u2019s the closest thing I\u2019ve seen to a tireless dev running in the background while you focus on what actually matters.<\/p>\n<\/p>\n<p>Big congrats to Mehdi and Nafis and and the CatDoes team \ud83d\ude4c Three launches in and they keep raising the bar.<\/p>\n<\/p>\n<p>Check it out and drop your questions and feedback below \ud83d\udc47<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <\/p>\n<p>Interesting to see agents moving all the way to building and shipping apps.<\/p>\n<p>As these systems start actually executing things on their own,<\/p>\n<p>it feels like the bigger challenge becomes defining what should be allowed to run \u2014 not just generating or building 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>Is it good enough to deploy to public for non software engineer? Or is it only for vibe coding?<\/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>it is <a href=\"https:\/\/www.producthunt.com\/@linkun_dong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linkun_dong<\/a> !<\/p>\n<p>please give it a try and let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@linkun_dong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linkun_dong<\/a> It’s made for non-technical people. We have business owners, product managers, and designers who use CatDoes to build apps and websites. Give it a try and let me know if you need any help. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u2014 really excited about this release! I built a couple of portfolio apps with CatDoes v3, and even without diving deep yet, this already looks super impressive.<\/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 <a href=\"https:\/\/www.producthunt.com\/@sinan_ugurdag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sinan_ugurdag<\/a> , this is what we like to hear! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sinan_ugurdag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sinan_ugurdag<\/a> Thank you Sinan\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\">You\u2019re bundling a full backend (DB\/auth\/storage\/realtime\/edge). How do you think about the tradeoff between \u201cbatteries included\u201d and flexibility: what\u2019s the escape hatch when teams need custom infra, strict compliance, or want to bring their own services\u2014and how do secrets and production safety work with an autonomous agent?<\/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 the comment <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> \ud83d\ude3b<\/p>\n<p>Batteries-included by default, and exits are there when you want them. CatDoes Cloud (db, auth, storage, realtime, edge functions) ships on every plan and most builders want to ship, not shop for infra. Under the hood we use open-source tech,<em> <\/em>nothing proprietary. Code export is there whenever you want to own the code and leave, and because the stack is open-source the exported code actually runs elsewhere.<\/p>\n<p>GitHub import works the other way where you can bring any repo in and the agent will work on it. The agent isn’t locked to Cloud either; it can wire up Stripe, Clerk, your own Postgres, whatever, by writing against it.<\/p>\n<p>Cloud’s EU region is live at data centers in Europe for data residency, and teams and enterprises can run private Cloud deployments.<\/p>\n<p>On secrets and safety: our Env Manager encrypts everything, the agent only ever sees which keys exist, never the values. For sensitive inputs, there’s a secure input field where values are encrypted on entry and the agent just knows a value is provided and proceeds. Each project runs on its own isolated cloud machine, so no cross-contamination between builds.<\/p>\n<p>Also, CatDoes Watch monitors prod and hands errors back to the agent when you want them fixed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product is really amazing, and I’ve been watching their progress. I really like the quality of the product.<\/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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you Khashayar, 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>Thank you for the comment <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <\/p>\n<\/p>\n<p>We’re a big fan of Starnus here! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am seriously impressed. <\/p>\n<p>I had a few design ideas for my business and they were laying down in my Figma untested. I used Catdoes v4 and tada \ud83e\ude84. Kudos team!!!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eemis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eemis<\/a> Love to hear this! let’s goooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thank you for your comment <a href=\"https:\/\/www.producthunt.com\/@eemis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eemis<\/a> glad you found CatDoes useful! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does it support like all Apple platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>yes <a href=\"https:\/\/www.producthunt.com\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> , it supports both iPhone and iPad apps.<\/p>\n<p>And the best part is, you don’t even need a mac or Xcode to publish your app on the app store.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KEVPSWSDCIA5TB\" class=\"app-title\">Softr AI Co-Builder<\/a><\/p>\n<div class=\"one-liner\">Build business apps with AI – that actually work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">328<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5feb\u901f\u751f\u6210\u5305\u542b\u6570\u636e\u5e93\u3001\u4e1a\u52a1\u903b\u8f91\u548c\u5b89\u5168\u6743\u9650\u7684\u5b8c\u6574\u5546\u4e1a\u5e94\u7528\uff08\u5982\u5ba2\u6237\u95e8\u6237\u3001\u5185\u90e8\u7cfb\u7edf\uff09\u7684AI\u534f\u540c\u6784\u5efa\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u5728\u5b9a\u5236\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u65f6\u9762\u4e34\u7684\u5f00\u53d1\u5468\u671f\u957f\u3001\u6210\u672c\u9ad8\u3001\u539f\u578b\u5de5\u5177\u4e0d\u5b9e\u7528\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49c0d7a9-e529-4867-b150-810839173706.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a07f6c7-b319-4f29-8c6d-a721b7724c1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5fbbc6c-05d2-4168-bcfe-d1c0aa97cb8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b64beb8-52cd-4f8a-b6f0-e34053c47f0e.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\/f502a5ef-60d9-4f50-aed5-55a535658b72.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yrEM74hj8ic\"><source src=\"https:\/\/www.youtube.com\/watch?v=yrEM74hj8ic\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/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\u80fd\u5feb\u901f\u751f\u6210\u201c\u771f\u6b63\u53ef\u7528\u201d\u7684\u8f6f\u4ef6\uff0c\u89e3\u51b3\u4e86\u5176\u4ed6AI\u5de5\u5177\u53ea\u80fd\u505a\u539f\u578b\u7684\u95ee\u9898\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u6570\u636e\u6a21\u578b\u590d\u6742\u6027\u4e0e\u4e1a\u52a1\u903b\u8f91\u6f14\u8fdb\u7684\u517c\u5bb9\u6027\uff1b2. AI\u751f\u6210\u4e0e\u53ef\u89c6\u5316\u7f16\u8f91\u7684\u6743\u9650\u8fb9\u754c\u4e0e\u63a7\u5236\u529b\uff1b3. \u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u5b9e\u9645\u80fd\u529b\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0AI\u8bbe\u8ba1\u7684\u521b\u610f\u81ea\u7531\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Softr AI Co-Builder \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u5e02\u573a\u7684\u4e00\u6b21\u7cbe\u51c6\u5207\u5272\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u4ece\u6f14\u793a\u5230\u4ea4\u4ed8\u201d\u8fd9\u4e00\u5173\u952e\u65ad\u5c42\uff0c\u5c06\u53e3\u53f7\u951a\u5b9a\u5728\u201cactually work\u201d\u4e0a\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAI\u751f\u6210\u5e94\u7528\u666e\u904d\u6ca6\u4e3a\u73a9\u5177\u6216\u534a\u6210\u54c1\u7684\u884c\u4e1a\u75fc\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u751f\u6210\u5e94\u7528\u201d\u8fd9\u4e00\u8868\u8c61\uff0c\u800c\u5728\u4e8e\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u5230\u4e00\u4e2a\u6210\u719f\u3001\u95ed\u73af\u7684\u65e0\u4ee3\u7801\u4ea7\u54c1\u6846\u67b6\u4e2d\u3002\u8fd9\u5e26\u6765\u4e86\u51e0\u4e2a\u5173\u952e\u4f18\u52bf\uff1a\u9996\u5148\uff0c\u5b83\u7528AI\u52a0\u901f\u4e86\u201c\u6784\u5efa\u201d\u8fd9\u4e00\u521d\u59cb\u73af\u8282\uff0c\u4f46\u5c06\u6838\u5fc3\u7684\u53ef\u9760\u6027\u62bc\u6ce8\u5728Softr\u81ea\u8eab\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u3001\u9884\u7f6e\u4e86\u7528\u6237\u8ba4\u8bc1\u3001\u89d2\u8272\u6743\u9650\u548c\u6570\u636e\u5b89\u5168\u7684\u57fa\u7840\u67b6\u6784\u4e0a\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528AI\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u800c\u975e\u7528AI\u627f\u62c5\u5168\u90e8\u8d23\u4efb\uff0c\u89c4\u907f\u4e86\u751f\u6210\u5f0fAI\u5728\u903b\u8f91\u4e25\u8c28\u6027\u4e0a\u7684\u56fa\u6709\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5b83\u63d0\u4f9b\u4e86\u201c\u63d0\u793a\u751f\u6210\u201d\u4e0e\u201c\u53ef\u89c6\u5316\u7f16\u8f91\u201d\u7684\u53cc\u6a21\u63a7\u5236\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u7528\u6237\uff08\u5c24\u5176\u662f\u975e\u6280\u672f\u7528\u6237\uff09\u5fc3\u667a\u6a21\u578b\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014AI\u8d1f\u8d23\u7075\u611f\u4e0e\u8349\u7a3f\uff0c\u4eba\u7c7b\u8d1f\u8d23\u6700\u7ec8\u7684\u786e\u8ba4\u4e0e\u5fae\u8c03\uff0c\u63a7\u5236\u6743\u4ece\u672a\u65c1\u843d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u6765\u81ea\u8bc4\u8bba\u7684\u8d28\u7591\u70b9\u660e\u4e86\u6838\u5fc3\uff1a\u5f53\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u4e1a\u52a1\u6570\u636e\u6d8c\u5165AI\u57fa\u4e8e\u7406\u60f3\u5316\u63cf\u8ff0\u751f\u6210\u7684\u6570\u636e\u5e93\u67b6\u6784\u65f6\uff0c\u7cfb\u7edf\u80fd\u5426\u4f18\u96c5\u5730\u6f14\u8fdb\uff1f\u8fd9\u8003\u9a8c\u7684\u662f\u5176\u5e95\u5c42\u6570\u636e\u6a21\u578b\u7684\u7075\u6d3b\u6027\u4ee5\u53ca\u201c\u534f\u540c\u6784\u5efa\u201d\u4e2d\u201c\u534f\u540c\u201d\u4e8c\u5b57\u7684\u771f\u529f\u592b\u2014\u2014AI\u80fd\u5426\u7406\u89e3\u5e76\u534f\u52a9\u7528\u6237\u8fdb\u884c\u590d\u6742\u7684\u4e1a\u52a1\u903b\u8f91\u8fed\u4ee3\uff0c\u800c\u975e\u4ec5\u4ec5\u5b8c\u6210\u4e00\u6b21\u6027\u751f\u6210\u3002\u6b64\u5916\uff0c\u5728\u9ad8\u5ea6\u5b9a\u5236\u5316\u4e0e\u590d\u6742\u96c6\u6210\u573a\u666f\u4e0b\uff0c\u5b83\u80fd\u5426\u5728\u201c\u5f00\u7bb1\u5373\u7528\u7684\u4fbf\u6377\u6027\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u7684\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5173\u952e\u5e73\u53f0\u201d\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSoftr\u6b64\u4e3e\u662f\u52a1\u5b9e\u7684AI\u4ea7\u54c1\u5316\u5178\u8303\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u201c\u5b8c\u5168\u81ea\u4e3bAI\u7f16\u7801\u201d\u7684\u5e7b\u5f71\uff0c\u800c\u662f\u7528AI\u5f3a\u5316\u81ea\u8eab\u62a4\u57ce\u6cb3\uff0c\u89e3\u51b3\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\u7684\u6548\u7387\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u547d\u9898\uff1a\u5728\u5546\u4e1a\u8f6f\u4ef6\u9886\u57df\uff0c**\u201cAI\u589e\u5f3a\u201d** \u6216\u8bb8\u6bd4 **\u201cAI\u53d6\u4ee3\u201d** \u662f\u4e00\u6761\u66f4\u7a33\u5065\u3001\u66f4\u53ef\u6301\u7eed\u7684\u8def\u5f84\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\">Softr AI Co-Builder<\/span>\n <\/div>\n<div class=\"comment-content\">Build custom portals, internal tools, and ops systems with AI in minutes. Describe what you need, and the AI Co-Builder generates the app, database, and business logic, secure and ready for real users. Refine with prompts or edit visually – you’re in control.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt community,<\/p>\n<p>2025 was the era of shiny demos. <strong>2026 is the era of useful business software your business runs on.<\/strong><\/p>\n<p>If you’ve ever tried to build a custom business tool – a client portal, a vendor management system, an internal CRM – you know the options aren’t great. Off-the-shelf software almost fits, but not quite. Hiring a developer takes months and costs more than expected. And AI or vibe coding tools? Great for prototypes, but the moment real users and real data get involved, things fall apart fast.<\/p>\n<p>Today, we’re bringing Softr\u2019s AI Co-Builder to the Product Hunt community: the first AI platform for building real business software. Not prototypes. Not demos. Software that works, every single time.<\/p>\n<p>Here’s what makes it different:<\/p>\n<p>\ud83c\udfd7\ufe0f <strong>Generate real business software from a prompt:<\/strong> Describe what you need, and Softr\u2019s new AI Co-Builder instantly creates the database, application, and business logic – already connected, secure, and ready for real users.<\/p>\n<p>\ud83d\udd01 <strong>Refine with AI or edit visually:<\/strong> Switch between AI prompting and visual editing at any time. You build it, own it, and iterate on it – no black box, no developer required. <br \/><em>Need something custom? Use the vibe coding block to build your own design and logic exactly the way you want.<\/em><\/p>\n<p>\ud83d\udd12 <strong>Secure and fully-functional by default:<\/strong> Logins, roles, permissions, and security are built in from day one, so you can actually launch it to your team or clients without it falling apart.<\/p>\n<p>\ud83e\udde9 <strong>Connect your data and tools:<\/strong> Your data, your apps, and your workflows all live in Softr. Connect your existing tools, automate processes, and manage your complete business operations without switching context.<\/p>\n<p>\ud83d\udc49 Try it free at <a href=\"https:\/\/softr.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/softr.io\/<\/a><\/p>\n<p>Over <strong>1 million builders<\/strong> worldwide already use Softr. We can’t wait to see what the next million builds! <\/p>\n<p>Let us know what you think – we’ll be in the comments all day to answer questions. <\/p>\n<p>\u2013 Mariam and the Softr Team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> a friend is building an online school, and I’m helping her finding the right LMS (learning management system).<\/p>\n<p>There’s one specific requirement that is only available in the custom pricing tier. My solution was to use a lower tier + zapier until she is able to afford the higher tier. I was never comfortable recommending a vibe-coding platform. But now, Softr AI Co-Builder may be the solution! <\/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\/@mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> When the AI Co-Builder generates the database schema and business logic together from a prompt, what happens when a user’s real data turns out to be messier or more complex than the prompt implied, can the schema evolve without breaking the app logic built on top of it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m very happy to see app building became even faster and easier in Softr. Shout out to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really proud of what the team has shipped here! Excited for what people will build with it \ud83d\udcaa\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So proud of this one! <\/p>\n<\/p>\n<p>Real software building for non technical people, where they can reason visually versus getting stuck in code editing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really game changer. Now the only thing which limits you in Softr is your imagination.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks seriously powerful <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building with AI app builders, you bump into the same issues: you start from scratch. I’ve tried the AI app building capabilities of Softr and it actually delivers what it promises: within a ridiculous short amount of time, you have an app you can actually use for your team, business or a client. The crazy part is that this is only the beginning! <\/p>\n<\/p>\n<p>Big congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/softr\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"softr\" target=\"_blank\" rel=\"noopener\">@Softr<\/a> team–you’ve built something people love.<\/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\/@leo_selie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_selie<\/a> 100%, exactly why Softr’s new AI platform for building business apps exists! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been building apps with Softr for 4 years and I must say that this AI cobuilder is actually useful, and actually works.<\/p>\n<\/p>\n<p>It implemented very nice layouts that I never thought about and it’s super nice to get this extra inspiration and support as I’m building.<\/p>\n<\/p>\n<p>Manually configuring 12 blocks in an app was a bit repetitive and long (couple hours, nothing dramatic when building full stack business apps) so I’m now skipping some parts thanks to the co-builder.<\/p>\n<\/p>\n<p>I recommend anyone to test this prompt “Add a new page to my app to show 5 analytics charts you think are relevant”.<\/p>\n<p>1 prompt away from adding a nice analytics page to any app.<\/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\/@guillaume_duvernay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillaume_duvernay<\/a> thanks for being part of this, and all the amazing things you are building! \ud83d\udc9b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve tried quite a few tools that promise to generate complete apps, and most of them tend to produce very similar, static, and somewhat monotonous results. With Softr, though, the experience felt different from the start, even the building process itself is genuinely delightful.<\/p>\n<p>The output was surprisingly good and stood out compared to other tools I\u2019ve tested. I especially liked how easy it is to preview the project across different devices, the responsive view is very handy.<\/p>\n<p>If I could suggest one improvement, it would be adding an option like \u201cbe creative\u201d (or something similar) when choosing a theme. That could give the AI more freedom and bring a fresh, unexpected touch to the generated designs.<\/p>\n<p>That said, congratulations on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Thank you for checking Softr out and your feedback! <\/p>\n<p>We have designed Softr specifically for non-technical teams, who don’t want to be left with generated code, APIs, but want to build solutions, fast!<\/p>\n<\/p>\n<p>Thanks for the improvement suggestion, will take this back to the team! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">On the \u201cAI vs visual editor\u201d spectrum, where do you draw the line on what AI is allowed to change automatically (schema, permissions, workflows), and what product tradeoffs did you make to keep generated apps maintainable and debuggable versus fully code-first tools like Retool\/Replit?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> few things we prioritise – Security layer should not be hidden in the code e.g. if you have a button to add new task and delete task builder should be able to click and configure. <\/p>\n<p>Re changes around schema – we ask the builder to confirm before it does perform destructive actions<\/p>\n<p>And generally we mix Softr’s no-code building blocks and constraints with code generated alternatives when applicable and aagain add no-code touch above the 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Back in 2023, not long after chatGPT came out, Softr was probably the first company to have launched an AI app builder (you can see it in our past launches \ud83d\ude04)<\/p>\n<p>It felt like the most cutting-edge thing at the time.<\/p>\n<p>…and our new AI co-builder just made that old version look like a toy.<\/p>\n<p>I know the first thing on your mind is probably “How is Softr different from {another vibe coding tool}”?<\/p>\n<p>Here is a TL;DR:<\/p>\n<p>1. <strong>User auth, database, and automation out-of-box<\/strong> with their own UI. There’s no need to wrangle multiple systems together or pay for multiple subscriptions.<\/p>\n<p>2. You can build by both <strong>prompting AND visual editing<\/strong>. From our learnings over the past 5 years, combining both modes is truly the best UX. Many vibe coding tools get non-technical 80% there, and stay there. We let you actually finish the job with confidence. <\/p>\n<p>3. Business apps require reliability \u2013 <strong>permissions, security, and custom logic<\/strong>…things that most people don’t realize how complex it is (because most SaaS took care of it). We provide all the tools for any non-technical users to configure them without having to verify whether LLM-generated code does what they want.<\/p>\n<p>4. We have highly flexible blocks, fields, actions, integrations, and features that are constantly being improved and maintained by our team. And if you need something more unique, you have the option to vibe code your own and connect to any API with secure auth. So you get the best of both worlds!<\/p>\n<p>I know these claims are probably not enough to convince you, so you just have to try it out \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamaustinyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamaustinyang<\/a> good memories of the old AI app builder \ud83d\ude42 But truly, it looks like a toy now, with this powerful AI platform that’s so much smarter, faster, and fully functional! <\/p>\n<\/p>\n<p>It wouldn’t have been here without your and the team’s efforts! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 real test will be how well it handles complex business logic not just simple portals.<\/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\/@brandon_elliott1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandon_elliott1<\/a> absolutely! that’s exactly why we think Softr stands out in the market – as a poster child of the no-code world, we have exactly been abstracting that complexity of software building – all of that is handled for the users – roles, granular permissions who can use the app in what ways, custom automations on button clicks, and so much more! <\/p>\n<\/p>\n<p>Please check out and share your 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>The quality of this launch, and especially the video, reminds me of how AI has improved because your outputs are on a very professional level. Nice job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thanks so much for the kind 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\/products\/softr\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"softr\" target=\"_blank\" rel=\"noopener\">@Softr<\/a> and team, just wanted to say it’s a great option out of all the other presents in the market, I have built some custom projects for my project-specific requirements and they are working fine with daily task….<\/p>\n<\/p>\n<p>all the best!!<\/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\/@pulkit_singh7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_singh7<\/a> thanks a lot! more exciting features will come soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pulkit_singh7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_singh7<\/a> thank you Pulkit! great to hear that \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>This is a complete package now. Everything handled very well. Even the Auth, which I used to struggle a lot with. I now make apps while in between my meals.<\/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>I’m also very fond of this one, and I think it’s actually a pretty new view into the software development using AI agents. This doesn’t do bare code development, but rather reuses components that are battle-hard and sure that they work. It’s much better than just writing code that you cannot look into its details because you’re lacking expertise or anything similar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this team! Excited to try this out on a meaty business case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@startupstella\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@startupstella<\/a> wohooo! can’t wait to see what you build! \ud83e\udd0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 had used Softr when the widget-based building was the norm. Any particular capability that differentiates Softr from the Replits and Emergents of the world <a href=\"https:\/\/www.producthunt.com\/@arturmkrtchyan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arturmkrtchyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arturmkrtchyan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@sayanta_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayanta_ghosh<\/a> Thanks for chiming in – see Austin’s comment above – <a href=\"https:\/\/www.producthunt.com\/products\/softr?comment=5293457\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/softr?comment=5293457<\/a> that explains it all. Softr is the combination of the speed of AI and the reliability of no-code: it helps generate fully functional, secure business software, ready to be deployed to your employees or clients – and the same non-tech business users own it, maintain it and iterate on it – without handing it over to developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Our new AI co-builder is absolutely amazing for building business apps at scale and with speed! I’ve literally seen customers now build secure, scalable, and powerful apps in hours instead of weeks and months like with other vibe-coding tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I loved seeing the whole Softr team bring this one to life! And amazing that we can finally share it with everyone. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great fresh energy in the vibe coding space, giving users control over all aspects of their full-stack app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hdkstr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hdkstr<\/a> business apps can’t rely on vibes alone \ud83d\ude42 Security and control are at the core of any business software! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This one is really a game changer! I really like how it reduces the barrier to entry \u2014 you can just use chat and ask for new things instead of building everything from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Excited for this one to be out there. Real business software, generated by AI, that you can actually put in front of users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “2026 is the era of useful business software” framing is right. No-code tools that fail when real users and real data get involved have been the consistent gap.<\/p>\n<\/p>\n<p>I built StoryRoute (<a href=\"https:\/\/storyroute.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/storyroute.netlify.app\/<\/a>) as a side project \u2014 an interactive travel app where users explore cities through curated story-driven routes. It’s a niche use case, but shipping something with real interactivity without a full dev team is what made it viable. The tooling is finally at a point where the idea-to-working-app gap is genuinely closable for solo builders. Softr’s focus on apps that run real operations rather than just demo well is the right priority. Curious how the AI Co-Builder handles complex relational data (the point where most no-code platforms start breaking down).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between “working prototype” and “software your business actually runs on” is where most no-code tools quietly give up. That’s the right problem to go after. Netflix and Google as reference customers is a bold flex though \u2014 would love to see some small business examples too. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Excited to see the evolution of Softr over the years. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction. The idea of generating not just UI but also database and logic in one go feels like a big step forward. How are teams typically iterating on apps after the initial AI 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see Softr pushing in this direction. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariam_hakobyan5\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mariam_hakobyan5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariam_hakobyan5<\/a> the product speaks for itself. Softr is the <strong>only AI platform <\/strong>in the space that can take you from painful workflow to complete end-to-end <strong>REAL <\/strong>app that solves that workflow, in a few minutes. AI + No code is the future. True autonomy in the workplace as a non-technical team is the best way to go faster, and the hundreds of thousands of users building portals and internal tooling have already proven this is a reality.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/IB3733X3JMRODF\" class=\"app-title\">Ovren<\/a><\/p>\n<div class=\"one-liner\">Your AI engineering department that ships your backlog<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">284<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ovren\u662f\u4e00\u4e2aAI\u5de5\u7a0b\u90e8\u95e8\u89e3\u51b3\u65b9\u6848\uff0c\u901a\u8fc7\u90e8\u7f72\u524d\u7aef\u548c\u540e\u7aefAI\u5de5\u7a0b\u5e08\u5728\u771f\u5b9e\u4ee3\u7801\u5e93\u4e2d\u6267\u884c\u8303\u56f4\u660e\u786e\u7684\u79ef\u538b\u4efb\u52a1\uff08\u5982Bug\u4fee\u590d\u3001\u91cd\u6784\u3001UI\u8c03\u6574\uff09\uff0c\u5e2e\u52a9\u56e2\u961f\u81ea\u52a8\u5316\u5904\u7406\u90a3\u4e9b\u91cd\u8981\u4f46\u603b\u88ab\u6392\u671f\u5ffd\u7565\u7684\u5f00\u53d1\u5de5\u4f5c\uff0c\u8ba9\u56e2\u961f\u80fd\u4e13\u6ce8\u4e8e\u6838\u5fc3\u8fed\u4ee3\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74aab1dc-11f4-4b92-870e-2ec623121c82.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\/c83374ee-4fdd-47ff-9e03-2e30b42f3fc0.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\/1de6c016-9d39-4235-8c65-4204318aabf8.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\/32984469-eed5-401c-83dd-9ed4ed4d24d5.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\/9c113a92-35a3-4e55-89c5-996679574c0c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=PGp0dFAgzEg\"><source src=\"https:\/\/www.youtube.com\/watch?v=PGp0dFAgzEg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u79ef\u538b\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5e08<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\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\u80af\u5b9a\u5176\u89e3\u51b3\u6280\u672f\u503a\u52a1\u548c\u660e\u786e\u8303\u56f4\u4efb\u52a1\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u5176\u4ea7\u54c1\u5316\u89d2\u8272\u5206\u5de5\uff08\u524d\u7aef\/\u540e\u7aefAI\uff09\u662f\u4eae\u70b9\u3002\u4e3b\u8981\u5173\u5207\u70b9\u5728\u4e8eAI\u5bf9\u7279\u5b9a\u4ee3\u7801\u5e93\u67b6\u6784\u548c\u590d\u6742\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u80fd\u529b\u3001\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Claude\u3001CLI\uff09\u7684\u96c6\u6210\u3001\u5b9a\u4ef7\u5bf9\u521d\u521b\u56e2\u961f\u7684\u53cb\u597d\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u5904\u7406\u6a21\u7cca\u3001\u590d\u6742\u7684\u79ef\u538b\u4efb\u52a1\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 Ovren\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eGitHub Copilot\u7b49\u201c\u7f16\u7801\u52a9\u624b\u201d\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u5207\u5165\u4e00\u4e2a\u66f4\u75db\u3001\u66f4\u663e\u6027\u7684\u5e02\u573a\u7a7a\u767d\uff1a\u5de5\u7a0b\u79ef\u538b\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u201c\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u662f\u201c\u6267\u884c\u4efb\u52a1\u201d\uff0c\u8fd9\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u526f\u9a7e\u9a76\u201d\u5411\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u8fc8\u51fa\u4e86\u8bd5\u63a2\u6027\u4f46\u5173\u952e\u7684\u4e00\u6b65\u3002\u4ea7\u54c1\u5c06AI\u89d2\u8272\u4ea7\u54c1\u5316\u4e3a\u201c\u524d\u7aef\/\u540e\u7aef\u5de5\u7a0b\u5e08\u201d\uff0c\u5e76\u5f3a\u8c03\u8f93\u51fa\u201c\u53ef\u5ba1\u67e5\u7684\u4ee3\u7801\u66f4\u65b0\u201d\uff0c\u65e8\u5728\u6784\u5efa\u4e00\u79cd\u53ef\u63a7\u3001\u53ef\u4fe1\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\uff0c\u800c\u975e\u9ed1\u7bb1\u9b54\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u771f\u5b9e\u6311\u6218\u4e0e\u8bc4\u8bba\u4e2d\u7684\u7591\u8651\u9ad8\u5ea6\u4e00\u81f4\uff1a**\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u6df1\u5ea6\u51b3\u5b9a\u5176\u4ef7\u503c\u4e0a\u9650**\u3002\u79ef\u538b\u4efb\u52a1\u4e4b\u6240\u4ee5\u79ef\u538b\uff0c\u5f80\u5f80\u56e0\u5176\u6d89\u53ca\u5386\u53f2\u51b3\u7b56\u3001\u6a21\u7cca\u7684\u4e1a\u52a1\u903b\u8f91\u548c\u590d\u6742\u7684\u4f9d\u8d56\u5173\u7cfb\u3002Ovren\u4ece\u201c\u8303\u56f4\u660e\u786e\u201d\u7684\u4efb\u52a1\u5165\u624b\u662f\u52a1\u5b9e\u7684\u8d77\u70b9\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u4ef7\u503c\u6d3c\u5730\uff1b\u771f\u6b63\u7684\u201c\u5de5\u7a0b\u503a\u52a1\u201d\u5f80\u5f80\u6a21\u7cca\u4e14\u76f8\u4e92\u7ea0\u7f20\u3002\u82e5\u5176AI\u65e0\u6cd5\u6df1\u5165\u7406\u89e3\u9879\u76ee\u7279\u6709\u7684\u8bbe\u8ba1\u6a21\u5f0f\u3001\u7ea6\u5b9a\u548c\u201c\u4ee3\u7801\u80cc\u540e\u7684\u610f\u56fe\u201d\uff0c\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u82b1\u54e8\u7684\u4ee3\u7801\u751f\u6210\u5668\uff0c\u4ec5\u80fd\u5904\u7406\u6a21\u677f\u5316\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5728\u4e8e\u5bf9\u4ee3\u7801\u5e93\u7684\u6301\u7eed\u5b66\u4e60\u548c\u5efa\u6a21\u80fd\u529b\uff0c\u6784\u5efa\u4e00\u4e2a\u8d85\u8d8a\u8868\u9762\u8bed\u6cd5\u7684\u201c\u9879\u76ee\u77e5\u8bc6\u56fe\u8c31\u201d\u3002\u6b64\u5916\uff0c\u5982\u4f55\u65e0\u7f1d\u878d\u5165\u73b0\u6709\u5f00\u53d1\u6d41\u7a0b\uff08\u5982Git\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\uff0c\u5e76\u5efa\u7acb\u8ba9\u5de5\u7a0b\u5e08\u613f\u610f\u4fe1\u4efb\u7684\u5ba1\u67e5\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u53d8\u4e3a\u201c\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u521d\u7ea7\u5de5\u7a0b\u5e08\u201d\uff0c\u4f46\u5de5\u7a0b\u56e2\u961f\u7684\u7ec8\u6781\u9700\u6c42\uff0c\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u6240\u6709\u5386\u53f2\u5305\u88b1\u548c\u672a\u6765\u613f\u666f\u7684\u201c\u8d44\u6df1\u67b6\u6784\u5e08\u201d\u3002Ovren\u7684\u8def\u5f84\u6b63\u786e\uff0c\u4f46\u6700\u8270\u96be\u7684\u90e8\u5206\u2014\u2014\u6df1\u5ea6\u7406\u89e3\u4e0e\u590d\u6742\u51b3\u7b56\u2014\u2014\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ovren<\/span>\n <\/div>\n<div class=\"comment-content\">Every team has a backlog full of tasks that never make it into a sprint. Ovren puts AI frontend and backend engineers on it – they work inside your real codebase, execute scoped tasks, and deliver reviewable code updates. You stay in control. Nothing ships without your approval.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b Mikita here, founder of Ovren.<\/strong><\/p>\n<p>We built Ovren because most AI coding tools still optimize for assistance.<br \/>We think the bigger opportunity is <strong>backlog execution<\/strong>.<\/p>\n<p>Every team has engineering work that never makes it into a sprint:<br \/>bug fixes, refactors, UI changes, integrations, tests, cleanup, and all the repetitive tasks that pile up.<\/p>\n<p><strong>Ovren helps teams move through that backlog faster.<\/strong><\/p>\n<p>Today, teams can assign scoped tasks to AI frontend and backend engineers that work inside a real codebase and return <strong>reviewable code updates<\/strong>, not just suggestions.<\/p>\n<p>We\u2019re focused on <strong>well-scoped backlog automation first<\/strong>, then expanding toward deeper repo understanding, stronger multi-task execution, more autonomous task pickup, and <strong>AI QA automation<\/strong> as one of the next major layers.<\/p>\n<p><strong>What backlog tasks would you already trust AI to fully execute today inside a real repo?<\/strong><\/p>\n<p>Would love your honest take \ud83d\ude4c<\/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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> Love this direction, very relevant problem and a strong take on AI for real engineering workflows. Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> bug fixes and cleanup are the ‘death by a thousand cuts’ for most dev teams. i usually have to beg my engineers to prioritize tech debt over new features. having an ai engineer specifically for the backlog is a brilliant angle. awesome<\/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>We also added a small launch-day perk: 50% off the first month with code PRODUCTHUNT for early Product Hunt supporters \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A lot of products in this space are still one general coding agent, and then you prompt it to \u201cact like a frontend engineer\u201d.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/ovren\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ovren\" target=\"_blank\" rel=\"noopener\">@Ovren<\/a> is taking a more concrete route by turning the roles, responsibilities, and input\/output boundaries into actual product structure: FE handles UI features, component refactors, and visual bugs; BE handles APIs, services, migrations, and tests; QA is coming next.<\/p>\n<p>That makes the whole \u201cAI engineering department\u201d idea much easier to understand inside a real backlog workflow.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> <strong>Thank you, that’s axect our direction! <\/strong>We wanted to make this much more concrete around real backlog workflows – clearer ownership, clearer boundaries, and reviewable outputs.<\/p>\n<p>Appreciate you calling that out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real challenge will be ensuring AI understands repo specific architecture and conventions deeply.<\/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\/@colin_barrett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_barrett<\/a> Exactly, that’s the real change. No generating code, but understanding repo-specific constructs well enough to produce changes teams can actually trust and review.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@colin_barrett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_barrett<\/a> Exactly, that’s an important challenge which Ovren trying to solve. All repository import analyzed for architecture and conversions. Then that’s used for solving the tasks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Biggest value here is not writing new code but cleaning up the engineering debt that teams ignore.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Exactly. A lot of real value is hidden in the work teams keep postponing. That’s the backlog we want to help clear.<\/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\/@bruce_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruce_warren<\/a> Hundred percent true.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The scoped task approach is smart it reduce risk compared to fully autonomous coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_douglas5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_douglas5<\/a> Exactly, that’s the path we believe in.<\/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>Interesting! Congrats on a launch. How does Ovren integrate with other tools and existing workflows like Claude? Is it a web platform? Does it has CLI\/skills to plug in?<\/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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> Thanks a lot, Nikita, appreciate it. Right now, it’s a web platform focused on assigning scope tasks and returning reliable code updates. Over time, we definitely see deeper workflow integrations becoming a big part of the product, according to a more flexible way to fit into existing engineering setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting direction.<\/p>\n<p>The idea of \u201cAI working through the backlog\u201d sounds great, but in practice that\u2019s usually where all the messy, ambiguous tasks live \ud83d\ude05<\/p>\n<p>In our experience, the hard part isn\u2019t writing the code, it\u2019s understanding context, edge cases, and intent behind old tickets.<\/p>\n<p>Curious. What kind of tasks are actually working well for you right now?<\/p>\n<p>More clearly scoped things (bugs, small features), or are you seeing success with more ambiguous work too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@judit10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judit10<\/a> Very fair point, and we agree. Right now, the strongest feat is clearly Scoped Backlog work: bug fixes, refactors, UI changes, integration, and similar implementation tasks. The messy context and old ticket ambiguity are exactly the hard part, so we are building toward that step by step.<\/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\/@judit10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judit10<\/a> At the moment, the biggest value comes from resolving clearly scoped things, and we gradually move into solving more complex issues using clever context management and fine-tuned workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, congrats on your launch day, and I love the positioning. <\/p>\n<p>Backlog is one of those problems – painful, but somehow still unsolved. What about your target audience right now? Whether there are solo founders, small teams, or larger engineer teams?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks a lot, Kate, really appreciate it.<\/p>\n<p>Right now we\u2019re most focused on startups and small teams where backlog pressure is high and engineering bandwidth is limited. But we also see strong value for solo founders and, over time, larger engineering teams as the workflows get deeper.<\/p>\n<p>Curious where you feel this pain is strongest today?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> important to high that’s not a replacement of the developers. That’s enforcement of the existing team. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kirill here \u2014 I\u2019m focused on the data and intelligence side of Ovren.<\/p>\n<p>For me, backlog automation gets interesting when it moves beyond code generation and into real context understanding.<\/p>\n<\/p>\n<p>To be genuinely useful, the system has to make sensible decisions inside messy repos and return changes a team can actually trust.<\/p>\n<\/p>\n<p>We\u2019re starting with well-scoped tasks first, then pushing toward deeper automation layers like QA.<\/p>\n<p>Would love to hear where people think AI becomes truly useful first in the software delivery workflow.<\/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\/@kirill_lepchenkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_lepchenkov<\/a> Well said, context understanding is where this gets truly useful, especially inside real repos and delivery workflows.<\/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>Maxim here, CTO at Ovren<\/p>\n<\/p>\n<p>What I like most about this space is that the real challenge isn\u2019t code generation \u2014 it\u2019s making AI reliable inside real codebases, where architecture, conventions, and reviewability matter.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019re focused on well-scoped backlog work first: practical trust, strong repo context, and clear outputs instead of black-box automation.<\/p>\n<\/p>\n<p>Really curious what engineering tasks people here would actually automate first.<\/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\/@maxim_agapov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxim_agapov<\/a> Exactly, practical trust inside real codebases is the hard part. That\u2019s a huge part of what we\u2019re building.<\/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>There are so many different solutions of this kind on the market, but what sets this one apart, I would say, is the sensible and meaningful usage of AI and the nice UI that orchestrates it all together. <\/p>\n<p>I wish the team all the luck and best success in this. This Product Hunt launch is just the first step in their journey, and I’m excited to see where this leads them.<\/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\/@vibor_cipan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibor_cipan<\/a> Thank you so much! I really appreciate that. That’s exactly the kind of balance we care about: making AI useful in a practical way and dropping up in a workflow people can actually trust and use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good 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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thank you so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the pricing model affordable for small startups ?<\/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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> Yes, that’s exactly who we are optimizing for early on. We want it to be accessible for startups and small teams, no, just larger engineering orgs.<\/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>Hello Mikita, congrats on the launch, i like the demo, one question though, do you consider letting user assigns those tasks on the phone using app or messenger? I would personally have value from that<\/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\/@dan_pak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_pak<\/a> Thanks a lot, Daniil, really appreciate that. Yes, definitely something we\u2019re thinking about. Long term, assigning and managing tasks from mobile or messaging feels very natural for this kind of workflow. Curious which format you\u2019d use most – app, Slack, Telegram, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My team and I use Orwin, and it was a fantastic product. We had a UI glitch. We made it visible, but it wasn’t linked to the backend code, so there was a backlog in that. We had to fix that, and Orwin was there to speed things up, so it was a great help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_singhal12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_singhal12<\/a> Thanks a lot, Aditya, really appreciate it \ud83d\ude4c<br \/>That\u2019s exactly the kind of backlog work Ovren is built to help teams move through faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_singhal12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_singhal12<\/a> Great to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations guys! Such a cool product<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks a lot, Dmitry, really appreciate it. Glad it resonates \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built a similar system for personal use \u2014 <a href=\"https:\/\/github.com\/rajasekarm\/velo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Velo<\/a>, an agentic engineering team built on Claude Code. It comprises a full squad of specialised agents: Product Manager, Tech Lead, domain engineers, and reviewers across security and observability. The workflow is approval-gated at every stage \u2014 PRD before design, design before build, review before commit. Nothing reaches the codebase without explicit sign-off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rajasekarm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajasekarm<\/a> Thanks for sharing! I really like it! The approval-gated flow is exactly the right direction in our view. Structured execution, clear checkpoints, and humans. I know where it matters.<\/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\/@rajasekarm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajasekarm<\/a> agree that successful agent approach nowadays. We are using similar approach in the Ovren. Just let the user to validate\/comment\/approve critical steps. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this direction. Focusing on actual backlog execution instead of just suggestions feels like a meaningful shift. What kinds of tasks are teams trusting it with first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Mostly well-scaled backlog workflows, bug fixes, cleanup, small refactors, UI changes, tests, and small feature executions. That’s where trust builds fastest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Well-scaled backlog workflows for now, but we are working on more ambitious workflows with ambiguity resolution for tackling more complex tasks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@mikita_aliaksandrovich\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> Thanks a lot, we really appreciate 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\">On the security\/governance side, what\u2019s your recommended setup for a production team (GitHub permissions, branch protections, environment isolation, secrets handling), and what tradeoffs did you make between autonomy and least-privilege access to make \u2018nothing ships without approval\u2019 actually hold in practice?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. We believe the right default for production teams is least privilege. Protected branches, isolated execution, careful secrets handling, and no direct production authority. Overend can do the work, but final shipping stays with the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7A2U5I3Q7TYWZO\" class=\"app-title\">FuseAI<\/a><\/p>\n<div class=\"one-liner\">The Agentic Sales Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">240<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FuseAI\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u9500\u552e\u4e00\u4f53\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u5b9e\u65f6\u4fe1\u53f7\u3001\u6570\u636e\u6e05\u6d17\u3001\u591a\u6e20\u9053\u81ea\u52a8\u5316\u4e0eAI\u5de5\u4f5c\u6d41\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u56e0\u4f7f\u7528\u591a\u6b3e\u5272\u88c2\u5de5\u5177\u800c\u5bfc\u81f4\u7684\u5916\u9500\u552e\u6548\u7387\u4f4e\u4e0b\u3001\u6210\u672c\u9ad8\u6602\u548c\u8fd0\u8425\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e82f94eb-4050-4f5a-8f83-e6ff506ac089.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\/6676293d-b6d3-4908-8424-630aa74deae2.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\/b396a46d-eee6-45e3-b89a-b5eb5e041187.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\/041a56b4-1b15-45e0-9d4e-d3aae4a80ecb.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\/e1abe9dd-e128-48d7-a3e1-fed027cca404.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\/9428d40d-4105-4914-bbcc-fbfad49f0c52.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\/10b8087b-3b6c-4786-8843-610b8d04cf01.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\/4f1b9a40-b83b-43cc-a73c-2d5b1b40e13e.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/860f79058c1d44c5be2a9b09c87c1892\"><source src=\"https:\/\/www.loom.com\/share\/860f79058c1d44c5be2a9b09c87c1892\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316SaaS<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u6574\u5408<\/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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5de5\u5177\u6cdb\u6ee5\u201d\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u201c10\u5206\u949f\u8bbe\u7f6e\u201d\u8868\u793a\u597d\u5947\u4e0e\u6d4b\u8bd5\u610f\u613f\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1a1. \u5404\u6a21\u5757\u529f\u80fd\u6df1\u5ea6\u662f\u5426\u5ab2\u7f8e\u5355\u4e00\u4e13\u4e1a\u5de5\u5177\uff1b2. \u90ae\u4ef6\u9001\u8fbe\u7387\u7b49\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u53ef\u9760\u6027\uff1b3. AI\u5de5\u4f5c\u6d41\u5904\u7406\u590d\u6742\u9500\u552e\u60c5\u666f\uff08\u5982\u5f02\u8bae\u5904\u7406\uff09\u7684\u9002\u5e94\u6027\uff1b4. \u81ea\u5b9a\u4e49\u4fe1\u53f7\u641c\u7d22\u7684\u80fd\u529b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79ef\u6781\uff0c\u5f3a\u8c03AI\u52a0\u901f\u4e86\u5f00\u53d1\u4ee5\u5b9e\u73b0\u529f\u80fd\u5e73\u4ef7\uff0c\u5e76\u627f\u8bfa\u5feb\u901f\u8fed\u4ee3\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 FuseAI\u7684\u53d9\u4e8b\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524d\u9500\u552e\u6280\u672f\u6808\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u5de5\u5177\u6cdb\u6ee5\u3002\u5b83\u5ba3\u79f0\u7684\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u4ee5AI\u4e3a\u201c\u7c98\u5408\u5242\u201d\u548c\u201c\u9a71\u52a8\u6838\u5fc3\u201d\uff0c\u91cd\u6784\u4ece\u7ebf\u7d22\u53d1\u73b0\u5230\u89e6\u8fbe\u7684\u5b8c\u6574\u5916\u9500\u552e\u94fe\u8def\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u201c\u7cfb\u7edf\u6027\u5e73\u4ef7\u201d\uff1a\u901a\u8fc7\u4e00\u4f53\u5316\u5e73\u53f0\uff0c\u8ba9\u4e2d\u5c0f\u4f01\u4e1a\u80fd\u4ee5\u53ef\u627f\u53d7\u7684\u6210\u672c\uff0c\u83b7\u5f97\u63a5\u8fd1\u5927\u578b\u4f01\u4e1a\u7531\u6602\u8d35\u56e2\u961f\u548c\u5de5\u5177\u77e9\u9635\u6784\u5efa\u7684\u9500\u552e\u57fa\u7840\u8bbe\u65bd\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u76f4\u6307\u6838\u5fc3\uff1a\u4e00\u4f53\u5316\u5e73\u53f0\u5e38\u9762\u4e34\u7684\u201c\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u201d\u6096\u8bba\u3002\u8bc4\u8bba\u4e2d\u5c06\u5176\u4e0eClay\u3001Heyreach\u7b49\u5782\u76f4\u9886\u57df\u5f3a\u8005\u5bf9\u6bd4\uff0c\u6b63\u662f\u5bf9\u6b64\u7684\u68c0\u9a8c\u3002FuseAI\u7684\u8d4c\u6ce8\u5728\u4e8e\uff0cAI\u4e0d\u4ec5\u80fd\u4f5c\u4e3a\u4ea7\u54c1\u529f\u80fd\uff0c\u66f4\u80fd\u4f5c\u4e3a\u5f00\u53d1\u8fc7\u7a0b\u7684\u201c\u6760\u6746\u201d\uff0c\u4f7f\u5176\u56e2\u961f\u80fd\u4ee5\u66f4\u5feb\u901f\u5ea6\u5b9e\u73b0\u5404\u5782\u76f4\u9886\u57df90%\u7684\u6838\u5fc3\u7528\u4f8b\uff0c\u5e76\u4f9d\u9760\u5e73\u53f0\u5185\u6570\u636e\u6d41\u65e0\u7f1d\u8854\u63a5\u7684\u4f18\u52bf\u5f25\u8865\u5269\u4f5910%\u7684\u5dee\u8ddd\u3002\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u96c4\u5fc3\u7684\u201c\u7528\u901f\u5ea6\u5bf9\u6297\u6df1\u5ea6\u201d\u7684\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\u662f\u5176\u5bf9\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u91cd\u89c6\u3002\u5b83\u8bd5\u56fe\u5c06\u90ae\u4ef6\u57df\u540d\u7ba1\u7406\u3001\u9a8c\u8bc1\u3001\u9884\u70ed\u7b49\u5e55\u540e\u5de5\u7a0b\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\uff0c\u8fd9\u6070\u6070\u662f\u8bb8\u591a\u81ea\u52a8\u5316\u5de5\u5177\u5931\u8d25\u7684\u5173\u952e\u3002\u8fd9\u663e\u793a\u5176\u56e2\u961f\u5bf9\u9500\u552e\u5b9e\u6218\u4e2d\u201c\u9001\u8fbe\u7387\u201d\u8fd9\u4e00\u751f\u6b7b\u7ebf\u6709\u6df1\u523b\u7406\u89e3\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u524d\u7aef\u4ea4\u4e92\u7684\u81ea\u52a8\u5316\u70ab\u6280\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u673a\u9047\u5728\u4e8e\uff0c\u82e5\u5176\u201cAI\u52a0\u901f\u5f00\u53d1\u201d\u4e0e\u201c\u4e00\u4f53\u5316\u4f53\u9a8c\u201d\u80fd\u5f62\u6210\u95ed\u73af\uff0c\u786e\u5b9e\u53ef\u80fd\u6210\u4e3a\u8d44\u6e90\u6709\u9650\u516c\u53f8\u7684\u201c\u9500\u552e\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u98ce\u9669\u5219\u5728\u4e8e\uff0c\u5728\u8ffd\u6c42\u529f\u80fd\u5e73\u4ef7\u7684\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9677\u5165\u6301\u7eed\u8ffd\u8d76\u7684\u6ce5\u6f6d\uff0c\u4e14\u5927\u578b\u5ba2\u6237\u590d\u6742\u7684\u5b9a\u5236\u5316\u9700\u6c42\u53ef\u80fd\u8d85\u51fa\u5176\u6807\u51c6\u5316\u5e73\u53f0\u7684\u8fb9\u754c\u3002\u6700\u7ec8\uff0c\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u201d\u7684\u529f\u80fd\u3001\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u683c\u4e0e\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\u5b83\u4e0d\u662f\u5728\u9500\u552e\u53e6\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u5728\u9500\u552e\u4e00\u79cd\u201c\u964d\u672c\u589e\u6548\u7684\u786e\u5b9a\u6027\u201d\uff0c\u8fd9\u624d\u662f\u5176\u6700\u950b\u5229\u7684\u4ef7\u503c\u6240\u5728\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\">FuseAI<\/span>\n <\/div>\n<div class=\"comment-content\">Sales was broken. We fixed it. The average team currently uses 5-10 tools to run outbound. Fuse is the AI-native platform where teams can truly run outbound end-to-end with every product you will ever need to close deals. Get access to real-time signals, verified contact data, waterfall enrichment, LinkedIn automation, Email automation, deliverability infrastructure, parallel dialing, and AI-powered workflows – all in one platform designed to replace tool sprawl and simplify pipeline generation.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt Community! I\u2019m Saurav, Co-Founder & CEO of FuseAI.<\/p>\n<p>Before this, I worked at Deel on GTM Strategy & Ops, where I saw how much effort actually goes into making outbound work at scale. It\u2019s not just hiring great reps, it\u2019s stitching together tools, data, workflows, and constantly maintaining everything behind the scenes.<\/p>\n<p>Big companies have an enormous advantage on distribution. They can spend $1,500\u2013$2,000\/month per person on tooling and have an entire revenue operations team building outbound systems.<\/p>\n<p>Meanwhile, startups and SMBs are stuck duct-taping together low quality tools, starting behind the eight-ball, and often failing on distribution before they ever get a real shot.<\/p>\n<p>We built FuseAI to change that.<\/p>\n<p>Our goal is simple: <strong>give every company in the world access to world-class sales infrastructure without the maintenance, overhead, or costs to empower the best product builders to win.<\/strong><\/p>\n<p>With Fuse, you don\u2019t need 5 tools to run outbound or an internal team dedicated towards managing integrations.<\/p>\n<p>It takes 10 minutes to setup instead of 10 weeks.<\/p>\n<p>Your dialer, email, and LinkedIn workflows are all connected.<br \/>You can waterfall enrich data across several vendors. <br \/>You know exactly who is showing intent.<br \/>You get access to the same quality of data as companies with GTM engineers and multiple data providers. <br \/>AI agents will help execute an end-to-end outbound motion, in one place.<\/p>\n<p>All for $159\/month.<\/p>\n<p>No surprises. No gatekeeping. No $20,000 entry level contracts. Just the system modern companies deserve.<\/p>\n<p>We been working non-stop over the past year since YC to make this happen, so would love your feedback !!! \ud83d\ude4f\ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> no more duct-taping tools together10 minutes to setup is a crazy claim i’m definitely going to test that out today. supported, saurav<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> This sounds like a really smart shift in how sales teams can work. Instead of reps doing everything manually, they can partner with AI to quickly find leads, enrich data, and reach out across multiple channels\u2014all in a fraction of the time. Feels like a big step toward building stronger, more efficient pipelines without the usual stress.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saurav_bubber2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saurav_bubber2<\/a> you’re basically saying we can even do more and compete the big multinational companies with just less than $200 per month.<\/p>\n<p>This is crazy \ud83d\ude27 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited for what the team has build here! Finally feels like the beginning of the end of fragmented outbound tooling \ud83d\ude4c<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Sounds like very helpful tool, but how do you make sure, each part of your software doesn’t just scrap the surface but provides data and feature depth? f. e. If you waterfall enrichment on par with clay and LinkedIn outreach on same level, as let’s say, heyreach?<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> That is an extremely valid concern & I would fully agree with that sentiment 24 months ago. Even in past orgs, I was at we had to use 10+ tools because that was the only option to get access to deep features.<\/p>\n<\/p>\n<p>The reason conventional wisdom is now wrong, is because AI has not only been useful within products, but made it possible to also build materially faster and with higher quality. This is the only reason we\u2019ve been able to ship complex workflows across many different products and pretty much have feature parity on the 90%+ of the most used cases. If there is an extremely specific workflow you love on a certain product that we don\u2019t have, we\u2019re also happy to add that to our roadmap & ship it quickly.<\/p>\n<\/p>\n<p>In the examples you provided – feel free to try it out & you\u2019ll see parity if not better data & workflows compared to Clay and Heyreach<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of outbound success hinges on deliverability rather than just automation\u2014what does Fuse do at the infrastructure and sending-policy level (domains\/mailboxes, throttling, suppression, validation) to protect reputation, and how do you help customers prove it\u2019s working beyond vanity metrics like opens?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Extremely valid question & that\u2019s exactly why 90% of outbound campaigns fail – poor infrastructure.<\/p>\n<\/p>\n<p>Everything you mentioned is autonomously managed in the platform. We even allow you to purchase domains \/ google verified email inboxes directly, and handle everything else across throttling, sending through randomized time intervals, email validations, inbox rotations, auto-spintax, email health monitoring, warm-up, and much more.<\/p>\n<\/p>\n<p>Generally speaking, open rates are the best metric to prove out email infrastructure quality.<\/p>\n<\/p>\n<p>Response rates are a function of Your Product + ICP List Building Quality + Signals Timing + Email Copy. We\u2019ve optimized for the latter 3, so will definitely give you the absolute best chance to prove out your outbound motion with enterprise-like infra, but it isn\u2019t a magic wand, however when paired with product, can be one of the most if not most effective channel to scale.<\/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>Hi Saurav,<\/p>\n<p>I’m wondering if I can use Fuse.ai to create custom signals, such as:<\/p>\n<ul>\n<li>\n<p>companies that were founded six months ago<\/p>\n<\/li>\n<li>\n<p>companies that are product-led growth mode<\/p>\n<\/li>\n<li>\n<p>companies listed on AppSumo <\/p>\n<\/li>\n<\/ul>\n<p> Is it possible to create such custom signals with Fuse.ai 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@philip_kubinski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> , we have 20+ predefined agents you can use to create custom signals – these are forward looking so will find data in the future (e.g., job changes) <\/p>\n<\/p>\n<p>We do however a semantic web-search agent that can help you find leads based on custom criterion you define, so yes we would have data on the above 3 searches you mentioned, it\u2019s just a bit less deterministic. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “tool sprawl” problem is so real. we’ve been dealing with this in healthcare sales where teams juggle CRMs, enrichment tools, sequencing platforms, and more. curious how the AI workflows handle edge cases – like when prospects respond with objections or reschedule requests? does it adapt the sequence automatically or hand off to humans?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a>, great question! We\u2019ve been hyper focused on going deep on all product verticals, so we do handle most edge cases, and anyone we don\u2019t, we\u2019d take customer feedback & ship within a week.<\/p>\n<\/p>\n<p>In the example you mentioned, we have an auto-replies feature, where we use the context of your company, past conversation history, and your tone of voice to generate & personalize any responses to campaign messages, it can be demo requests, objection handling, pretty much anything.<\/p>\n<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Saurav! Fuse sounds awesome! <\/p>\n<\/p>\n<p>Does it work for every business size? I mean, can an early stage startup take the most of this? <\/p>\n<\/p>\n<p>Btw, wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> , yes definitely! We work with business of all sizes and especially help early start-ups looking to scale & build a repeatable outbound motion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NFANGDJQVMYBRD\" class=\"app-title\">Caveman<\/a><\/p>\n<div class=\"one-liner\">Why use so many token when few do trick?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">211<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Caveman\u662f\u4e00\u6b3e\u901a\u8fc7\u7cbe\u7b80Claude AI\u52a9\u624b\u7684\u8f93\u51fa\u5185\u5bb9\uff0c\u5728\u4e0d\u635f\u5931\u6280\u672f\u51c6\u786e\u6027\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u51cf\u5c11\u7ea675%\u7684\u4ee4\u724c\u4f7f\u7528\uff0c\u4ece\u800c\u4e3a\u5f00\u53d1\u8005\u8282\u7701\u6210\u672c\u5e76\u63d0\u5347\u4ea4\u4e92\u6548\u7387\u7684\u5de5\u5177\uff0c\u4e3b\u8981\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u65e5\u5e38\u7f16\u7801\u3001\u4ee3\u7801\u5ba1\u67e5\u7b49\u573a\u666f\u4e2d\u56e0AI\u5197\u4f59\u8868\u8fbe\u5bfc\u81f4\u7684\u4ee4\u724c\u6d88\u8017\u8fc7\u5feb\u3001\u54cd\u5e94\u901f\u5ea6\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43218f15-b18c-4385-bc78-4d59cfea0d7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80e9df44-d635-4cd7-b659-02697dfbafa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03780a4c-6595-4953-a1b9-168ed2c8c95c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/575e3ba6-a1eb-4096-b508-98c6090c8ecd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/632691a6-8696-42e2-b51f-f8f7e2b1c947.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5663d72c-5cf3-4d38-bdff-32a616bf9e70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79b4838d-2b9b-4614-a8c1-2abc8a4423c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4537f15-5fea-4b79-95e1-83bcf63961f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92d11e06-1848-40b5-bf87-0d7e53d8fea5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8f139f2-bb8c-43e4-a391-cca7938f722a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76982591-296d-49f0-8897-d9bf09f51462.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3943793-b651-44fe-b838-56fd5fa56ad8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a399b52d-628f-4011-a9d9-9304a1ff7a7e.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\/10355a7c-a2c0-4cfb-bd98-7cb180643570.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/0nO64outHWI?feature=share\"><source src=\"https:\/\/www.youtube.com\/shorts\/0nO64outHWI?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f18\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u8282\u7701<\/span><br \/>\n <span class=\"tag\">Claude\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u54cd\u5e94\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8282\u7701\u4ee4\u724c\u3001\u63d0\u5347\u901f\u5ea6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u79ef\u6781\u5206\u4eab\u96c6\u6210\u4f7f\u7528\u7ecf\u9a8c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u8d85\u9ad8\u538b\u7f29\u5f3a\u5ea6\u662f\u5426\u4e22\u5931\u5173\u952e\u4e0a\u4e0b\u6587\uff1b\u8f93\u5165\u4ee4\u724c\u589e\u52a0\u4e0e\u7f13\u5b58\u673a\u5236\u7684\u5b9e\u9645\u5f71\u54cd\uff1b75%\u6570\u636e\u6765\u6e90\u53ca\u538b\u7f29\u7b97\u6cd5\u7684\u5b89\u5168\u6027\uff0c\u5982\u4f55\u9632\u6b62\u8bed\u4e49\u6f02\u79fb\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 Caveman\u7684\u7206\u706b\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u9879\u6280\u672f\u7a81\u7834\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u201c\u5b98\u50da\u4e3b\u4e49\u6587\u98ce\u201d\u7684\u4e00\u6b21\u6210\u529f\u53cd\u53db\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86LLM\u670d\u52a1\u5546\u4e1a\u5316\u8fdb\u7a0b\u4e2d\u7528\u6237\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u6210\u672c\u3002\u5f53\u6309Token\u8ba1\u8d39\u6210\u4e3a\u5e38\u6001\uff0c\u6a21\u578b\u6bcf\u4e00\u53e5\u201c\u5f88\u9ad8\u5174\u4e3a\u60a8\u670d\u52a1\u201d\u90fd\u6210\u4e86\u7528\u6237\u94b1\u5305\u7684\u65e0\u58f0\u635f\u8017\u3002Caveman\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u6587\u672c\u538b\u7f29\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u5957\u9884\u8bbe\u7684\u201c\u7b80\u6d01\u8303\u5f0f\u201d\uff0c\u5f3a\u884c\u5265\u79bbAI\u8f93\u51fa\u4e2d\u7684\u4eea\u5f0f\u6027\u8bed\u8a00\u548c\u5143\u8bdd\u8bed\uff0c\u8feb\u4f7fAI\u8fdb\u884c\u201c\u7535\u62a5\u5f0f\u201d\u8868\u8fbe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u5ea6\u201d\u7684\u628a\u63e1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cUltra\u5f3a\u5ea6\u662f\u5426\u727a\u7272\u5173\u952e\u8b66\u544a\u201d\u7684\u8d28\u7591\uff0c\u76f4\u6307\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u4ee3\u7801\u573a\u666f\u4e2d\uff0c\u4f55\u4e3a\u201c\u5197\u4f59\u201d\uff0c\u4f55\u4e3a\u201c\u5fc5\u8981\u7684\u4e25\u8c28\u201d\uff1f\u5c06commit\u4fe1\u606f\u538b\u7f29\u81f350\u5b57\u7b26\u3001PR\u8bc4\u8bba\u7b80\u5316\u4e3a\u4e00\u884c\uff0c\u56fa\u7136\u9ad8\u6548\uff0c\u4f46\u4e5f\u53ef\u80fd\u5265\u79bb\u4e86\u51b3\u7b56\u4e0a\u4e0b\u6587\u548c\u7ec6\u5fae\u7684\u63a8\u7406\u94fe\u6761\uff0c\u8fd9\u53ef\u80fd\u5c06\u98ce\u9669\u4ece\u201c\u4ee4\u724c\u6210\u672c\u201d\u8f6c\u79fb\u81f3\u201c\u4ee3\u7801\u8d28\u91cf\u201d\u3002\u5176\u5f15\u7528\u7684\u201c\u7b80\u6d01\u63d0\u5347\u51c6\u786e\u6027\u201d\u7684\u7814\u7a76\uff0c\u5f88\u53ef\u80fd\u53ea\u5728\u7279\u5b9a\u3001\u7ed3\u6784\u5316\u7684\u4efb\u52a1\u4e2d\u6210\u7acb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCaveman\u4ee3\u8868\u4e86\u4e00\u79cd\u7528\u6237\u4e0eAI\u5173\u7cfb\u7684\u65b0\u671f\u5f85\uff1a\u4ece\u5bfb\u6c42\u62df\u4eba\u5316\u7684\u3001\u89e3\u91ca\u6027\u7684\u966a\u4f34\uff0c\u8f6c\u5411\u5c06\u5176\u89c6\u4e3a\u4e00\u4e2a\u9ad8\u6548\u3001\u9759\u9ed8\u7684\u5b9e\u7528\u5f15\u64ce\u3002\u5b83\u662f\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u89c4\u5219\u96c6\u80fd\u5426\u6301\u7eed\u7cbe\u51c6\u5730\u533a\u5206\u201c\u5e9f\u8bdd\u201d\u4e0e\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u4e25\u8c28\u201d\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u8fc7\u6e21\u6027\u65b9\u6848\uff0c\u6700\u7ec8\u538b\u529b\u5e94\u7ed9\u5230\u6a21\u578b\u63d0\u4f9b\u5546\u672c\u8eab\uff1a\u662f\u65f6\u5019\u63d0\u4f9b\u4e00\u79cd\u539f\u751f\u7684\u3001\u53ef\u914d\u7f6e\u7684\u201c\u7b80\u6d01\u6a21\u5f0f\u201d\u4e86\u3002\u5728\u6b64\u4e4b\u524d\uff0cCaveman\u8fd9\u7c7b\u201c\u7b2c\u4e09\u65b9\u4f18\u5316\u5668\u201d\u5c06\u59cb\u7ec8\u5728\u201c\u6781\u81f4\u6548\u7387\u201d\u4e0e\u201c\u4fe1\u606f\u4fdd\u5168\u201d\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Caveman<\/span>\n <\/div>\n<div class=\"comment-content\">Caveman cuts ~75% of Claude’s output tokens without losing technical accuracy. One-line install for Claude Code, Cursor, Windsurf, Copilot, and more. Four grunt levels, terse commits, one-line PR reviews, and input compression built in. 24.9K stars.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Julius taught Claude to talk like a caveman. 24.9K stars later, it’s the most useful meme in developer tooling.<\/p>\n<p>LLMs are verbose by default. Phrases like “I’d be happy to help you with that” and “Let me summarize what I just did” contribute nothing \u2014 but burn tokens, slow responses, and push you into usage limits faster. Caveman makes Claude skip the throat-clearing and go straight to the answer. Same fix. 75% less word. Brain still big.<\/p>\n<p><strong>What stands out:<\/strong><br \/>\ud83e\udea8 ~75% output token reduction: Benchmark average 65%, range 22\u201387% across real coding tasks<br \/>\u26a1 ~3x faster responses: Less token to generate = speed go brrr<br \/>\ud83c\udf9a\ufe0f Four intensity levels: Lite, Full, Ultra, and \u6587\u8a00\u6587 (Classical Chinese) mode<br \/>\ud83d\udcdd Caveman-commit: Terse commit messages, \u226450 char subject, why over what<br \/>\ud83d\udd0d Caveman-review: One-line PR comments: L42: \ud83d\udd34 bug: user null. Add guard.<br \/>\ud83d\udddc\ufe0f Caveman-compress: Rewrites your <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> into caveman-speak, cutting ~46% of input tokens every session<br \/>\ud83d\udd0c Works everywhere: Claude Code, Codex, Gemini CLI, Cursor, Windsurf, Cline, Copilot, and 40+ more<br \/>\ud83c\udd93 Free, MIT, one-line install<\/p>\n<p><strong>Before and after<\/strong>:<br \/>\ud83d\udde3\ufe0f Normal Claude (69 tokens): “The reason your React component is re-rendering is likely because you’re creating a new object reference on each render cycle…”<br \/>\ud83e\udea8 Caveman Claude (19 tokens): “New object ref each render. Inline object prop = new ref = re-render. Wrap in useMemo.”<\/p>\n<p>Note: works best for coding tasks. Nuanced responses still need full Claude, and the system prompt loads as input tokens, so net savings vary per use case. A March 2026 paper found brevity constraints improved accuracy by 26 percentage points on certain benchmarks. Verbose not always better.<\/p>\n<p>Perfect for developers hitting usage limits and anyone who wants their AI agent to do the work and shut up about it.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@rohanrecommends<br \/>\nBSB<br \/>\nbrain still big<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> At Ultra intensity, are there cases where the compression starts dropping context that actually matters for correctness, like edge case caveats or safety warnings; rather than just stripping filler?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m using right now. Also I’ve added to <a href=\"https:\/\/AGENTS.md\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md\/CLAUDE.md<\/a> to always load caveman skill on the first message.<\/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>input token is higher! but with cache saves tokens.<\/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 it! I’ve been using it for a while together with <a href=\"https:\/\/github.com\/rtk-ai\/rtk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">RTK<\/a>, and I’m saving a bunch of tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Heard about this before, looks awesome. Where’d you get the 75% metric from?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Caveman-compress rewrites instruction\/memory files while preserving code blocks and technical strings\u2014what rules or heuristics make that safe, and how do you prevent subtle meaning drift that could change an agent\u2019s behavior across sessions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like about this is that it gives critical security warnings in full sentences, and the rest of the time it just saves tokens by talking just the essentials.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is pretty cool indeed. Saw this going viral on Twitter. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6ZWGLVRX6FQH4Z\" class=\"app-title\">Recall 2.0<\/a><\/p>\n<div class=\"one-liner\">Curate an AI that knows what you know. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">201<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Recall 2.0\u662f\u4e00\u6b3e\u4e2a\u4ebaAI\u77e5\u8bc6\u5e93\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u7528\u6237\u4fdd\u5b58\u7684\u5185\u5bb9\u4e0e\u4e2a\u4eba\u7b14\u8bb0\u8f6c\u5316\u4e3a\u53ef\u5bf9\u8bdd\u3001\u53ef\u68c0\u7d22\u7684\u77e5\u8bc6\u4f53\u7cfb\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u4e2a\u4eba\u77e5\u8bc6\u96be\u4ee5\u6709\u6548\u6574\u5408\u3001\u63d0\u53d6\u548c\u5e94\u7528\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3819f331-0e47-4e74-9c10-97e890c54db8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f208195-b212-4358-bcbf-b8cb3d2f2003.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/332acc9e-2a11-489f-b685-b49701ae9979.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b5d2ca-d726-4cd7-9468-c29cc3d9c772.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b67b0f62-4ad1-47f6-a627-b8a310469e67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5677e25d-87d1-4e39-b737-e45cbc47511a.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\/5c81f8ed-fa6d-461a-82ae-7c51201e9e17.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=b6hfk8k-UVk\"><source src=\"https:\/\/www.youtube.com\/watch?v=b6hfk8k-UVk\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">RAG\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u4ece\u201c\u6458\u8981\u5de5\u5177\u201d\u5230\u201c\u77e5\u8bc6\u5e73\u53f0\u201d\u7684\u6f14\u53d8\uff0c\u8ba4\u4e3a\u201c\u77e5\u8bc6\u4f18\u5148\uff0cAI\u5176\u6b21\u201d\u7684\u7406\u5ff5\u662f\u6838\u5fc3\u4f18\u52bf\u3002\u5177\u4f53\u529f\u80fd\u5982\u201c\u4ee3\u7406\u804a\u5929\u201d\u3001\u591a\u6a21\u578b\u5207\u6362\u3001API\/MCP\u63a5\u5165\u3001\u56fe\u5f62\u5316\u77e5\u8bc6\u89c6\u56fe\u5907\u53d7\u597d\u8bc4\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0eNotebookLM\/Obsidian\u7684\u5dee\u5f02\u5316\u5b9a\u4f4d\u3001\u6570\u636e\u9690\u79c1\u4e0e\u52a0\u5bc6\u7ec6\u8282\u3001\u670d\u52a1\u5668\u7aef\u7a33\u5b9a\u6027\uff08\u5982\u767b\u5f55\u6545\u969c\uff09\u4ee5\u53ca\u975e\u82f1\u8bed\u5185\u5bb9\u5904\u7406\u7684\u51c6\u786e\u6027\u4f18\u5316\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 Recall 2.0\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u4e66\u7b7e\u7ba1\u7406\u5668\u6216\u6458\u8981\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5728AI\u6cdb\u5316\u7684\u65f6\u4ee3\uff0c\u91cd\u65b0\u5b9a\u4e49\u201c\u4e2a\u4eba\u77e5\u8bc6\u201d\u7684\u4ef7\u503c\u8fb9\u754c\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u987a\u5e8f\u7684\u8c03\u6362\uff1a\u5b83\u5e76\u975e\u7528AI\u751f\u6210\u7b54\u6848\uff0c\u518d\u7528\u4f60\u7684\u77e5\u8bc6\u53bb\u4f50\u8bc1\uff1b\u800c\u662f\u5c06\u4f60\u4e3b\u52a8\u7b5b\u9009\u3001\u4fdd\u5b58\u3001\u6ce8\u89e3\u7684\u4fe1\u606f\u4f5c\u4e3a\u9996\u8981\u4fe1\u6e90\uff0c\u8ba9AI\u5728\u6b64\u5730\u57fa\u4e0a\u6784\u5efa\u56de\u7b54\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u201cAI\u5373\u7b54\u6848\u201d\u8303\u5f0f\u7684\u4e00\u79cd\u6279\u5224\u6027\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u591a\u6a21\u578b\u9009\u62e9\u6743\u3001\u672c\u5730\/\u7f51\u7edc\u6e90\u5207\u6362\u6743\u4ea4\u7ed9\u7528\u6237\uff0c\u770b\u4f3c\u589e\u52a0\u4e86\u590d\u6742\u6027\uff0c\u5b9e\u5219\u662f\u5728\u4e89\u593a\u77e5\u8bc6\u5de5\u4f5c\u6d41\u7684\u201c\u8c03\u5ea6\u4e2d\u5fc3\u201d\u5730\u4f4d\u3002\u901a\u8fc7API\u548cMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u5f00\u653e\uff0c\u5b83\u610f\u56fe\u6210\u4e3a\u4e2a\u4eba\u77e5\u8bc6\u751f\u6001\u7684\u67a2\u7ebd\uff0c\u800c\u975e\u4e00\u4e2a\u5c01\u95ed\u82b1\u56ed\u3002\u8fd9\u4e0eNotebookLM\u7684\u201c\u9879\u76ee\u5236\u201d\u7814\u7a76\u5de5\u5177\u5b9a\u4f4d\u3001\u4ee5\u53caObsidian\u7684\u201c\u624b\u52a8\u81f3\u4e0a\u201d\u54f2\u5b66\u5f62\u6210\u4e86\u6e05\u6670\u533a\u9694\uff1aRecall\u8ffd\u6c42\u7684\u662f\u5728\u81ea\u52a8\u5316\u667a\u80fd\u4e0e\u4e2a\u4eba\u6240\u6709\u6743\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u77e5\u8bc6\u4f18\u5148\u201d\u4f9d\u8d56\u7528\u6237\u6301\u7eed\u3001\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u4e60\u60ef\uff0c\u8fd9\u5b58\u5728\u5de8\u5927\u7684\u7528\u6237\u6559\u80b2\u95e8\u69db\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u52a0\u5bc6\u7684\u5b98\u65b9\u56de\u590d\uff08\u670d\u52a1\u5668\u7aef\u4e0d\u52a0\u5bc6\u4ee5\u652f\u6301RAG\uff09\u53ef\u80fd\u6210\u4e3a\u6ce8\u91cd\u9690\u79c1\u7684\u6838\u5fc3\u7528\u6237\u7fa4\u4f53\u7684\u7591\u8651\u70b9\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684AI\u8d5b\u9053\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\uff0c\u5982\u4f55\u6301\u7eed\u4fdd\u6301\u591a\u6a21\u578b\u96c6\u6210\u4f18\u52bf\u4e0e\u6210\u672c\u63a7\u5236\uff0c\u5c06\u662f\u4e00\u573a\u786c\u4ed7\u3002\n <\/p>\n<p class=\"ai-content\">\n Recall 2.0\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5177\u8c61\u5316\u7684\u672a\u6765\u56fe\u666f\uff1a\u5f53\u516c\u5171AI\u7684\u77e5\u8bc6\u8d8b\u4e8e\u540c\u8d28\u5316\uff0c\u6784\u5efa\u3001\u5229\u7528\u5e76\u6df1\u5ea6\u4ea4\u4e92\u4e8e\u4e00\u4e2a\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u3001\u4e0d\u65ad\u6f14\u5316\u7684\u201c\u79c1\u4eba\u77e5\u8bc6\u6a21\u578b\u201d\uff0c\u53ef\u80fd\u5c06\u6210\u4e3a\u65b0\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u5b83\u5356\u7684\u4e0d\u662f\u4fe1\u606f\u5b58\u50a8\uff0c\u800c\u662f\u8ba4\u77e5\u6760\u6746\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\">Recall 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">AI leveled the playing field. Intelligence has been commoditized. We believe the edge is your knowledge. Recall 1.0 was a place to store that knowledge. Summarized, organized and connected. Recall 2.0 turns that knowledge into your edge. AI grounded in everything you’ve saved and written. “Condense my research, compare new studies, find the exact clip in my podcast.” to \u201cPick a movie based on what I love\u201d Talk to your knowledge, the internet, or both. You pick the model. API & MCP included.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What started as a simple Hacker News post from Paul in November 2022, “<a href=\"https:\/\/news.ycombinator.com\/item?id=33425947\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">A tool to help you remember shit you are interested in<\/a>,” has, three years later, transformed from a summarizing tool into a platform that brings your knowledge to the forefront.<\/p>\n<\/p>\n<p>Recall 2.0 isn’t just a feature launch. There has been a series of updates building to this point. What we’ve envisioned is a place where people intentionally engage with their saved content, learn from it, and bring that knowledge to the center.<\/p>\n<\/p>\n<p>Everyone is looking to AI for answers. But with Recall, you can prioritize your own knowledge first and foremost. Choose to chat with your saved insights and invite the internet in as a supplement. That’s the priority order we believe it should follow.<\/p>\n<\/p>\n<p>This update lets you get answers that no other AI can provide, as it is grounded in the sources you intentionally chose to save and the notes you specifically took. Ask questions, and Recall pulls from your curated knowledge base.<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>“What did that sleep podcast say about melatonin timing? Find me the clip.” <\/strong>[It pulls the exact moment where something was mentioned, and you can even play the clip inside Recall without breaking your flow.]<\/p>\n<\/li>\n<li>\n<p><strong>“Condense my last six months of research and notes into references with timestamps, page numbers, and quotes. Also see if any new studies are out.”<\/strong> [Combine your personal knowledge and invite the internet in to see what is new and what you might be missing.]<\/p>\n<\/li>\n<li>\n<p><strong>“Pick a movie for tonight based on everything I’ve loved this year.” <\/strong>[Just a fun one. Save all the movies you love to Recall, write your reviews, and then let Recall make a recommendation based on your own notes.]<\/p>\n<\/li>\n<\/ul>\n<p>You get to choose the frontier AI model you prefer, including GPT 5.4, Claude, Gemini, and more. Switch mid-conversation to compare outputs. You are not locked in. You get the best of all the AI models in one place.<\/p>\n<\/p>\n<p>Several other highly requested features are launching:<\/p>\n<ul>\n<li>\n<p><strong>API and MCP access:<\/strong> The community was clear about their needs here. Your knowledge can now be accessed from anywhere, whether you’re building custom workflows or feeding it into your chatbot.<\/p>\n<\/li>\n<li>\n<p><strong>Bulk actions for power users:<\/strong> With high content volume, you can now manage it all with just a few clicks. Generate summaries, tags, and connections for 100 pieces of content at a time.<\/p>\n<\/li>\n<li>\n<p><strong>A UI overhaul: <\/strong>Everything you’ve seen in Recall from launch until now was homemade by our founders. We are finally getting closer to the intuitive, polished experience our users deserve. More to come.<\/p>\n<\/li>\n<\/ul>\n<p>Since December, we have shipped a series of major upgrades:<\/p>\n<ul>\n<li>\n<p>Our <a href=\"https:\/\/docs.recall.it\/deep-dives\/note-taking-in-recall\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rich text block editor<\/a> lets you capture your notes and ideas with all the bells and whistles you need, including tables, to-do lists, and more.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.recall.it\/deep-dives\/graph\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Graph View 2.0<\/a> lets you interact with your knowledge visually, discover patterns, and find new connections.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.recall.it\/deep-dives\/quiz-and-spaced-repetition\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Quiz 2.0 <\/a>reinforces learning and retention. It is not just about saving and interacting It references the exact point where something was mentioned and links to that video inside Recall, which you can play inside Recall. It doesn’t break your flow.with content. It is about learning from it. This is about intentional knowledge building replacing mindless doomscrolling, with a personalized spaced repetition schedule. One of the best parts is that you can challenge friends publicly. Call out the folks dropping hot takes without receipts.<\/p>\n<\/li>\n<\/ul>\n<p>We want to say a massive thank you to our <a href=\"https:\/\/discord.gg\/BSYrT3UeGR\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Discord community<\/a>. Your feedback, bug reports, and feature requests have shaped Recall 2.0. This is only the beginning, a step toward the vision we are relentlessly iterating on and delivering.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sankari_nair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankari_nair<\/a> such exciting times!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sankari_nair\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankari_nair<\/a> Congratulations on this new launch!! I am looking forward to these new updates.<\/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 lot of tools can summarize content, but Recall seems to go further with saved knowledge, connections, and chat grounded in what users intentionally collected. How did you think about designing that experience so it feels like a real knowledge workflow, not just another AI layer on top?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super amazing product, so proud of the team to keep delivering the best product for learning and managing personal knowledge. Great job everyone!<\/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\/@mason_hu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_hu<\/a> Thank you so much for your hard work, commitment, and dedication to Recall. We are so lucky to have you on the team. You are an absolute beast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations to our incredibly talented and passionate team. It’s been a crazy few months working on this new launch, and I’m so proud to see how it’s turned out. My personal favourite feature of this is the Agentic Chat. It makes it a lot easier for me rather than going back and tagging my content. I can just ask in the chat, which makes it a lot simpler.<\/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\/@nicole_howitt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicole_howitt<\/a> What would I do without you??? I’m so glad to have you on the Recall team, and thank you for putting up with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An AI that remembers my research better than I do. I can finally stop pretending my Second Brain is a messy folder of 400 unread bookmarks and admit it’s just Recall.<\/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\/@kelly_lee_zeeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelly_lee_zeeman<\/a> Thank you for your support Kelly, keep us posted on how it goes. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, this is such a huge milestone for Recall. I can’t believe how far we’ve come. The last few weeks have been a real grind getting this release out, and I’m so grateful for the team. We’re usually fully remote, but for this launch we all flew out to Cape Town and rented a hacker house. It’s been amazing spending time in person, getting to know everyone beyond the screen. Really excited for this new chapter; this feels like just the beginning as we have so much to more still to come.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats 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\/@francescod_ales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francescod_ales<\/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>I have been a user from the very start of Recall, and it has consistently improved over time. Lately, it seems the development team has gone into acceleration mode, and I consider it now the standard for doing research on the web. The ability to chat with my whole knowledge base and to be able to create flashcard reviews is awesome. And today it also got the academic stamp of approval from the infamous Andy Stapleton: <a href=\"https:\/\/youtu.be\/wkwYcNu8yNY?si=FYQ5RCO89u1IFYnj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/wkwYcNu8yNY?si=FYQ5RCO89u1IFYnj<\/a> They have a very active discord community and developers respond quickly when there is an issue. <\/p>\n<p>The latest improvement, which lets me choose whether to chat only with my KB or include the web, is fabulous. If you are not into Recall yet, you owe it to yourself to explore it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haberjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haberjr<\/a> Hello there, this post means so much to us. We really appreciate the time you took to share your feedback and that you have noticed the consistent iterations and improvements we’ve been making. This really is only the start for Recall, with so much more to come. We are super excited to get the stamp of approval from Andy. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Experience: It’s been being part of this awesome team producing this incredible app. I can’t wait to see how it delights our users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s been wild building Recall 2.0! <\/p>\n<\/p>\n<p>What excites me most about 2.0 isn\u2019t a specific feature. It\u2019s the shift in mindset. Your knowledge first, AI second. That\u2019s what we believe in.<\/p>\n<\/p>\n<p>Really proud of how the team showed up for this, and grateful to the community for constantly pushing us to do better.<\/p>\n<\/p>\n<p>We\u2019re just getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing!<\/p>\n<\/p>\n<p>Recall has always been the best summariser. I expect it to become the best… I don’t know… AI-riser? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like a big step forward for personal knowledge management. Being able to chat with your own sources instead of the open web is huge. How do you surface the most relevant sources in responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">How do you position Recall against Google NotebookLM on grounded Q&A, and against Obsidian on long-term ownership\u2014specifically: what\u2019s your stance on data portability (complete exports including uploaded files) and what level of privacy\/encryption are you aiming for as a baseline?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> These are great questions and we get them a lot. Here’s how we like to think about them:<\/p>\n<\/p>\n<h2>Recall vs. Google NotebookLM<\/h2>\n<p>I like to say NotebookLM is for research, but Recall is for lifelong learning. <\/p>\n<ul>\n<li>\n<p><strong>Unlimited scope:<\/strong> NotebookLM limits you to 50 sources per folder. Recall allows you to upload and ground your Q&A in unlimited YouTube videos, podcasts, PDFs, books, and articles across all topics<\/p>\n<\/li>\n<li>\n<p><strong>Integrated personal thinking:<\/strong> NotebookLM is “source-only.” In Recall, your own thoughts and notes live alongside saved content and are treated as primary grounding data for the AI<\/p>\n<\/li>\n<li>\n<p><strong>Cross-context connections:<\/strong> NotebookLM only connects sources within a specific folder. Recall\u2019s automatic knowledge graph connects related content across everything you\u2019ve ever saved, allowing for Q&A that spans your entire history<\/p>\n<\/li>\n<li>\n<p><strong>Model freedom:<\/strong> You are not locked into a single provider. You can choose to ground your queries using GPT, Claude, Gemini, Grok, or DeepSeek, and even switch models mid-conversation to compare outputs.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.linkedin.com\/pulse\/notebooklm-vs-recall-which-ai-knowledge-management-tool-right-thwnf\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Here’s a blog we wrote<\/strong><\/a> that speaks to this in more detail. <\/p>\n<\/p>\n<h2>Recall vs. Obsidian<\/h2>\n<p>Recall aims to provide the “peace of mind” of a permanent library while removing the manual friction of tools like Obsidian. <a href=\"https:\/\/www.xda-developers.com\/i-found-a-notebooklm-obsidian-and-anki-killer-and-studying-will-never-be-the-same\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Here’s an `XDA blog<\/a> on Recall vs Obsidian. <\/p>\n<\/p>\n<p>Unlike Obsidian, which requires manual linking and folder management, Recall uses automatic categorization and graph-building to ensure your data remains organized and retrievable as it grows, without requiring “structure-first” setup. <\/p>\n<\/p>\n<p>If you haven’t tried our graph view before? Do check out our tutorial. I think you will find it a slightly different angle on the way to explore a graph that’s automatically generated for you but still has manual control <\/p>\n<\/p>\n<h2>Data Encryption and Exports<\/h2>\n<p>When saving data into Recall, it is stored in a secure cloud that is protected under GDPR. You can learn more here: <a href=\"https:\/\/www.recall.it\/legal\/privacy-policy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.recall.it\/legal\/privacy-policy<\/a> <\/p>\n<\/p>\n<p>That said, data is not encrypted on the server since we have a RAG system that does vector searches on your knowledge base to retrieve the correct context when asking questions in the chat. Unfortunately, there is no easy way to do this if your data is encrypted on the server.<\/p>\n<\/p>\n<p>But as mentioned, your data is stored securely on a database hosted in the EU on Google Cloud servers, we have strict access controls which ensure only you have access to your data.<\/p>\n<p>It is important to note that all data is encrypted in transit and that when using <a href=\"https:\/\/docs.getrecall.ai\/deep-dives\/recall-augmented-browsing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Augmented Browsing<\/a>, it is local first – nothing leaves your device.<\/p>\n<\/p>\n<p>Your data is always yours. You can export it at any time, regardless of whether you have a subscription or not, and now, with our API and MCP you can pull your data into other tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very handy extension. I tested it with a video in Portuguese, and I was really curious to see how it would perform.<\/p>\n<p>The results were fast and quite good, in just a few seconds, I had a clear summarized version of the content, which made it much easier to understand the video.<\/p>\n<p>I did notice a few minor typos (for example, with words like \u201cClaude\u201d), but nothing that takes away from the overall experience.<\/p>\n<p>Overall, it\u2019s a solid tool with a lot of potential, especially for anyone looking to turn content into something more actionable and easy to revisit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Hello Matheus! <\/p>\n<\/p>\n<p>Thanks so much for your kind words about your Recall experience \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve subscribed and paid the annual plan, but since couple of days application was logging me out, right now I am unable to login via Apple SSO<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0017fae2-89f6-47f2-bc73-4584e7c97728.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karol_szczesny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karol_szczesny<\/a> So sorry about this, the issue should be resolved now! Please let us know if not at <a href=\"mailto:support@getrecall.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@getrecall.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<\/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\/OJWGY2X7VZXFKY\" class=\"app-title\">Ghost Pepper \ud83c\udf36\ufe0f<\/a><\/p>\n<div class=\"one-liner\">100% local private AI for text-to-speech & meeting notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ghost Pepper\u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u5316\u3001\u79c1\u5bc6\u7684AI\u5de5\u5177\uff0c\u5728macOS\u4e0a\u63d0\u4f9b\u8bed\u97f3\u8f6c\u6587\u672c\u548c\u4f1a\u8bae\u8f6c\u5f55\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u987e\u8651\u800c\u65e0\u6cd5\u4f7f\u7528\u4e91\u7aefAI\u670d\u52a1\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5904\u7406\u673a\u5bc6\u4fe1\u606f\u6216\u53d7NDA\u4fdd\u62a4\u7684\u4f1a\u8bae\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b91475fe-e8af-42b3-ab3e-12d3348c4a21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dd219d1-0c3a-47e0-acfd-e701bd38b8d2.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\">Privacy<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aef\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u82af\u7247\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\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u201c100%\u672c\u5730\u201d\u7684\u9690\u79c1\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u6293\u4f4f\u4e86\u6838\u5fc3\u7528\u6237\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1) \u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982TTS\u6a21\u578b\u3001\u5bf9\u65e7\u6b3eMac\u652f\u6301\uff09\uff1b2) \u547c\u5401\u63a8\u51faWindows\/Linux\u7248\u672c\uff1b3) \u5173\u5fc3\u6027\u80fd\u5f00\u9500\u4e0e\u4e13\u4e1a\u8bcd\u6c47\uff08\u5982\u6280\u672f\u672f\u8bed\uff09\u8bc6\u522b\u51c6\u786e\u6027\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u6808\u4e0e\u4f18\u5316\u7b56\u7565\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 Ghost Pepper\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\u7684\u9762\u4e16\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u4e91\u539f\u751f\u201dAI\u9738\u6743\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u7edd\u5bf9\u6027\u80fd\u4e0a\u8d85\u8d8a\u4e91\u7aef\u5de8\u5934\uff0c\u800c\u662f\u5728\u201c\u9690\u79c1\u4e3b\u6743\u201d\u548c\u201c\u6570\u636e\u8fb9\u754c\u201d\u8fd9\u4e24\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\u4e0b\uff0c\u5f00\u8f9f\u4e86\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5229\u57fa\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5c06\u201c100%\u672c\u5730\u201d\u4f5c\u4e3a\u6838\u5fc3\u6807\u8bed\uff0c\u800c\u975e\u4e00\u4e2a\u6b21\u8981\u529f\u80fd\uff0c\u8fd9\u76f4\u63a5\u547d\u4e2d\u4e86\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u7814\u53d1\u7b49\u654f\u611f\u9886\u57df\u4ece\u4e1a\u8005\u7684\u5408\u89c4\u7126\u8651\u4e0e\u5b89\u5168\u521a\u9700\u3002\u5b83\u672c\u8d28\u4e0a\u9500\u552e\u7684\u4e0d\u662f\u66f4\u4f18\u7684\u8f6c\u5f55\u51c6\u786e\u7387\uff0c\u800c\u662f\u4e00\u4efd\u201c\u6570\u636e\u4e0d\u51fa\u5883\u201d\u7684\u4fdd\u9669\u5951\u7ea6\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u6b63\u662f\u5176\u83b7\u5f97\u62e5\u8db8\u7684\u5173\u952e\u2014\u2014\u7528\u6237\u5e76\u975e\u76f2\u76ee\u8ffd\u6367\u6280\u672f\uff0c\u800c\u662f\u4e3a\u660e\u786e\u7684\u5b89\u5168\u627f\u8bfa\u4e70\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u9510\u5229\u201d\u7684\u53cc\u5203\u5251\u5c5e\u6027\u4e5f\u6781\u4e3a\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u6280\u672f\u8def\u5f84\u6df1\u5ea6\u7ed1\u5b9a\u82f9\u679c\u751f\u6001\uff08Apple Silicon + Core ML\uff09\uff0c\u8fd9\u867d\u5e26\u6765\u4e86\u6027\u80fd\u4f18\u5316\uff0c\u5374\u4e5f\u6784\u7b51\u4e86\u786c\u6027\u58c1\u5792\uff0c\u5c06Intel Mac\u4e0eWindows\/Linux\u7528\u6237\u62d2\u4e4b\u95e8\u5916\uff0c\u4e0e\u8bc4\u8bba\u4e2d\u5f3a\u70c8\u7684\u8de8\u5e73\u53f0\u9700\u6c42\u5f62\u6210\u77db\u76fe\u3002\u5176\u6b21\uff0c\u5b8c\u5168\u4f9d\u8d56\u8bbe\u5907\u7b97\u529b\uff0c\u5728\u6a21\u578b\u590d\u6742\u5ea6\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u5904\u7406\u957f\u97f3\u9891\u7684\u7a33\u5b9a\u6027\u4e0e\u5185\u5b58\u5f00\u9500\u65b9\u9762\uff0c\u5fc5\u5c06\u9762\u4e34\u957f\u671f\u6311\u6218\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684OCR\u4e0a\u4e0b\u6587\u7ea0\u9519\u548c\u81ea\u5b9a\u4e49\u8bcd\u5e93\uff0c\u662f\u52a1\u5b9e\u7684\u5de5\u7a0b\u4f18\u5316\uff0c\u4f46\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u7eaf\u7cb9\u7aef\u4fa7\u6a21\u578b\u5728\u5e94\u5bf9\u4e13\u4e1a\u573a\u666f\u65f6\u7684\u56fa\u6709\u5c40\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740AI\u5e94\u7528\u4ece\u201c\u8ffd\u6c42\u901a\u7528\u6027\u80fd\u6700\u4f18\u201d\u5411\u201c\u6ee1\u8db3\u7279\u5b9a\u573a\u666f\u7ea6\u675f\u201d\u7684\u91cd\u8981\u5206\u5316\u3002\u5b83\u672a\u5fc5\u80fd\u53d6\u4ee3\u4e91\u670d\u52a1\uff0c\u4f46\u8db3\u4ee5\u5728\u9690\u79c1\u7ea2\u7ebf\u5185\uff0c\u6210\u4e3a\u8bb8\u591a\u4eba\u7684\u552f\u4e00\u53ef\u884c\u9009\u62e9\u3002\u5176\u5f00\u6e90\u7b56\u7565\uff0c\u66f4\u662f\u5c06\u4ea7\u54c1\u8fdb\u5316\u6258\u4ed8\u4e8e\u793e\u533a\uff0c\u8bd5\u56fe\u4ee5\u534f\u4f5c\u751f\u6001\u5bf9\u6297\u5de8\u5934\u7684\u89c4\u6a21\u4f18\u52bf\u3002\u80fd\u5426\u4ece\u201c spicy \u201d\u7684\u5148\u950b\u6982\u5ff5\u6210\u957f\u4e3a\u7a33\u5065\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u9690\u79c1\u521d\u5fc3\u7684\u540c\u65f6\uff0c\u5728\u6a21\u578b\u6548\u7387\u3001\u5e73\u53f0\u6269\u5c55\u548c\u7528\u6237\u4f53\u9a8c\u4e0a\u627e\u5230\u66f4\u4f18\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ghost Pepper \ud83c\udf36\ufe0f<\/span>\n <\/div>\n<div class=\"comment-content\">100% private on-device voice models for speech-to-text and meeting transcription on macOS. No cloud APIs, no data leaves your machine without your explicit permission.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built Ghost Pepper to be 100% private and run on local Huggingface models. I open-sourced it to get help from the community, little did I know Jesse Vincent, creator of Claude Superpowers would end up contributing more code than I (read: my Claude) did. I called it Ghost Pepper because all models run locally, no private data leaves your computer. And it’s spicy to offer it open source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always been a bit paranoid using cloud-based apps that collect super sensitive data. I expect more open-source, on-device apps like this will rise in popularity for that reason and the ability to modify to fit inside one’s infra and workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the category I’ve been waiting for someone to take seriously. Every meeting-notes tool I’ve tried sends audio or transcripts to a cloud I don’t control, and for anything under NDA that’s a hard no. “100% local” being the headline (not a buried feature) tells me you understand the actual buyer. Question for the maker: what’s the model running under the hood for the TTS side, and does it hold up on older Macs or is this an M-series-and-up product? Upvoted. Rooting for the local-first AI wave.<\/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\/@adi46\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi46<\/a> Thanks! Speech-to-text uses WhisperKit (OpenAI’s Whisper models optimized for Apple Silicon by Argmax). Default is Whisper small.en (~466MB) which gives the best accuracy\/speed tradeoff. We also support Parakeet v3 for 25 languages and Qwen3-ASR for 50+. Apple Silicon (M1+) only (for now at least) \u2014 WhisperKit uses Core ML and the Neural Engine which aren’t available on Intel Macs. On an M1 you get real-time transcription, M2\/M3\/M4 is even faster. The cleanup LLM (Qwen 3.5) also needs the Neural Engine for reasonable speed.<\/p>\n<\/p>\n<p>If you use Linux, Jesse Vincent has a great fork called Pepper-X for Linux<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think we can integrate the Gemma models also into this. One other thing is that I really want this for Windows too because right now I don’t think we have any system which can work natively for Windows. Can you do that lab? That would be really helpful <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first approach resonates deeply. I built NexClip AI with the same philosophy \u2014 video stays on your Mac, only audio is sent for AI analysis when needed.<\/p>\n<p>The OCR context for disambiguation is clever. We solved a similar challenge with audio RMS data \u2014 using silence detection and sentence boundaries to create precise segment cuts instead of relying purely on transcript text.<\/p>\n<p>Curious: with the 2B Qwen model running locally, how much memory overhead are you seeing during a typical 60-min meeting transcription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Your \u2018smart cleanup\u2019 is a key differentiator: how does the on-device cleanup\/polish step work in practice (latency, prompt customization, failure modes like repetition\/hallucination), and how do you decide when to clean aggressively vs keep a faithful transcript?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Cleanup uses Qwen 3.5 LLM by default (you can pick other models in settings). You can edit the prompt but it’s designed to remove filler words (um, uh, like), etc. On latency: the default 2B model takes ~1-2 seconds. The 0.8B is ~0.5s if you want faster. The 4B is ~2-4s for higher quality. The aggressive vs. faithful balance: The prompt is explicitly conservative \u2014 it tells the LLM “Do NOT delete sentences. Do NOT remove context. Do NOT summarize. If you are unsure whether to keep or delete something, KEEP IT.” It only removes fillers and handles explicit corrections (“scratch that”, “never mind”). The hardest part was actually getting it not to follow instructions embedded in your speech (if you dictate “What’s the weather?”, it passes that through verbatim as text, it doesn’t try to answer the question). We have 17 eval cases specifically testing that the model doesn’t break character and act like a chatbot.<\/p>\n<\/p>\n<p>There’s also optional ability to include OCR as context to help with corrections: if you enable it, the cleanup model sees OCR text from your frontmost window. So if you’re in Slack talking about “the JIRA ticket for Kubernetes”, it can correct “Cooper Netties” \u2192 “Kubernetes” by cross-referencing what’s on screen. It only uses this for disambiguation, never for rewriting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super refreshing<\/p>\n<p>everything going cloud-first, while privacy is becoming a bigger concern<\/p>\n<p>fully local voice + transcription is a strong angle<\/p>\n<p>how\u2019s the performance compared to cloud models right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaka_kotnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaka_kotnik<\/a> Thanks! I haven’t done a lot of benchmarking myself yet but getting a lot of anecdotal feedback that it’s actually faster than products that use cloud models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ran into this building something with voice input. Had to drop cloud STT because of data policies at a couple companies I was demoing to. Local first completely changes that equation. Curious how your models handle technical vocab like camel case and library names? That’s been one of the hardest parts for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> This is one of the hardest problems in speech-to-text. We attack it from a few angles:<\/p>\n<p><strong>1) OCR context <\/strong>see comment above about the optional OCR context which can incorporate spellings from words on your front-most window.<\/p>\n<\/p>\n<p><strong>2) Word corrections: <\/strong>You can add preferred transcriptions in Settings. If Whisper always hears “React Query” as “react quarry”, add it once and it’s fixed deterministically before the LLM even runs.<\/p>\n<\/p>\n<p><strong>3) The cleanup LLM:<\/strong> The local Qwen model handles camelCase formatting, but it’s hit or miss on novel library names it hasn’t seen in training data. The OCR context is what really saves it \u2014 if the name is anywhere on your screen, it’ll get it right.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YN6Q5YCWCCGJQ5\" class=\"app-title\">Open Agents<\/a><\/p>\n<div class=\"one-liner\">Agents that ship real code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Open Agents\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u4e91\u7aef\u667a\u80fd\u7f16\u7801\u4ee3\u7406\u53c2\u8003\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u63d0\u793a\u8bcd\u76f4\u63a5\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u53d8\u66f4\uff0c\u65e0\u9700\u672c\u5730\u4ecb\u5165\uff0c\u89e3\u51b3\u4e86\u5728\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u81ea\u52a8\u5316\u7f16\u7801\u7684\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e39fbb1-e765-4a1d-800c-d5c127cb190a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f3192b0-cb57-4635-9834-0c85f4119f69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9b294a1-f01f-4d45-a436-0ba46f3830b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/134402d5-32b3-45fb-bc9e-b08c9d8cd3fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9d4a450-74d6-40ba-abbb-c5a0b04d3043.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\">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\u6e90AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u5de5\u5382<\/span><br \/>\n <span class=\"tag\">Vercel\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u5b9e\u73b0<\/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\u96c6\u4e2d\u5728\u5b89\u5168\u4e0e\u751f\u4ea7\u90e8\u7f72\u5b9e\u8df5\u4e0a\uff0c\u5305\u62ec\u5982\u4f55\u9632\u8303\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u7ba1\u7406\u5bc6\u94a5\u548c\u7f51\u7edc\u51fa\u53e3\u3001\u8bbe\u7f6e\u6743\u9650\u4e0e\u5ba1\u6279\u5173\u5361\u3002\u540c\u65f6\uff0c\u7528\u6237\u8d5e\u8d4f\u5176\u201c\u4ece\u63d0\u793a\u5230\u4ee3\u7801\u53d8\u66f4\u201d\u7684\u81ea\u52a8\u5316\u4ef7\u503c\u53ca\u5f00\u6e90\u53c2\u8003\u610f\u4e49\uff0c\u5e76\u8be2\u95ee\u4e86\u6c99\u7bb1\u4efb\u52a1\u9694\u79bb\u7684\u5177\u4f53\u5b9e\u73b0\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 Open Agents\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201c\u5f00\u6e90AI\u7f16\u7801\u52a9\u624b\u201d\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1a\u7ea7AI\u7f16\u7801\u4ee3\u7406\u7684\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5bf9\u5e9e\u5927\u5355\u4f53\u4ee3\u7801\u5e93\u7684\u65e0\u529b\u611f\uff0c\u4ee5\u53ca\u4e0e\u4f01\u4e1a\u7279\u6709\u77e5\u8bc6\u3001\u6d41\u7a0b\u6574\u5408\u7684\u65ad\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u8f6f\u4ef6\u5de5\u5382\u201d\u7684\u53c2\u8003\u5b9e\u73b0\u2014\u2014\u8fd9\u6697\u793a\u7740\u672a\u6765\u7684\u7ade\u4e89\u58c1\u5792\u5c06\u4ece\u201c\u4ee3\u7801\u672c\u8eab\u201d\u8f6c\u5411\u201c\u4ee3\u7801\u7684\u751f\u4ea7\u65b9\u5f0f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n Vercel\u901a\u8fc7\u6b64\u4e3e\uff0c\u806a\u660e\u5730\u5c06\u81ea\u8eab\u7684\u57fa\u7840\u8bbe\u65bd\uff08Fluid\u3001Workbox\u3001Sandbox\u7b49\uff09\u5851\u9020\u6210\u4e86\u4e0b\u4e00\u4ee3AI\u9a71\u52a8\u5f00\u53d1\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5f00\u6e90\u4ee3\u7801\u5e93\u662f\u5176\u8bf1\u9975\uff0c\u6700\u7ec8\u76ee\u7684\u662f\u5438\u5f15\u5f00\u53d1\u8005\u5728\u5176\u4e91\u751f\u6001\u4e0a\u6784\u5efa\u548c\u8fd0\u884c\u8fd9\u4e9b\u9ad8\u4ef7\u503c\u7684\u201c\u5de5\u5382\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u90e8\u7f72\u548c\u6743\u9650\u7ba1\u7406\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u6280\u672f\u4ece\u6f14\u793a\u8d70\u5411\u751f\u4ea7\u6240\u9762\u4e34\u7684\u6700\u4e25\u5cfb\u6311\u6218\uff1a\u5982\u4f55\u5728\u4e00\u4e2a\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u4ee3\u7801\u7684\u7cfb\u7edf\u91cc\uff0c\u5efa\u7acb\u53ef\u9760\u7684\u5b89\u5168\u8fb9\u754c\u4e0e\u6cbb\u7406\u6d41\u7a0b\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u5de5\u7a0b\u54f2\u5b66\u548c\u7ba1\u7406\u6a21\u5f0f\u7684\u53d8\u9769\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cOpen Agents\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u5373\u62ff\u5373\u7528\u7684\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4efd\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u884c\u4e1a\u5ba3\u8a00\u201d\u548c\u201c\u67b6\u6784\u84dd\u56fe\u201d\u3002\u5b83\u544a\u8bc9\u5e02\u573a\uff0c\u771f\u6b63\u7684\u201c\u667a\u80fd\u7f16\u7a0b\u201d\u4e0d\u662f\u73a9\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u9700\u8981\u6df1\u539a\u57fa\u7840\u8bbe\u65bd\u3001\u4e25\u5bc6\u5b89\u5168\u8bbe\u8ba1\u548c\u6df1\u5ea6\u4e1a\u52a1\u96c6\u6210\u7684\u7cfb\u7edf\u5de5\u7a0b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u4f01\u4e1a\u613f\u610f\u4ee5\u5176\u4e3a\u84dd\u672c\uff0c\u6295\u5165\u8d44\u6e90\u53bb\u6784\u5efa\u548c\u5b9a\u5236\u90a3\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u3001\u5e26\u62a4\u57ce\u6cb3\u7684\u201c\u8f6f\u4ef6\u751f\u4ea7\u8f66\u95f4\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\">Open Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Open Agents is an open-source reference app for building and running background coding agents on Vercel. It includes the web UI, the agent runtime, sandbox orchestration, and the GitHub integration needed to go from prompt to code changes without keeping your laptop involved.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/x.com\/rauchg\/status\/2043869656931529034\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">From<\/a> <a href=\"https:\/\/www.producthunt.com\/@rauchg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rauchg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rauchg<\/a> :<\/p>\n<blockquote>\n<p>Today we’re open sourcing <a href=\"http:\/\/open-agents.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/open-agents.dev<\/a>, a reference platform for cloud coding agents. You’ve heard that companies like Stripe (Minions), Ramp (Inspect), Spotify (Honk), Block (Goose), and others are building their own “AI software factories”. Why? <\/p>\n<ol>\n<li>\n<p>On a technical level, off-the-shelf coding agents don’t perform well with huge monorepos, don’t have your institutional knowledge, integrations, and custom workflows. <\/p>\n<\/li>\n<li>\n<p>On a business level, the moat of software companies will shift from ‘the code they wrote’, to the ‘means of production’ of that code. The alpha is in your factory.<\/p>\n<\/li>\n<\/ol>\n<p>Open Agents deploys to our agentic infrastructure: <strong>Fluid<\/strong> for running the agent’s brain, <strong>Workflow<\/strong> for its long-running durability, <strong>Sandbox<\/strong> for secure code execution, <strong>AI Gateway<\/strong> for multi-model tokens. <\/p>\n<\/p>\n<p>(Because of our focus on Open SDKs and runtimes, this codebase is a gem even if you’re not hosting on Vercel.) <\/p>\n<\/p>\n<p>TL;DR: if you’re building an internal or user-facing agentic coding platform, deploy this:<\/p>\n<p><a href=\"https:\/\/vercel.com\/templates\/template\/open-agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/vercel.com\/templates\/template\/open-agents<\/a><\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rauchg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rauchg<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <\/p>\n<p> Hi, everyone.<br \/>Really interesting direction \u2014 especially framing this as a \u201csoftware factory.\u201d<\/p>\n<\/p>\n<p>As agents start generating and executing code in complex environments,<\/p>\n<p>it feels like the next challenge isn\u2019t just how to run things,<\/p>\n<p>but how to define what should be allowed to run in the first place. Hello, everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you assume prompt injection is inevitable, what\u2019s the practical security posture you recommend for a production deployment (secrets handling, network egress, tool permissions, approval gates), and which parts do you expect teams to customize first?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this<\/p>\n<p>going from prompt to actual code changes without staying in the loop is where things get interesting<\/p>\n<p>nice to see this as an open reference as well<\/p>\n<p>how are you handling sandbox isolation for different tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XXQYZE5UPPEAGS\" class=\"app-title\">HeyGen CLI<\/a><\/p>\n<div class=\"one-liner\">Make videos, translate content + create avatars in terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HeyGen CLI\u662f\u4e00\u6b3e\u7ec8\u7aef\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u548cAI\u667a\u80fd\u4f53\u76f4\u63a5\u751f\u6210\u89c6\u9891\u3001\u7ffb\u8bd1\u5185\u5bb9\u3001\u521b\u5efa\u6570\u5b57\u4eba\uff0c\u901a\u8fc7\u7ed3\u6784\u5316JSON\u8f93\u51fa\u65e0\u7f1d\u96c6\u6210\u81ea\u52a8\u5316\u811a\u672c\u4e0e\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\u9ad8\u6548\u96c6\u6210\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/498a3aaa-c539-432b-b976-c60a44c901cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6007e2a-7f6c-4631-a03e-0017f54b850e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1be135fd-681c-4d46-8e0d-0edba179f3b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/387e79e9-49d5-42cd-a23c-33a35869abc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/285304d1-d826-4e6e-8718-7f0f5a72f65b.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/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\">\u5185\u5bb9\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">DevOps<\/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\u7b26\u5408CLI\u4e0e\u667a\u80fd\u4f53\u53cb\u597d\u8d8b\u52bf\uff0c\u80fd\u63d0\u5347\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u6570\u5b57\u4eba\uff08\u6570\u5b57\u5b6a\u751f\uff09\u529f\u80fd\u662f\u5426\u5bf9\u4f01\u4e1a\u8d26\u6237\u5f00\u653e\uff0c\u4ee5\u53ca\u751f\u6210\u89c6\u9891\u7684\u8f93\u51fa\u4f4d\u7f6e\u548c\u53ef\u7f16\u8f91\u6027\uff08\u5728\u7ec8\u7aef\u8fd8\u662fHeyGen\u5e73\u53f0\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 HeyGen CLI\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5c06\u4e00\u4e2a\u56fe\u5f62\u754c\u9762\u4ea7\u54c1\u8fdb\u884c\u547d\u4ee4\u884c\u5305\u88c5\u90a3\u4e48\u7b80\u5355\u3002\u5b83\u6e05\u6670\u5730\u6307\u5411\u4e86\u4e24\u4e2a\u6838\u5fc3\u8d8b\u52bf\uff1a\u4e00\u662f\u201cAI\u667a\u80fd\u4f53\u201d\u6b63\u5728\u4ece\u6982\u5ff5\u8d70\u5411\u5177\u8c61\u5316\u7684\u5de5\u5177\u94fe\u9700\u6c42\uff0c\u4e8c\u662f\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u6210\u4e3aAI\u5e94\u7528\u843d\u5730\u7684\u5173\u952e\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5c06\u89c6\u9891\u751f\u6210\u8fd9\u7c7b\u91cd\u5ea6\u4f9d\u8d56\u4e91\u7aef\u5904\u7406\u3001\u7ed3\u679c\u96be\u4ee5\u7a0b\u5e8f\u5316\u8c03\u7528\u7684\u201c\u9ed1\u7bb1\u201d\u670d\u52a1\uff0c\u89e3\u6784\u6210\u53ef\u901a\u8fc7\u811a\u672c\u7cbe\u786e\u64cd\u63a7\u3001\u8f93\u51fa\u7ed3\u6784\u5316JSON\u7684\u6807\u51c6\u5316\u7ec4\u4ef6\u3002\u8fd9\u6807\u5fd7\u7740AI\u751f\u6210\u5185\u5bb9\uff08AIGC\uff09\u6b63\u4ece\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u4e0b\u6c89\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u50cf\u8c03\u7528\u4e00\u4e2a\u6570\u636e\u5e93\u6216\u53d1\u9001\u4e00\u4e2aHTTP\u8bf7\u6c42\u90a3\u6837\uff0c\u5c06\u9ad8\u8d28\u91cf\u89c6\u9891\u751f\u6210\u65e0\u7f1d\u5d4c\u5165CI\/CD\u6d41\u6c34\u7ebf\u3001\u81ea\u52a8\u5316\u8425\u9500\u5185\u5bb9\u751f\u4ea7\u6216\u667a\u80fd\u4f53\u51b3\u7b56\u6d41\u7a0b\u4e2d\uff0c\u5b9e\u73b0\u4e86\u521b\u4f5c\u80fd\u529b\u4e0e\u5de5\u7a0b\u5316\u7cfb\u7edf\u7684\u6df1\u5ea6\u8026\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7591\u95ee\u6070\u6070\u63ed\u793a\u4e86\u5176\u9762\u4e34\u7684\u6311\u6218\u3002\u7528\u6237\u5173\u4e8e\u6570\u5b57\u4eba\u529f\u80fd\u6743\u9650\u548c\u8f93\u51fa\u4f4d\u7f6e\u7684\u56f0\u60d1\uff0c\u53cd\u6620\u4e86\u4ea7\u54c1\u5728\u201c\u5f00\u53d1\u8005\u53cb\u597d\u201d\u4e0e\u201c\u5e73\u53f0\u5546\u4e1a\u7b56\u7565\u201d\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u754c\u9650\u3002\u82e5\u5173\u952e\u529f\u80fd\u4ecd\u88ab\u9501\u5b9a\u5728\u4f01\u4e1a\u7ea7\u5957\u9910\u540e\uff0c\u6216\u8f93\u51fa\u65e0\u6cd5\u771f\u6b63\u8131\u79bb\u5e73\u53f0\u751f\u6001\u8fdb\u884c\u672c\u5730\u5316\u5904\u7406\uff0c\u90a3\u4e48\u5176\u5ba3\u79f0\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u548c\u201c\u65e0\u7f1d\u96c6\u6210\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u5b83\u5fc5\u987b\u8c28\u614e\u6743\u8861\uff1a\u662f\u6210\u4e3a\u771f\u6b63\u5f00\u653e\u3001\u4e2d\u7acb\u7684\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u8fd8\u662f\u4f5c\u4e3a\u5f15\u5bfc\u6d41\u91cf\u81f3\u5176\u4e3b\u5e73\u53f0\u7684\u7cbe\u5de7\u94a9\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u7b80\u6d01\u7684\u8bbe\u8ba1\u548c\u96f6\u4f9d\u8d56\u5b89\u88c5\u5c55\u73b0\u4e86\u4f18\u79c0\u5de5\u5177\u7684\u7279\u8d28\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u201cFFmpeg\u201d\u6216\u201ccURL\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5728\u529f\u80fd\u5f00\u653e\u6027\u3001\u5b9a\u4ef7\u6a21\u578b\u4ee5\u53ca\u5bf9\u5f00\u53d1\u8005\u793e\u533a\u53cd\u9988\u7684\u54cd\u5e94\u901f\u5ea6\u3002\u8fd9\u6b65\u68cb\u8d70\u5f97\u7cbe\u51c6\uff0c\u4f46\u68cb\u5c40\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HeyGen CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Your agent can now generate video, translate content, create avatars, and deliver, straight from the terminal. Every command returns structured JSON and works out of the box in scripts, CI pipelines, and agent workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every new tool is changing their focus to become CLI and Agent friendly this year, and the latest one to join the trend is <strong>HeyGen. <\/strong> <\/p>\n<p><strong>HeyGen CLI<\/strong> and their Developer platform brings video generation to the terminal. Your agent can now generate video, translate content, and create avatars \u2014 straight from the command line.<\/p>\n<p>Every command returns structured JSON and works out of the box in scripts, CI pipelines, and agent workflows. Runs in human mode too. One binary, no runtime prerequisites, installs in seconds.<\/p>\n<p>Built on the new HeyGen V3 API. Full docs and quickstart on their newly launched <a href=\"http:\/\/developers.heygen.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">developers.heygen.com<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you create a digital twin avatar without being on an enterprise account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exciting. I am using HeyGen right now in one my apps and even though my pipeline allows me to generate videos fast, this is will definitely improve my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Where does the output go? Is it visible and editable in terminal, or only on the heygen 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DZDESLW4ERMYGF\" class=\"app-title\">ElevenAgents Guardrails 2.0<\/a><\/p>\n<div class=\"one-liner\">Configurable safety control for enterprise agent deployment.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3a\u5927\u89c4\u6a21\u90e8\u7f72\u8bed\u97f3AI Agent\u7684\u4f01\u4e1a\u63d0\u4f9b\u53ef\u914d\u7f6e\u7684\u5b89\u5168\u63a7\u5236\u5c42\uff0c\u901a\u8fc7\u5b9e\u65f6\u7b56\u7565\u6267\u884c\u4e0e\u591a\u91cd\u9a8c\u8bc1\uff0c\u9632\u6b62\u751f\u4ea7\u73af\u5883\u4e2d\u51fa\u73b0\u5bf9\u8bdd\u6f02\u79fb\u3001\u8bf1\u5bfc\u6ce8\u5165\u548c\u54c1\u724c\u80cc\u79bb\u98ce\u9669\uff0c\u4fdd\u969c\u9ad8\u76d1\u7ba1\u884c\u4e1a\u5e94\u7528\u5b89\u5168\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e794012c-3ed1-42e5-bb1d-de81e1350603.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82c13fe6-61be-45aa-9a6e-bb17510b27c3.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dfa7c263-a14a-41e2-adc2-090ad18020a5.webp?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\">Sales<\/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\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u6ce8\u5165\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u6f02\u79fb\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u76d1\u7ba1\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u5c24\u5176\u5728\u9ad8\u98ce\u9669\u884c\u4e1a\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u81ea\u5b9a\u4e49\u8bed\u97f3\u4ee3\u7406\u7684\u517c\u5bb9\u6027\uff08\u662f\u5426\u652f\u6301\u901a\u8fc7API\u96c6\u6210ElevenLabs TTS\u7684\u7b2c\u4e09\u65b9\u4ee3\u7406\uff09\u3001\u5177\u4f53\u5b9e\u65bd\u573a\u666f\uff08\u4e1a\u52a1\u5173\u952e\u4efb\u52a1\u8bed\u97f3\u4ea4\u4e92\uff09\uff0c\u4ee5\u53ca\u5bf9\u4f01\u4e1a\u7ea7\u529f\u80fd\uff08\u6570\u636e\u7f16\u8f91\u548c\u96f6\u4fdd\u7559\u6a21\u5f0f\uff09\u7684\u8bbf\u95ee\u6743\u9650\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ElevenAgents Guardrails 2.0\u7784\u51c6\u7684\u662fAI\u8bed\u97f3\u4ea4\u4e92\u4ece\u6f14\u793a\u8d70\u5411\u89c4\u6a21\u5316\u751f\u4ea7\u65f6\u66b4\u9732\u51fa\u7684\u201c\u5b89\u5168\u771f\u7a7a\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u57fa\u7840\u7684\u5185\u5bb9\u8fc7\u6ee4\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u72ec\u7acb\u4e8e\u4e3b\u6a21\u578b\u51b3\u7b56\u8def\u5f84\u7684\u5e76\u884c\u6821\u9a8c\u4f53\u7cfb**\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201c\u7b56\u7565\u5373\u4ee3\u7801\u201d\u548c\u201c\u4e0d\u53ef\u53d8\u57fa\u7840\u8bbe\u65bd\u201d\u7406\u5ff5\uff0c\u5f15\u5165\u4e86\u975e\u786e\u5b9a\u6027\u7684AI\u4ea4\u4e92\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u5c42\u9a8c\u8bc1\u67b6\u6784\uff1a\u7cfb\u7edf\u63d0\u793a\u786c\u5316\u3001\u7528\u6237\u8f93\u5165\u9a8c\u8bc1\u3001\u4ee3\u7406\u54cd\u5e94\u9a8c\u8bc1\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728AI\u7684\u201c\u601d\u8003\u524d\u201d\u3001\u201c\u8f93\u5165\u65f6\u201d\u548c\u201c\u8f93\u51fa\u540e\u201d\u8bbe\u7f6e\u4e86\u4e09\u4e2a\u72ec\u7acb\u7684\u68c0\u67e5\u7ad9\uff0c\u800c\u975e\u4f9d\u8d56\u5355\u4e00\u3001\u6613\u88ab\u7ed5\u8fc7\u7684\u7cfb\u7edf\u63d0\u793a\u3002\u5c24\u5176\u201c\u81ea\u5b9a\u4e49\u62a4\u680f\u4ee5\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u201d\u7684\u7279\u6027\uff0c\u964d\u4f4e\u4e86\u5b89\u5168\u7b56\u7565\u7684\u914d\u7f6e\u95e8\u69db\uff0c\u4f7f\u5176\u80fd\u88ab\u4e1a\u52a1\u548c\u5408\u89c4\u56e2\u961f\u76f4\u63a5\u7ba1\u7406\uff0c\u800c\u975e\u4ec5\u662f\u5de5\u7a0b\u5e08\u7684\u804c\u8d23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u72ec\u7acb\u5e76\u884c\u68c0\u67e5\u201d\u5fc5\u7136\u5f15\u5165\u5ef6\u8fdf\uff0c\u5728\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u4e2d\uff0c\u5982\u4f55\u5728\u5b89\u5168\u4e0e\u6d41\u7545\u6027\u4e4b\u95f4\u53d6\u5f97\u5fae\u79d2\u7ea7\u7684\u5e73\u8861\uff0c\u5c06\u662f\u5de5\u7a0b\u4e0a\u7684\u4e25\u5cfb\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u6210\u8d25\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u89c4\u5219\u5f15\u64ce\u7684\u7cbe\u51c6\u5ea6\u2014\u2014\u8fc7\u4e25\u5219\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\uff0c\u8fc7\u677e\u5219\u5f62\u540c\u865a\u8bbe\u3002\u5c24\u5176\u662f\u5728\u5904\u7406\u8bed\u4e49\u6a21\u7cca\u3001\u8bed\u5883\u4f9d\u8d56\u7684\u8fdd\u89c4\u5185\u5bb9\u65f6\uff0c\u5176\u8bef\u5224\u7387\u5c06\u76f4\u63a5\u51b3\u5b9a\u5ba2\u6237\u4fe1\u4efb\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5b83\u6df1\u5ea6\u7ed1\u5b9aElevenAgents\u751f\u6001\uff0c\u8fd9\u65e2\u662f\u65e9\u671f\u4f18\u52bf\u4e5f\u662f\u589e\u957f\u74f6\u9888\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u7528\u6237\u5173\u5207\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u66f4\u9700\u8981\u4e00\u4e2a\u80fd\u8de8\u5e73\u53f0\u3001\u8de8\u8bed\u97f3\u5408\u6210\u5f15\u64ce\u7684**\u6807\u51c6\u5316\u5b89\u5168\u4e2d\u95f4\u4ef6**\u3002\u82e5\u80fd\u5f00\u653e\u4e3a\u53ef\u63d2\u62d4\u7684\u201c\u8bed\u97f3AI\u9632\u706b\u5899\u201d\uff0c\u5176\u5e02\u573a\u5b9a\u4f4d\u5c06\u4ece\u529f\u80fd\u4ea7\u54c1\u8dc3\u5347\u4e3a\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cGuardrails 2.0\u63ed\u793a\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1a\u5f53AI Agent\u5f00\u59cb\u5904\u7406\u771f\u5b9e\u4e16\u754c\u7684\u91d1\u94b1\u3001\u5065\u5eb7\u548c\u6cd5\u5f8b\u4e8b\u52a1\u65f6\uff0c\u53ef\u5ba1\u8ba1\u3001\u53ef\u5f3a\u5236\u6267\u884c\u7684\u8fc7\u7a0b\u63a7\u5236\uff0c\u5176\u91cd\u8981\u6027\u5c06\u5f00\u59cb\u8d85\u8d8a\u6a21\u578b\u672c\u8eab\u7684\u6027\u80fd\u3002\u5b83\u5356\u7684\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u8fdb\u5165\u9ad8\u76d1\u7ba1\u884c\u4e1a\u7684\u201c\u51c6\u5165\u8bb8\u53ef\u8bc1\u201d\u548c\u4f01\u4e1a\u7684\u201c\u98ce\u9669\u7f13\u91ca\u4fdd\u9669\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\">ElevenAgents Guardrails 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Voice agents drift, get manipulated, or go off-brand in production. Guardrails 2.0 adds real-time policy enforcement, prompt injection protection, and custom rules to ElevenAgents. For enterprise teams deploying agents at scale.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice agents are moving fast into production. But most teams don’t have a way to enforce what their agents should and shouldn’t say, especially when users actively try to push past system instructions.<\/p>\n<\/p>\n<p><strong>ElevenAgents Guardrails 2.0<\/strong> is a redesigned safety layer that validates user inputs and agent responses in real time, before anything reaches the end user.<\/p>\n<\/p>\n<p>Agents drift in long conversations. System prompts don’t hold under pressure. One wrong response in healthcare or banking breaks trust fast. Guardrails 2.0 gives teams three independent enforcement layers: system prompt hardening, user input validation, and agent response validation. Custom Guardrails let you define policies in natural language and enforce them automatically across every call.<\/p>\n<\/p>\n<p><strong>What makes it interesting:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udd12 Custom rules run as an independent parallel check, not a filter on the main model<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfaf Pre-built protections for focus, content safety, and prompt injection<\/p>\n<\/li>\n<li>\n<p>\u2699\ufe0f Execution modes tuned for voice latency tradeoffs<\/p>\n<\/li>\n<li>\n<p>\ud83d\udeaa Configurable exit strategies when a guardrail fires<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccb Conversation history redaction for compliance-sensitive deployments<\/p>\n<\/li>\n<\/ul>\n<p>Built for enterprise teams deploying voice agents in regulated industries: healthcare, banking, and retail.<\/p>\n<p>Note: currently in alpha. Redaction and Zero Retention Mode are enterprise-tier.<\/p>\n<\/p>\n<p>If you’re moving voice agents from pilot to production, this is the infrastructure layer that makes it viable.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sometimes the voice agents can drift, and guardrails can help prevent that from happening. 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds like a must have tool, like a shield that saves u from a PR crisis<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 solves a real problem. We’re building Kepion \u2014 a multi-agent platform with 31 AI agents that can create and run businesses. Voice interface is on our roadmap (Telegram voice messages, morning briefings, phone calls via Twilio), and ElevenLabs is our primary TTS choice.<\/p>\n<p>The guardrails angle is especially relevant for us because our agents handle business-critical tasks \u2014 market research, financial analysis, legal checks. When these go through voice, the stakes are higher: a hallucinated number spoken aloud sounds more authoritative than one typed in chat.<\/p>\n<p>We already have a supervisor layer (Warden for quality, Sentinel for fact-checking) that catches issues in text outputs. Guardrails 2.0 adds the missing piece: catching problems in the voice layer itself \u2014 prompt injection through voice input, off-brand responses, policy violations.<\/p>\n<p>Question: does Guardrails 2.0 work with custom voice agents that use ElevenLabs TTS via API, or only with ElevenAgents specifically? We’d want to apply these rules to our own agent pipeline that outputs through ElevenLabs voices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QETRX77EUGVBVP\" class=\"app-title\">Mutiny<\/a><\/p>\n<div class=\"one-liner\">Create anything customer-facing. Personalized and on-brand.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mutiny\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u9500\u552e\u4e0e\u8425\u9500\u5185\u5bb9\u751f\u6210\u5de5\u5177\uff0c\u5b83\u5141\u8bb8GTM\u56e2\u961f\u5728\u65e0\u9700\u4f9d\u8d56\u8bbe\u8ba1\u3001\u5f00\u53d1\u7b49\u90e8\u95e8\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u521b\u5efa\u54c1\u724c\u5316\u3001\u4e2a\u6027\u5316\u7684\u5ba2\u6237\u9762\u5bf9\u8d44\u4ea7\uff08\u5982\u4e1a\u52a1\u6848\u4f8b\u3001\u4ea4\u6613\u5ba4\u7b49\uff09\uff0c\u4ece\u800c\u89e3\u51b3\u8de8\u90e8\u95e8\u4f9d\u8d56\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\uff0c\u52a0\u901f\u4ea4\u6613\u8fdb\u7a0b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb903e92-c19e-4ce5-baf6-959e528f6958.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/382bb6cd-44f1-4a2e-bb6d-3eb988469a7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bda4aa8-4adf-46cc-bdab-48e107aaf00c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ceeefde-a093-471f-aec9-ea84a477b4bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcbcd9d0-da94-4080-a05f-dd5248ee2e00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc639ba-eeb4-4a42-bbb1-dfee4382e28c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48c17460-339b-4367-98dc-6b98e4acf4f4.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\/db6f1ed0-56cf-4464-973d-05a5917b6eba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nWfS1Tozkgk?si=Dpam9DG4bkN_pHiR\"><source src=\"https:\/\/youtu.be\/nWfS1Tozkgk?si=Dpam9DG4bkN_pHiR\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">ABM\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">GTM\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4e92\u52a8\u5206\u6790<\/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\u5feb\u901f\u521b\u5efa\u9ad8\u8d28\u91cf\u3001\u4e2a\u6027\u5316\u8d44\u4ea7\u7684\u80fd\u529b\u53ca\u9500\u552e\u60c5\u62a5\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u9002\u7528\u56e2\u961f\u89c4\u6a21\uff08\u5b98\u65b9\u56de\u5e94\u540c\u6837\u9002\u5408\u5c0f\u56e2\u961f\uff09\u548c\u4e70\u5bb6\u5bf9\u751f\u6210\u94fe\u63a5\u7684\u63a5\u53d7\u5ea6\u3002\u5efa\u8bae\u65b9\u9762\uff0c\u5173\u6ce8\u8d44\u4ea7\u7c7b\u578b\u4f7f\u7528\u5206\u5e03\u548c\u63d0\u5347\u4e70\u5bb6\u91c7\u7eb3\u7387\u7684\u4ea7\u54c1\u8bbe\u8ba1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mutiny\u7684\u201c\u65b0\u53d1\u5e03\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u6218\u7565\u805a\u7126\uff0c\u4ece\u4e4b\u524d\u7684\u4e2a\u6027\u5316\u7f51\u9875\u5de5\u5177\uff0c\u5347\u7ef4\u5b9a\u4f4d\u4e3a\u201c\u5ba2\u6237\u9762\u5bf9\u9762\u5185\u5bb9\u7684AI\u667a\u80fd\u4f53\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6a21\u677f\u5316\u751f\u6210\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7cfb\u7edf\u6027\u89e3\u6784\u5e76\u6570\u5b57\u5316\u201c\u9500\u552e\u827a\u672f\u201d\u4e2d\u90a3\u4e9b\u975e\u6807\u73af\u8282\u2014\u2014\u5982\u4e3a\u7279\u5b9a\u4ea4\u6613\u9636\u6bb5\u5b9a\u5236\u8bf4\u670d\u8bdd\u672f\u3001\u5c06\u51a0\u519b\u5ba2\u6237\u8f6c\u5316\u4e3a\u5185\u90e8\u63a8\u9500\u5458\u3002\u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u4f9d\u8d56\u4e4b\u7f51\u201d\u75db\u70b9\u7cbe\u51c6\u51fb\u4e2d\u4e86B2B\u4f01\u4e1a\u7684\u7ec4\u7ec7\u75c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u54c1\u8d28\u201d\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u5176\u4e00\uff0cAI\u751f\u6210\u7684\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u76ee\u524d\u591a\u505c\u7559\u5728\u89c6\u89c9\u548c\u8bed\u6c14\u7684\u6d45\u5c42\u6a21\u4eff\uff0c\u80fd\u5426\u6df1\u5ea6\u7406\u89e3\u5e76\u6f14\u7ece\u4e0d\u540c\u4f01\u4e1a\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u4e0e\u6218\u7565\u53d9\u4e8b\uff0c\u5b58\u7591\u3002\u5176\u4e8c\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u5168\u6d41\u7a0b\u53ef\u89c1\u6027\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u867d\u7136\u8ba9\u9500\u552e\u6d1e\u6089\u5e55\u540e\u52a8\u6001\uff0c\u4f46\u5c06\u8ffd\u8e2a\u529f\u80fd\u5d4c\u5165\u53d1\u7ed9\u5ba2\u6237\u7684\u94fe\u63a5\uff08\u5982\u8bc4\u8bba\u4e2d\u6240\u63d0\u201c\u5947\u602a\u7684\u94fe\u63a5\u201d\uff09\uff0c\u53ef\u80fd\u5f15\u53d1\u4e70\u5bb6\u5bf9\u9690\u79c1\u7684\u8b66\u89c9\uff0c\u53cd\u800c\u589e\u52a0\u4fe1\u4efb\u6469\u64e6\u3002\u8fd9\u8981\u6c42Mutiny\u5fc5\u987b\u5728\u63d0\u4f9b\u60c5\u62a5\u4e0e\u4fdd\u6301\u4e13\u4e1a\u3001\u65e0\u4fb5\u72af\u611f\u7684\u4f53\u9a8c\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u91ce\u5fc3\u662f\u6210\u4e3aGTM\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u5355\u70b9\u5de5\u5177\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u5176AI\u662f\u5426\u771f\u7684\u5185\u5316\u4e86\u9876\u5c16\u9500\u552e\u7684\u6218\u7565\u601d\u7ef4\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5185\u5bb9\u6392\u7248\u6280\u5de7\u3002\u5982\u679c\u5b83\u80fd\u5c06\u6700\u4f73\u5b9e\u8df5\u6846\u67b6\u4e0e\u5b9e\u65f6\u60c5\u5883\u6570\u636e\uff08CRM\u3001\u901a\u8bdd\u8bb0\u5f55\uff09\u6df1\u5ea6\u878d\u5408\uff0c\u52a8\u6001\u751f\u6210\u771f\u6b63\u5177\u6709\u8bf4\u670d\u529b\u7684\u7b56\u7565\u6027\u5185\u5bb9\uff0c\u800c\u4e0d\u4ec5\u662f\u7f8e\u89c2\u7684\u6587\u6863\uff0c\u5b83\u624d\u6709\u53ef\u80fd\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u7ade\u4e89\u529b\u5f15\u64ce\u201d\u3002\u76ee\u524d\u770b\uff0c\u5b83\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u6700\u8270\u96be\u7684\u201c\u667a\u80fd\u201d\u8003\u9a8c\u8fd8\u5728\u540e\u9762\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mutiny<\/span>\n <\/div>\n<div class=\"comment-content\">Move your prospects from cold to closed without waiting on anyone. Create anything customer-facing including ABM campaigns, executive business cases, and deal rooms. Mutiny plugs into your brand and data so everything looks and sounds like you. And you see exactly who engaged.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Jaleh, CEO and Co-Founder of Mutiny. I founded Mutiny in 2018 to end the web of dependencies that has slowed down GTM teams for years.<\/p>\n<p>Today, we are launching the new Mutiny. Mutiny is your AI agent for creating anything customer-facing, on-brand and personalized in minutes to help you take your accounts from cold to closed.<\/p>\n<p>Problem \u2192 GTM teams are a web of dependencies.<\/p>\n<p>A decade of leading GTM teams taught me that dependencies are the biggest blocker to growth. Ambitious, talented people sitting on their hands. Not because they weren’t good enough. Because the system wasn’t built for speed. This led to too many great ideas dying waiting for resources:<\/p>\n<p>– Sales needs a one-pager to close a deal. Marketing is slammed.<br \/>– Demand-gen has a killer campaign idea. Web can’t get to it for six weeks.<br \/>– Product marketing has the content. Design is backed up.<br \/>– Everyone is waiting on everyone and your best ideas die in someone else\u2019s queue.<\/p>\n<p>Solution \u2192 Mutiny\u2019s agent gives sellers and marketers the ability to create anything they need to take their accounts from cold to closed.<\/p>\n<p>The reality is that every deal hits friction. A champion who can’t get internal buy-in. A competitor who shows up late in the process. A prospect who goes dark after a great call.<\/p>\n<p>Mutiny gives you something to deploy at every one of those moments.<\/p>\n<p>– A polished business case that sells for you when you’re not in the room.<br \/>– A tailored customer story that creates urgency.<br \/>– A battlecard that takes a competitor off the table.<br \/>– A deal room your champion is proud to share.<br \/>– and more.<\/p>\n<p>One person with Mutiny can do more in an afternoon than a team in two weeks.<\/p>\n<p>What sets Mutiny apart is the quality:<\/p>\n<p>1. On-brand, every time.<br \/>Mutiny extracts your colors, fonts and visual style from your website to set the guardrails, so every asset looks and sounds like you. Just describe what you need and get a polished, on-brand asset in minutes.<\/p>\n<p>2. Personalized, automatically.<br \/>Mutiny researches your prospect and pulls in your CRM and call transcripts, so every asset is tailored to the account. Their challenges, relevant metrics, case studies, industry messaging and logo are all personalized instantly.<\/p>\n<p>3. Full visibility.<br \/>Most of the buying process happens behind closed doors. Your champion is forwarding decks & pitching you in meetings. Mutiny shows who opened your assets & what they read, so you can sell even when you’re not in the room & engage new stakeholders w\/ context.<\/p>\n<p>4. Proven GTM best practices.<br \/>Our agent has analyzed top-performing GTM assets and frameworks and built templates for every deal stage. The agent applies your brand and context so you get a polished asset in minutes.<\/p>\n<p>Customers \u2192 The best GTM teams in the world, like Rippling, Snowflake and Uber, are already using Mutiny to hit their goals.<br \/>Users report:<br \/>– Speed: 4.5X faster to create<br \/>– Quality: 100% said it meets or exceeds their design bar<br \/>– Impact: 4 out of 5 reps said they’re more likely to hit quota with Mutiny<br \/>– Edge: 89% said it gives them an edge in competitive deals<\/p>\n<p>Mutiny is now free to try. Sign up today.<\/p>\n<p>We are super excited to be on Product Hunt today and will be around all day to hear about your experiences, any ideas and feedback you might have. :pray:<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mutiny is awesome! Helps our team create stunning assets for a prospect, personalized and on brand. It\u2019s honestly a life saver and helps us close a ton of pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creating personalized landing pages and deal rooms is nice, but knowing whether the VP you sent it to actually looked at it and which sections they spent time on – that’s where the real sales intelligence is. We’re building a B2C product but we also talk to investors and partners, and being able to create a personalized page for each conversation and track engagement would be really useful. Does Mutiny work well for smaller teams or is it mainly built for enterprise sales orgs with a big pipeline?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Mutiny is great for small teams. Interestingly, ~35% of the sign ups we have are from founders with small teams because it eliminates the dependency you\u2019ve historically had with design, web, or anything slowing you down or you haven\u2019t had resources for. Now anyone can create anything that looks like a marketing team created it.<\/p>\n<\/p>\n<p>Analytics are a game changer too. Being able to see how a deal is progressing behind closed doors makes sellers a lot more effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Mutiny is great for small teams. Interestingly, ~35% of the sign ups we have are from founders with small teams because it eliminates the dependency you\u2019ve historically had with design, web, or anything slowing you down or you haven\u2019t had resources for. Now anyone can create anything that looks like a marketing team created it.<\/p>\n<p>You’re right, analytics are a game changer too. Being able to see how a deal is progressing behind closed doors makes sellers a lot more effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jaleh_rezaei1 when you say smaller teams are you referring to \u201dsmaller teams\u201d within an org or downright small companies. I get the problem and how you\u2019re improving speed (without sacrificing quality, in some cases even improving it) but is this applicable even in micro sized companies under 10 employees?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels super practical. Creating deal-specific assets on demand instead of waiting on other teams makes a lot of sense. What kinds of assets are seeing the most usage 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> It depends on who the user is! For founders, we see them using case studies frequently as they are usually small teams trying to build up social proof. Sellers navigate towards the meeting recaps, prospecting pages, and executive business cases a lot. And marketers are primarily using Mutiny for the 1:1 ABM pages (our past bread and butter).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used this to spin up a personalized landing page for one of my target accounts. It took about 2 minutes and was super easy to edit from there. I can see this having a massive impact on our outbound effectiveness and the overall trajectory at the company as we’re just getting Marketing stood up and are about 50\/50 with IB\/OB. I also plan to use it for proposals and exec decks, but am just getting started in the role and don’t have any late-stage deals just yet<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_fitzpatrick1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_fitzpatrick1<\/a> Thanks so much, Mike. Love hearing how quickly you were able to spin that up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Deal rooms and shareable assets live or die by buyer adoption. What have you learned about what makes a buyer actually open, forward, and reuse these assets internally\u2014and what product choices did you make to reduce \u201cthis feels like a weird link\u201d friction while still giving sellers engagement visibility?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’m Lisa, and I lead the CX team here. Things I always tell our customers is that their prospects and humans in general want to believe that what sellers are sharing are going to actually be useful for them and helpful for them. I think leading with intentional assets that are related to the stage of their journey they’re at, and that are solving problems and answering questions they have, is always the best way to have meaningful adoption. <\/p>\n<\/p>\n<p>All that being said, we have done a lot of things in the product to make this a reality for our customers. Here’s a couple highlights I have.<\/p>\n<p>First, we created blueprints. Blueprints were built with the best-performing go-to-market assets and best practices at it’s core. Our team has been working with top GTM organizations for years, and we’ve been studying meticulously what makes assets really good. We made those into blueprints that any team can use and apply their own brand and their own library and their own style to. We know that once people actually click on those assets, they’re going to get a really good experience and that there will be meaningful impact from them. That being said, we know that getting to the open is the tough part.<\/p>\n<\/p>\n<p>We’ve released quality of life features to the platform to help creatively get those assets in front of the right buyers. For example, we have an HTML email preview for every asset that gets published that embeds a preview of the asset in emails so that sellers can give their prospects a quick glimpse of what they’re about to get. <\/p>\n<\/p>\n<p>Other things like advanced analytics to help sellers get a sense of the spread (like: is their asset actually being opened, who opened it and when) can help them follow up expeditiously and know if there’s multi-threading and reach happening on their assets. <\/p>\n<p>Finally, we are working hard on workflows. We believe that assets reaching inboxes and prospects at the right time is a meaningful way to get buyers to actually open and reuse those assets. For example, sending an expeditious and meaningful follow-up from a call that references context and questions from the call is always going to be the best way to get 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<\/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\/NHS2LKHNGJ6ZXM\" class=\"app-title\">send\/links<\/a><\/p>\n<div class=\"one-liner\">Save, organize, and find your links in one place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6d4f\u89c8\u5668\u5feb\u6377\u952e\u548cAI\u81ea\u52a8\u5206\u7c7b\uff0c\u6781\u901f\u4fdd\u5b58\u4e0e\u68c0\u7d22\u94fe\u63a5\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u4e66\u7b7e\u5806\u79ef\u3001\u6807\u7b7e\u9875\u6df7\u4e71\u6216\u8de8\u5e73\u53f0\u53d1\u9001\u94fe\u63a5\u5bfc\u81f4\u7684\u94fe\u63a5\u7ba1\u7406\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f658e9bb-6dd1-41c9-a8db-7e42b32cadad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1a36596-20ca-421b-8081-83fd80df05dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa173f65-c558-4a75-ba01-fda00ac994ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb26c52b-a310-4717-8053-ad1bbc140e1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0338dac5-b45d-459b-97d3-f78018468086.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e66\u7b7e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u53d1\u94fe\u63a5\u7ed9\u81ea\u5df1\u201d\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8d5e\u8d4f\u81ea\u52a8\u5206\u7c7b\u7684\u514d\u7ef4\u62a4\u8bbe\u8ba1\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u589e\u52a0\u6269\u5c55\u56fe\u6807\u76f4\u8fbeWeb App\u3001\u5f00\u53d1\u4fdd\u5b58\u81f3\u4e13\u7528\u90ae\u7bb1\u529f\u80fd\u3001\u5f00\u653eAPI\u3001\u4fee\u590dTelegram Bot\u79fb\u52a8\u7aef\u4f53\u9a8c\uff0c\u4ee5\u53ca\u5bf9\u201c\u6c38\u4e45\u514d\u8d39\u201d\u653f\u7b56\u548c\u9690\u79c1\u5b89\u5168\u7684\u786e\u8ba4\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 send\/links \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u201c\u5fae\u5c0f\u201d\u5e02\u573a\uff1a\u4e2a\u4eba\u94fe\u63a5\u7684\u77ac\u65f6\u4fdd\u5b58\u4e0e\u96f6\u6210\u672c\u6574\u7406\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u4e66\u7b7e\u7ba1\u7406\u5668\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u901a\u8fc7\u201cAlt+L\u201d\u8fd9\u4e00\u6781\u81f4\u7b80\u5355\u7684\u52a8\u4f5c\uff0c\u5c06\u201c\u4fdd\u5b58\u201d\u8fd9\u4e00\u884c\u4e3a\u7684\u5fc3\u7406\u6210\u672c\u548c\u64cd\u4f5c\u6b65\u9aa4\u964d\u5230\u4e86\u8fd1\u4e4e\u4e3a\u96f6\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u6df1\u523b\u2014\u2014\u5b83\u6311\u6218\u4e86\u4f20\u7edf\u4e66\u7b7e\u5de5\u5177\u201c\u5148\u4fdd\u5b58\uff0c\u540e\u6574\u7406\u201d\u7684\u5931\u8d25\u8303\u5f0f\uff0c\u7528AI\u81ea\u52a8\u5206\u7c7b\u53d6\u4ee3\u4e86\u7528\u6237\u8fdf\u65e9\u4f1a\u653e\u5f03\u7684\u624b\u52a8\u6587\u4ef6\u5939\u7ba1\u7406\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5de5\u5177\u4ece\u201c\u9700\u8981\u7ef4\u62a4\u7684\u4ed3\u5e93\u201d\u8f6c\u53d8\u4e3a\u201c\u81ea\u4e3b\u8fd0\u884c\u7684\u80cc\u666f\u670d\u52a1\u201d\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\u5176\u201c\u6c38\u4e45\u514d\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u5728\u83b7\u5f97\u521d\u671f\u597d\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u57cb\u4e0b\u4e86\u957f\u671f\u53ef\u6301\u7eed\u6027\u7684\u95ee\u53f7\uff0c\u7528\u6237\u5bf9\u9690\u79c1\u7684\u7591\u8651\u6b63\u6e90\u4e8e\u6b64\u3002\u5176\u6b21\uff0c\u5f53\u524d\u80fd\u529b\u4ecd\u663e\u5355\u8584\uff0c\u8bc4\u8bba\u4e2d\u9ad8\u9891\u51fa\u73b0\u7684\u90ae\u7bb1\u8f6c\u53d1\u3001API\u96c6\u6210\u3001\u79fb\u52a8\u7aef\u4f53\u9a8c\u4fee\u590d\u7b49\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u94fe\u63a5\u6536\u96c6\u4e2d\u67a2\u201d\u7684\u77ed\u677f\u2014\u2014\u82e5\u65e0\u6cd5\u65e0\u7f1d\u5d4c\u5165\u7528\u6237\u6240\u6709\u7684\u5de5\u4f5c\u6d41\uff08\u79fb\u52a8\u6d4f\u89c8\u3001\u90ae\u4ef6\u3001\u534f\u4f5c\u8f6f\u4ef6\uff09\uff0c\u5176\u201c\u4e00\u7ad9\u5f0f\u201d\u5b9a\u4f4d\u4fbf\u96be\u4ee5\u6210\u7acb\u3002\u7528\u6237\u7684\u8d5e\u7f8e\u591a\u96c6\u4e2d\u4e8e\u201c\u4fdd\u5b58\u201d\u7684\u723d\u611f\uff0c\u4f46\u94fe\u63a5\u7ba1\u7406\u7684\u7ec8\u6781\u8003\u9a8c\u662f\u201c\u68c0\u7d22\u4e0e\u590d\u7528\u201d\uff0c\u5176\u957f\u671f\u7c98\u6027\u5c06\u53d6\u51b3\u4e8e\u540e\u7eed\u5728\u641c\u7d22\u3001\u5173\u8054\u3001\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u7b49\u201c\u7528\u201d\u7684\u5c42\u9762\u80fd\u5426\u5e26\u6765\u540c\u6837\u60ca\u8273\u7684\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u4ee5\u950b\u5229\u5355\u70b9\u7a81\u7834\u5207\u5165\u5e02\u573a\u7684\u4f18\u79c0\u4f5c\u54c1\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e Pocket\uff08\u7a0d\u540e\u8bfb\uff09\u3001Raindrop.io\uff08\u529f\u80fd\u5168\u9762\uff09\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u65e0\u611f\u4fdd\u5b58\u201d\u8fd9\u4e00\u66f4\u524d\u7f6e\u7684\u73af\u8282\u3002\u82e5\u80fd\u7a33\u56fa\u5176\u201c\u6700\u8f7b\u5feb\u4fdd\u5b58\u5de5\u5177\u201d\u7684\u5fc3\u667a\uff0c\u5e76\u9010\u6b65\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u51fa\u53e3\u548c\u590d\u7528\u80fd\u529b\uff0c\u5b83\u6709\u671b\u4ece\u4e00\u4e2a\u89e3\u51b3\u75d2\u70b9\u7684\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u4e2a\u4eba\u77e5\u8bc6\u57fa\u7840\u8bbe\u65bd\u4e2d\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u7ba1\u9053\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\">send\/links<\/span>\n <\/div>\n<div class=\"comment-content\">Save links from your browser. Organized automatically. Find anything in seconds. Links get lost. Bookmarks pile up and never get revisited. Tabs stay open for weeks because you don’t know where else to put them. sendlinks fixes that. Press Alt+L on any page – your link is saved, titled, and categorized automatically. No manual tagging. No folders to manage. Save privately with Alt+P. PIN-protected, invisible to everyone. Free forever. No credit card needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Prashant, a CS grad student and the person behind send\/links.<\/p>\n<p>The idea started from a simple frustration – I kept saving links by sending them to myself on what’s app, then scrolling back through days of messages trying to find them. Bookmarks never worked for me. Tabs piled up. Good articles got lost.<\/p>\n<p>So I built sendlinks. Press Alt+L on any page and your link is saved, titled, and categorized automatically – without leaving what you’re reading.<\/p>\n<p>Some things I’m proud of:<br \/>\n– Chrome extension with keyboard shortcuts (Alt+L to save, Alt+L+P for private)<br \/>\n– Telegram bot (@ugotlinks_bot) so you can save from your phone<br \/>\n– Private mode with PIN protection<br \/>\n– Domain and timeline views to browse your collection<br \/>\n– Weekly digest email of your best unread links<\/p>\n<p>This is my second Chrome extension after Netflix Comments. Built everything solo, completely free.<\/p>\n<p>Would love your honest feedback – what’s missing, what’s broken, what would make you actually use it every day.<\/p>\n<p>Try it at <a href=\"https:\/\/sendlinks.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sendlinks.app<\/a><\/div>\n<div class=\"comment-actions\">\n<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\/@prashantchanne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashantchanne<\/a> this is brilliant, I’m an organization freak, but also I’ll use a tool only when it’s designed well – send\/links meets both of these ;). One note: there should be an icon\/button in the extension that opens the web app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The WhatsApp-to-yourself pipeline for saving links is painfully relatable \u2014 I have definitely done the same thing, along with emailing links to myself and leaving seventeen tabs open for weeks pretending I will read them later.<\/p>\n<\/p>\n<p>The auto-categorization without manual tagging is the part that gets me. Every other bookmarking tool eventually dies because maintaining the folder structure becomes a second job. Removing that friction entirely is the right call.<\/p>\n<\/p>\n<p> I have my coffee; I can’t have my breakfast.<\/p>\n<\/p>\n<p>Curious whether you are planning any kind of collaborative or sharing layer down the road, or if the intentional direction to keep this strictly personal and private?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Would love to also have a dedicated email address that I could forward links and articles to, because that’s what I do in my current workflow, especially if I’m on mobile. I email myself links for me to read or check out later. Excited to give this a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@apcarpl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apcarpl<\/a> Love this suggestion and you’re not alone in this workflow. A lot of people (even me) email links to themselves as a quick capture method.<\/p>\n<p>A dedicated save-by-email address is going on the roadmap. Something like <a href=\"mailto:save@sendlinks.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">save@sendlinks.app<\/a> where anything you forward lands directly in your collection. Clean, simple, works from any device or email client. <\/p>\n<p>Excited to have you try it out. Thank you so much for the suggestion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Having a dedicated search layer just for saved links is going to save me so much time digging through my chaotic browser history. Do you have plans to build out an API so we can programmatically push URLs from other apps? I could easily see myself hooking this up to a script that automatically archives interesting repositories my team drops in Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> That’s exactly the use case send\/links is built for, really glad it resonates.<\/p>\n<p>An API is absolutely on the roadmap. The vision is exactly what you described – a simple POST endpoint where you can push any URL from scripts, automation, Zapier, or whatever your workflow looks like. Your slack to send\/links pipeline sounds like a perfect fit.<\/p>\n<p>I’ll keep this thread updated as it progresses. Would love to have you as an early tester when it’s ready<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 took a look at your website. I don’t see any pricing plan there, but it doesn’t say it’s completely free, so it’s a bit confusing. I really liked the idea and want to use it, but I don’t want to know what links are getting attached to this. Can you explain a bit more on that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> When I signed up, it said it was “Free forever”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great feedback, really appreciate you pointing that out.<br \/>send\/links is completely free, no hidden plans. I think that was leftover placeholder content I forgot to remove before launching, sorry about the confusion.<\/p>\n<p>On the privacy side, your links are stored securely in your account and are only visible to you. We never sell your data, never share it with third parties, and never use your saved links for any purpose other than showing them back to you. Private links go one step further with PIN protection so even if someone has access to your account they can’t see them.<\/p>\n<p>Hope that clears it up. Let me know if you have any other question. Thank you so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tried Raindrop, Pocket, Notion databases, even sending links to myself on WhatsApp (sounds familiar?). None of them stuck because the save action always had too many steps.<\/p>\n<p>send\/links eliminates that entirely. Alt+L and it’s done – no tab switching, no naming, no categorizing. The auto-organization is surprisingly accurate.<\/p>\n<p>What didn’t work: Telegram bot integration is broken for me, which is frustrating because saving from mobile is where most “I’ll read this later” links come from.<\/p>\n<p>Genuinely one of the most useful free tools I’ve found this year. Just fix mobile and this becomes a daily driver for a lot more people.Amazing! \ud83d\udd25\ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4DMNNEYZFVEVSG\" class=\"app-title\">Google’s Nest Doorbell<\/a><\/p>\n<div class=\"one-liner\">Smart, battery-powered video doorbell to detect what matters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Nest Doorbell\u662f\u4e00\u6b3e\u7535\u6c60\u4f9b\u7535\u7684\u667a\u80fd\u53ef\u89c6\u95e8\u94c3\uff0c\u901a\u8fc7\u672c\u5730AI\u7cbe\u51c6\u8bc6\u522b\u5173\u952e\u4e8b\u4ef6\uff08\u5982\u4eba\u3001\u5305\u88f9\uff09\uff0c\u65e0\u9700\u5e03\u7ebf\u5b89\u88c5\uff0c\u89e3\u51b3\u4e86\u5bb6\u5ead\u5b89\u9632\u8bbe\u5907\u5b89\u88c5\u590d\u6742\u548c\u4f20\u7edf\u95e8\u94c3\u8bef\u62a5\u8b66\u9891\u7e41\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c1cd4a3-1b49-46ae-bb75-092886105901.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66d5ef52-823d-4147-a213-27ec639aef77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2568818-384f-4d0c-b68c-b89e840674cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3b1b66b-04cd-41b7-8fde-bb2e3d2fc588.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93e3046e-abc3-4ea8-8417-56124369b957.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61ab4ded-42b2-4574-8a37-612cd21293c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a584cb56-c33e-45bc-b9a5-fe743f7fb431.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52fac05a-777c-424b-bd3f-74469c759dca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/906253a8-a46e-4a2d-9bff-a85dfcc97c43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5497667d-2725-4b0b-b684-5c3faf2c25aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ab3cc3a-a8f4-4f72-a6d6-9c7e6a5b686b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c33fb8f7-05d6-4ebe-8138-2b4a38cf0bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2445f02d-7907-469c-b301-0ded06390da9.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\/f389b5a7-43e7-4d94-9651-2302e2801555.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/UugMP7O-lnY\"><source src=\"https:\/\/youtu.be\/UugMP7O-lnY\" 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\">Home<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n <span class=\"tag\">\u5b89\u9632\u6444\u50cf\u5934<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u95e8\u94c3<\/span><br \/>\n <span class=\"tag\">\u7535\u6c60\u4f9b\u7535<\/span><br \/>\n <span class=\"tag\">AI\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u751f\u6001<\/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\u65e0\u9700\u5e03\u7ebf\u7684\u4fbf\u5229\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a1. \u9632\u76d7\u63aa\u65bd\u7684\u5177\u4f53\u673a\u5236\uff1b2. \u6570\u636e\u9690\u79c1\uff0c\u62c5\u5fe7\u89c6\u9891\u6570\u636e\u88ab\u5171\u4eab\u7ed9\u7b2c\u4e09\u65b9\u6216\u653f\u5e9c\uff1b3. \u8d28\u7591\u6240\u8c13\u201c\u65b0\u529f\u80fd\u201d\u662f\u5426\u5b9e\u4e3a\u5df2\u6709\u529f\u80fd\u7684\u6574\u5408\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 \u8c37\u6b4c\u6b64\u6b21\u63a8\u51fa\u7684Nest Doorbell\uff0c\u672c\u8d28\u662f\u4e00\u573a\u9488\u5bf9\u4e3b\u6d41\u5e02\u573a\u7684\u201c\u4f53\u9a8c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\u2014\u2014AI\u8bc6\u522b\u3001\u7535\u6c60\u4f9b\u7535\u5728\u4e1a\u5185\u5df2\u4e0d\u65b0\u9c9c\u2014\u2014\u800c\u5728\u4e8e\u5c06\u201c\u53ef\u9760\u6613\u7528\u7684\u667a\u80fd\u5b89\u9632\u201d\u8fdb\u884c\u4e86\u6781\u81f4\u7684\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7528\u201c\u7535\u6c60\u4f9b\u7535+\u53ef\u9009\u6709\u7ebf\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u7cbe\u51c6\u8986\u76d6\u4e86\u79df\u623f\u8005\u3001\u8001\u65e7\u4f4f\u5b85\u7528\u6237\u7b49\u201c\u5e03\u7ebf\u56f0\u96be\u6237\u201d\uff0c\u5c06\u5b89\u88c5\u95e8\u69db\u964d\u81f3\u51e0\u4e4e\u4e3a\u96f6\uff0c\u8fd9\u662f\u5bf9\u5e02\u573a\u89c4\u6a21\u7684\u76f4\u63a5\u62d3\u5bbd\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u4f20\u7684\u201c\u672c\u5730AI\u8bc6\u522b\u201d\u662f\u4e00\u6b65\u9ad8\u660e\u7684\u9690\u79c1\u68cb\uff0c\u65e8\u5728\u7f13\u89e3\u7528\u6237\u5bf9\u4e91\u7aef\u89c6\u9891\u6d41\u6301\u7eed\u4e0a\u4f20\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u5c3d\u7ba1\u5b9e\u9645\u6570\u636e\u6d41\u5411\u4ecd\u9700\u6df1\u7a76\u3002\u6700\u540e\uff0c\u6346\u7ed1\u201c5\u5e74\u66f4\u65b0\u201d\u548c\u201c\u9632\u76d7\u4fdd\u62a4\u201d\uff0c\u8bd5\u56fe\u6784\u5efa\u957f\u671f\u4fe1\u4efb\uff0c\u5bf9\u6297\u786c\u4ef6\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u8d28\u7591\u76f4\u6307\u79d1\u6280\u5de8\u5934\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u9690\u79c1\u4e0e\u6570\u636e\u4e3b\u6743\u3002\u8bc4\u8bba\u4e2d\u63a5\u8fde\u51fa\u73b0\u5bf9\u653f\u5e9c\u53ca\u6267\u6cd5\u90e8\u95e8\u8bbf\u95ee\u6570\u636e\u7684\u62c5\u5fe7\uff0c\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\uff0c\u8fd9\u53cd\u6620\u4e86\u7528\u6237\u5bf9\u8c37\u6b4c\u4f5c\u4e3a\u6570\u636e\u5de8\u5934\u7684\u5929\u7136\u4e0d\u4fe1\u4efb\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u907f\u91cd\u5c31\u8f7b\uff0c\u201c\u4e0e\u8c37\u6b4c\u3001Alexa\u7b49\u5de5\u4f5c\u201d\u7684\u8868\u8ff0\u53cd\u800c\u52a0\u5267\u4e86\u751f\u6001\u7ed1\u5b9a\u7684\u9690\u5fe7\u3002\u6b64\u5916\uff0c\u201c\u9632\u76d7\u4fdd\u62a4\u201d\u7ec6\u8282\u6a21\u7cca\uff0c\u82e5\u4ec5\u662f\u4e8b\u540e\u8865\u507f\u800c\u975e\u7269\u7406\u6216\u6280\u672f\u4e0a\u7684\u9632\u62c6\u8bbe\u8ba1\uff0c\u5219\u610f\u4e49\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u4f53\u9a8c\u4e0a\u505a\u51cf\u6cd5\uff08\u5b89\u88c5\uff09\u3001\u5728\u667a\u80fd\u4e0a\u505a\u52a0\u6cd5\uff08\u672c\u5730AI\uff09\u3001\u4f46\u5728\u4fe1\u4efb\u4e0a\u9762\u4e34\u5de8\u5927\u6311\u6218\u7684\u4ea7\u54c1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u53c2\u6570\uff0c\u800c\u53d6\u51b3\u4e8e\u8c37\u6b4c\u80fd\u5426\u7528\u900f\u660e\u7684\u9690\u79c1\u653f\u7b56\u548c\u53ef\u9760\u7684\u5b89\u5168\u5b9e\u8df5\uff0c\u8bf4\u670d\u7528\u6237\u628a\u201c\u524d\u95e8\u201d\u4ea4\u7ed9\u5b83\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google’s Nest Doorbell<\/span>\n <\/div>\n<div class=\"comment-content\">Google Nest Doorbell runs on battery: no wiring, no electrician. AI detects people, parcels, animals, and vehicles separately. HD video, night vision, two-way audio, and 3 hours of free event history. Now $129.99 at Best Buy and Walmart.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google’s Nest Doorbell just got a lot easier to own: battery-powered, no wiring required, and smarter than anything else at the door.<\/p>\n<p>Most video doorbells either need an electrician to install or send you a flood of useless motion alerts every time a leaf blows past. Nest Doorbell runs on a built-in rechargeable battery and uses on-device AI to tell the difference between what actually matters and what doesn’t.<br \/><strong><br \/>What stands out<\/strong>:<\/p>\n<p>\u2022 \ud83e\udd16 AI detection: People, parcels, animals, vehicles<\/p>\n<p>\u2022 \ud83d\udd0b Battery-powered, optional hardwire<\/p>\n<p>\u2022 \ud83d\udcd0 3:4 view: Head-to-toe + parcels<\/p>\n<p>\u2022 \ud83d\udcf9 HD 30 FPS, HDR, night vision (3m)<\/p>\n<p>\u2022 \ud83c\udf99\ufe0f Two-way audio + quick replies<\/p>\n<p>\u2022 \ud83d\udcf1 Works with Google, Alexa, Nest, TV<\/p>\n<p>\u2022 \ud83d\udcbe 3h free video history<\/p>\n<p>\u2022 \ud83d\udd12 Local backup (1h offline)<\/p>\n<p>\u2022 \ud83d\udee1\ufe0f Theft protection + 5yr updates<\/p>\n<p>\u2022 \u267b\ufe0f 45% recycled plastic<\/p>\n<p>Currently on sale at $129.99 at Best Buy and Walmart \u2014 down from full retail price. Perfect for homeowners, renters, and anyone who wants AI-powered front door security without the installation headache.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> But none of these are new features though, are they?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What stops someone from stealing it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a way to disable it from sending my neighbours behaviour to a tech company, the US government and local law enforcement, so only I can access the data? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks nice. Does it come with permissions so we don\u2019t have to give palantir or the PD a live feed<\/div>\n<div class=\"comment-actions\">\n<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 and trendy.. i am just more curious about its “\ud83d\udee1\ufe0f Theft protection” feature..how does it work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool, because it’s difficult to get wiring done sometimes outside of home. A battery-operated doorbell with a camera and audio essentially can help prevent the wiring.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KHDPEQE4PU37BZ\" class=\"app-title\">Cascode<\/a><\/p>\n<div class=\"one-liner\">Build. Break. Brainstorm.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cascode\u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u7684AWS\u67b6\u6784\u6a21\u62df\u6c99\u76d2\uff0c\u901a\u8fc7\u62d6\u62fd\u771f\u5b9eAWS\u670d\u52a1\u5e76\u6ce8\u5165\u6545\u969c\u8fdb\u884c\u5b9e\u65f6\u6a21\u62df\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u3001\u67b6\u6784\u5e08\u53ca\u9762\u8bd5\u8005\u5728\u96f6\u6210\u672c\u3001\u65e0\u98ce\u9669\u7684\u573a\u666f\u4e0b\u76f4\u89c2\u5b66\u4e60\u7cfb\u7edf\u97e7\u6027\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4f20\u7edf\u7cfb\u7edf\u8bbe\u8ba1\u6559\u80b2\u7f3a\u4e4f\u5b9e\u8df5\u4e0e\u6545\u969c\u611f\u77e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60563546-af54-4870-964b-62918779db32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fde6764-611d-4935-a54e-66d1c885507e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46101a17-9577-4011-bc5d-33d6a964d9d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/342e5db7-66e6-4f59-98fc-f23fcee2a651.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/deaf4857-bbfd-4484-96fb-1513fff509e9.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\/65abbc3b-ba0b-4524-b87e-1bcf320653da.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tQdlocsa-vM?si=J0XGn_m4MCdfJbYF\"><source src=\"https:\/\/youtu.be\/tQdlocsa-vM?si=J0XGn_m4MCdfJbYF\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AWS\u67b6\u6784\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u6ce8\u5165\u6f14\u7ec3<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u8bbe\u8ba1\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u9762\u8bd5\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u4e91\u5b89\u5168\u5b9e\u8df5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6559\u80b2\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4ee5\u6545\u969c\u4e3a\u5e08\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5bf9\u6784\u5efa\u6280\u672f\u76f4\u89c9\u548c\u9762\u8bd5\u51c6\u5907\u6781\u6709\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u5f00\u53d1\u73af\u5883\u7684\u96c6\u6210\u3001\u6545\u969c\u573a\u666f\u7684\u9009\u62e9\u903b\u8f91\u3001IAM\u7b56\u7565\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3001\u5e95\u5c42\u72b6\u6001\u7ba1\u7406\u673a\u5236\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u6280\u672f\u6df1\u5ea6\u4e0e\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cascode\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u4e91\u8ba1\u7b97\u65f6\u4ee3\u4e00\u4e2a\u88ab\u957f\u671f\u7c89\u9970\u7684\u8f6f\u808b\uff1a\u6211\u4eec\u8bbe\u8ba1\u4e86\u65e0\u6570\u7cbe\u7f8e\u7684\u67b6\u6784\u56fe\uff0c\u5374\u5bf9\u771f\u6b63\u7684\u5931\u8d25\u4e00\u65e0\u6240\u77e5\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u753b\u56fe\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6545\u969c\u5267\u573a\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u63d0\u4f9b\u4e86\u4e00\u79cd\u7a00\u7f3a\u7684\u3001\u53ef\u91cd\u590d\u7684\u201c\u5931\u8d25\u4f53\u9a8c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f20\u7edf\u4e91\u8ba4\u8bc1\u4e0e\u7cfb\u7edf\u8bbe\u8ba1\u6559\u80b2\uff0c\u5927\u591a\u505c\u7559\u5728\u9759\u6001\u77e5\u8bc6\u4e0e\u7406\u60f3\u5316\u6d41\u7a0b\u7684\u704c\u8f93\uff0c\u8fd9\u5bfc\u81f4\u5de5\u7a0b\u5e08\u5bf9\u590d\u6742\u7cfb\u7edf\u5728\u538b\u529b\u4e0b\u7684\u6d8c\u73b0\u884c\u4e3a\u7f3a\u4e4f\u76f4\u89c9\u3002Cascode\u901a\u8fc7\u5c06\u5b9e\u65f6\u6d41\u91cf\u6a21\u62df\u4e0e\u53ef\u63a7\u6545\u969c\u6ce8\u5165\u7ed3\u5408\uff0c\u5e76\u53ef\u89c6\u5316\u8fde\u9501\u53cd\u5e94\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u201c\u6df7\u6c8c\u5de5\u7a0b\u201d\u7684\u95e8\u69db\u964d\u5230\u4e86\u96f6\uff0c\u5e76\u5c06\u5176\u524d\u7f6e\u5230\u4e86\u8bbe\u8ba1\u4e0e\u5b66\u4e60\u9636\u6bb5\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6559\u5b66\u5de5\u5177\u7684\u521b\u65b0\uff0c\u66f4\u662f\u65b9\u6cd5\u8bba\u4e0a\u7684\u98a0\u8986\u2014\u2014\u5b83\u8ba9\u97e7\u6027\u8bbe\u8ba1\u4ece\u4e00\u79cd\u4e8b\u540e\u8865\u6551\u7684\u4e13\u5bb6\u6280\u80fd\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u53ef\u901a\u8fc7\u6a21\u62df\u53cd\u590d\u8bad\u7ec3\u3001\u4ece\u800c\u5185\u5316\u7684\u6838\u5fc3\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u4e00\u952e\u5bfc\u51faIaC\u201d\u4e0e\u201cAI\u8bbe\u8ba1\u533b\u751f\u201d\u529f\u80fd\uff0c\u8bd5\u56fe\u6253\u901a\u4ece\u6a21\u62df\u5230\u5b9e\u8df5\u7684\u95ed\u73af\uff0c\u91ce\u5fc3\u53ef\u89c1\u4e00\u6591\u3002\u4f46\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u6d4f\u89c8\u5668\u5185\u7684\u7b80\u5316\u6a21\u62df\u4e0e\u771f\u5b9eAWS\u73af\u5883\u7684\u590d\u6742\u5ea6\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u63a8\u65ad\u7684IAM\u7b56\u7565\u80fd\u5426\u7ecf\u5f97\u8d77\u751f\u4ea7\u7ea7\u5b89\u5168\u5ba1\u67e5\uff1f\u6a21\u62df\u7684\u6d41\u91cf\u4e0e\u6545\u969c\u6a21\u5f0f\u80fd\u5426\u8986\u76d6\u771f\u5b9e\u4e16\u754c\u7684\u8be1\u5f02\u8fb9\u89d2\u6848\u4f8b\uff1f\u8fd9\u4e9b\u7591\u95ee\u51b3\u5b9a\u4e86\u5b83\u5f53\u524d\u7684\u6838\u5fc3\u5b9a\u4f4d\u4ecd\u662f\u5f3a\u5927\u7684\u201c\u5b66\u4e60\u4e0e\u539f\u578b\u8bbe\u8ba1\u8f85\u52a9\u5de5\u5177\u201d\uff0c\u800c\u975e\u53ef\u4fe1\u7684\u201c\u751f\u4ea7\u90e8\u7f72\u524d\u9a8c\u8bc1\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u6d41\u9732\u51fa\u7684\u5174\u594b\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u5e02\u573a\u5bf9\u6b64\u7c7b\u5b9e\u8df5\u6027\u5de5\u5177\u7684\u6e34\u6c42\u3002\u5b83\u672a\u5fc5\u80fd\u76f4\u63a5\u6253\u9020\u51fa\u575a\u4e0d\u53ef\u6467\u7684\u7cfb\u7edf\uff0c\u4f46\u5b83\u80fd\u9ad8\u6548\u5730\u57f9\u517b\u51fa\u5bf9\u8106\u5f31\u6027\u654f\u611f\u3001\u5bf9\u97e7\u6027\u6709\u76f4\u89c9\u7684\u67b6\u6784\u5e08\u3002\u8fd9\u624d\u662f\u5b83\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff1a\u4e0d\u662f\u5728\u753b\u5e03\u4e0a\u7ec4\u88c5\u670d\u52a1\uff0c\u800c\u662f\u5728\u5de5\u7a0b\u5e08\u8111\u4e2d\u7ec4\u88c5\u5bf9\u590d\u6742\u6027\u7684\u656c\u754f\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\">Cascode<\/span>\n <\/div>\n<div class=\"comment-content\">Drag-and-drop real AWS services, wire them together, and simulate live traffic. Then inject faults and watch failures cascade through your architecture in real time. Export to CloudFormation or Terraform with auto-inferred IAM in one click. AI Design Doctor grades your architecture and catches anti-patterns. Collaborate in real time with live cursors. Tackle 10 architecture challenges with automated validation. No AWS account needed. Runs entirely in your browser.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Cascode puts you in a live browser canvas where you assemble real AWS architectures, watch actual message flows run through them, and then deliberately kill nodes to see what cascades. The core idea is that you learn resilience by feeling the difference between a system that holds and one that falls apart, not by memorising diagrams.<\/p>\n<p>Most system design education stops at theory. Cascode makes failure the teacher. When a node dies and you watch the downstream effects ripple through your architecture in real time, that mental model sticks in a way that no diagram ever could. You build intuition for why things break, which is exactly what gets tested when production goes wrong<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mxnyawi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxnyawi<\/a> Your product caught my eye with the name alone, and the focus on simplifying coding workflows sounds promising. <\/p>\n<p>Anything that reduces friction for devs is always welcome. How does it integrate with existing dev environments?<\/p>\n<p><em>BTW, I work at SmartDev, a Vietnam-based company that provides IT outsourcing and dedicated development teams. If your team ever needs extra hands on development work, feel free to connect with me on LinkedIn!<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Watch a demo for Multi-User real time collab! <\/p>\n<\/p>\n<p>Link: <a href=\"https:\/\/x.com\/mxnyapps\/status\/2043789858095710509?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/mxnyapps\/status\/2043789858095710509?s=20<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels super useful, especially for people preparing for system design interviews or thinking about resilience. How do you decide which failure scenarios to simulate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Thanks! The simulation runs on a 500ms tick with fault types like crash, timeout, and throttle. I focused on the failure modes that come up most in real production incidents from my experience and community discussions: service crashes, timeouts under load, throttling from capacity limits, and crucially the cascading effects of each. Failures propagate downstream via BFS traversal and backpressure propagates upstream, so as you can actually watch an architecture unravel in real time it almost recreates the feeling! <\/p>\n<\/p>\n<p>Lots more depth planned: network partitions, probabilistic error rates, and more it’s still early days. Would love to hear which scenarios would be most useful for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Your roadmap mentions exporting to CloudFormation\/Terraform with auto-inferred IAM. In practice, how do you infer permissions from the diagram and wiring, and how do you handle the tricky cases (least privilege vs usability, wildcard creep, cross-service actions that are easy to miss)?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The inference works from the edge topology of your diagram. Each AWS service has a definition that encodes its IAM characteristics, and when you wire two services together the engine looks up the required actions for that specific pairing and scopes them to generated ARNs rather than wildcards. A validation pass then flags anything overly broad. For the tricky cases, cross-service permissions and resource policies, those get handled automatically during CloudFormation and Terraform export. Service-linked roles and some of the deeper edge cases are still on my list though, it’s early 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>The idea of having a dedicated space just to build and break code without wrecking my local environment is super appealing. I can definitely see myself using this as a sandbox to test out messy API integrations before wiring them up in my actual app. I would love to hear how you are handling state management under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> That’s exactly the use case I built it for! Messy experimentation without consequences. For state management, I keep it intentionally lightweight: Zustand for global state like node selection and multi-page diagram snapshots, React Flow v12 handles the canvas internals, and React Context for scoped things like collaboration cursors. Persistence is two-tier with a Cloudflare D1 backend and localStorage as fallback, both debounced.<\/p>\n<\/p>\n<p>Still early days and a lot more planned around state replay and snapshots!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “make failure the teacher” approach is exactly how deep technical intuition gets built \u2014 and it’s radically underused in professional education.<\/p>\n<\/p>\n<p>I’ve been thinking about this a lot designing my Excel for Financial Modelling course on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/exc…<\/a>). The courses that stick are the ones where you build a model that breaks \u2014 circular references that crash the file, linked workbooks that lose their source, sensitivity tables that return errors. Working through the failure is what turns someone from a user into someone who actually understands the tool.<\/p>\n<\/p>\n<p>Cascode is applying this to infrastructure in a really direct way. The live canvas + deliberate node killing is a clever mechanism. Most cloud certifications test whether you can recognize a diagram, not whether you understand why a system fails. This closes that gap. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/GP4IUFWFBTUMFK\" class=\"app-title\">Shuffle AI Redesign Extension<\/a><\/p>\n<div class=\"one-liner\">Redesign any site using leading AI models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u4e3b\u6d41AI\u6a21\u578b\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u53ef\u5373\u65f6\u5bf9\u4efb\u4f55\u7f51\u7ad9\uff08\u5305\u62ec\u672c\u5730\u548c\u52a0\u5bc6\u7ad9\u70b9\uff09\u8fdb\u884cAI\u91cd\u8bbe\u8ba1\uff0c\u5e2e\u52a9\u8bbe\u8ba1\u5e08\u548c\u5f00\u53d1\u8005\u5feb\u901f\u5b8c\u6210\u7f51\u7ad9\u89c6\u89c9\u66f4\u65b0\u3001\u5ba2\u6237\u63d0\u6848\u548c\u7075\u611f\u751f\u6210\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4638f564-bae7-403c-8d36-98559b5d8920.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e734a041-0735-4922-91bf-bedcf28f0a61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e88ffbf3-051d-4118-9920-ac277ca04a81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7075\u611f<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5b98\u65b9\u8bc4\u8bba\u91cd\u70b9\u5ba3\u4f20\u4e86\u652f\u6301\u672c\u5730\u53ca\u52a0\u5bc6\u7f51\u7ad9\u8fd9\u4e00\u5173\u952e\u66f4\u65b0\uff0c\u89e3\u51b3\u4e86\u5148\u524d\u6700\u5927\u4f7f\u7528\u969c\u788d\uff0c\u5e76\u5f3a\u8c03\u4e86\u5176\u591a\u6a21\u578b\u5bf9\u6bd4\u3001\u4e00\u952e\u5bfc\u51fa\u81f3\u4e3b\u6d41\u5f00\u53d1\u6846\u67b6\u7b49\u6838\u5fc3\u529f\u80fd\uff0c\u65e8\u5728\u5c55\u793a\u5176\u5b9e\u7528\u6027\u4e0e\u7075\u6d3b\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 Shuffle AI Redesign Extension \u5c06\u6d41\u884c\u7684\u751f\u6210\u5f0fAI\u80fd\u529b\u7cbe\u51c6\u5730\u951a\u5b9a\u5728\u4e86\u201c\u7f51\u7ad9\u89c6\u89c9\u91cd\u8bbe\u8ba1\u201d\u8fd9\u4e00\u5782\u76f4\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u4e0a\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u80fd\u753b\u56fe\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u7075\u611f\u6fc0\u53d1\u5230\u4ea4\u4ed8\u843d\u5730\u7684\u5fae\u578b\u5de5\u4f5c\u6d41\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u4e4b\u5904\u6709\u4e09\uff1a\u5176\u4e00\uff0c\u76f4\u51fb\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u969c\u788d\uff0c\u901a\u8fc7\u6d4f\u89c8\u5668\u6269\u5c55\u5f62\u6001\u7834\u89e3\u4e86\u672c\u5730\u4e0e\u5185\u7f51\u73af\u5883\u7684\u4f7f\u7528\u58c1\u5792\uff0c\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u5b9e\u73b0\uff0c\u5b9e\u5219\u662f\u4ea7\u54c1\u601d\u7ef4\u4e0a\u7684\u5173\u952e\u80dc\u5229\uff0c\u5c06\u5de5\u5177\u4ece\u201c\u73a9\u5177\u201d\u8f6c\u5411\u4e86\u201c\u5de5\u4f5c\u4f34\u4fa3\u201d\u3002\u5176\u4e8c\uff0c\u5b83\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eFigma\u3001Webflow\u7b49\u6210\u719f\u8bbe\u8ba1\u5e73\u53f0\u5728\u5b8c\u6574\u5de5\u4f5c\u6d41\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u805a\u7126\u4e8e\u201c\u5feb\u901f\u53d8\u5f02\u201d\u548c\u201c\u7075\u611f\u6fc0\u53d1\u201d\u7684\u524d\u671f\u73af\u8282\uff0c\u626e\u6f14\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u50ac\u5316\u5242\u201d\u89d2\u8272\u3002\u5176\u4e09\uff0c\u63d0\u4f9bNext.js\u3001Laravel\u7b49\u6846\u67b6\u7684\u76f4\u63a5\u5bfc\u51fa\u9009\u9879\uff0c\u8fd9\u770b\u4f3c\u662f\u7ed9\u5f00\u53d1\u8005\u7684\u751c\u5934\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5176\u91ce\u5fc3\u2014\u2014\u5b83\u8bd5\u56fe\u8de8\u8d8a\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u5c06AI\u751f\u6210\u7684\u89c6\u89c9\u65b9\u6848\u5411\u53ef\u7528\u7684\u4ee3\u7801\u8d44\u4ea7\u63a8\u8fdb\u4e00\u5c0f\u6b65\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u5347\u4e86\u5176\u4ea7\u51fa\u7269\u7684\u5b9e\u7528\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1aAI\u751f\u6210\u7684\u201c\u8bbe\u8ba1\u201d\u5728\u89c6\u89c9\u65b0\u9896\u6027\u548c\u7ed3\u6784\u5408\u7406\u6027\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u77db\u76fe\u3002\u5bf9\u4e8e\u4e25\u8083\u7684\u5546\u4e1a\u9879\u76ee\uff0c\u5176\u8f93\u51fa\u66f4\u53ef\u80fd\u88ab\u89c6\u4e3a\u4e00\u79cd\u9ad8\u7ea7\u201c\u60c5\u7eea\u677f\u201d\u6216\u7ec4\u4ef6\u7075\u611f\uff0c\u800c\u975e\u53ef\u7528\u7684\u7ec8\u7a3f\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u8bbe\u8ba1\u7cfb\u7edf\u3001\u4ea4\u4e92\u903b\u8f91\u53ca\u4ee3\u7801\u8bed\u4e49\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u505c\u7559\u5728\u89c6\u89c9\u5c42\u9762\u7684\u201c\u91cd\u7ed8\u201d\u3002\u82e5\u4ec5\u505c\u7559\u5728\u8868\u9762\u6362\u80a4\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u4e00\u65f6\u65b0\u5947\u7684\u5de5\u5177\uff1b\u82e5\u80fd\u6301\u7eed\u6df1\u5316\u5bf9\u201c\u8bbe\u8ba1-\u4ee3\u7801\u201d\u6620\u5c04\u5173\u7cfb\u7684\u7406\u89e3\uff0c\u5b83\u5219\u6709\u671b\u6210\u4e3a\u98a0\u8986\u4f20\u7edf\u7f51\u7ad9\u5f00\u53d1\u6d41\u7a0b\u7684\u6954\u5b50\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u806a\u660e\u4e14\u52a1\u5b9e\u7684\u7b2c\u4e00\u6b65\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\">Shuffle AI Redesign Extension<\/span>\n <\/div>\n<div class=\"comment-content\">Redesign any website with the AI Website Redesign extension – powered by leading AI models. Works seamlessly with local and password-protected sites.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<\/p>\n<p>Shuffle\u2019s <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>AI Website Redesign<\/strong><\/a> is getting a ton of traction. People are really pushing it to the edge.<\/p>\n<\/p>\n<p>So we shipped something new to remove one of the biggest blockers: redesigning <strong>local & auth-protected sites<\/strong><\/p>\n<\/p>\n<p><strong>New extensions:<\/strong><\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/chromewebstore.google.com\/detail\/ai-website-redesign\/lkpclcmkiklodpkfjlpbeopfifmbdeel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Chrome Extension<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/addons.mozilla.org\/pl\/firefox\/addon\/ai-website-redesign\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Firefox Extension<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Now you can redesign <em>any<\/em> website.<\/p>\n<\/p>\n<p>Just write a prompt and let leading AI models reimagine your site. Compare results side by side, pick your favorite, and export directly to <strong>Next.js, Laravel, WordPress,<\/strong> or grab a <a href=\"https:\/\/shuffle.dev\/design-md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">design.md <\/a>for coding agents.<\/p>\n<\/p>\n<p><strong>What you can do with it:<\/strong><br \/>\u2713 Redesign outdated websites<br \/>\u2713 Pitch ideas to clients faster<br \/>\u2713 Generate fresh design inspiration<\/p>\n<\/p>\n<p>Curious to see what you\u2019ll create \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<\/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\/WRYVXU5JFFBY2X\" class=\"app-title\">Strix Agents<\/a><\/p>\n<div class=\"one-liner\">AI Hackers to secure your vibe-coded apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Strix Agents \u662f\u4e00\u4e2a\u6301\u7eed\u5b89\u5168\u6d4b\u8bd5\u5e73\u53f0\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u5feb\u901f\u8fed\u4ee3\u7684DevOps\u6d41\u7a0b\u4e2d\uff0c\u81ea\u52a8\u62e6\u622a\u6f0f\u6d1ePR\u3001\u751f\u6210\u4fee\u590d\u4ee3\u7801\u5e76\u8ffd\u8e2a\u5b89\u5168\u6001\u52bf\uff0c\u89e3\u51b3\u4f20\u7edf\u5468\u671f\u6027\u6e17\u900f\u6d4b\u8bd5\u65e0\u6cd5\u5339\u914d\u73b0\u4ee3\u9ad8\u901f\u5f00\u53d1\u8282\u594f\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14cfba86-a4d3-431c-bf8e-d8a7bc13cb61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9526a853-ff50-4a7c-a851-42ca6e97d668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23bbf721-ac34-49b7-8682-197a565d5672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/300e85b7-f0a5-48ff-8c5c-a406cbfd2227.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9a4f91f-80eb-4722-b443-e41668d370ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u6e17\u900f\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u81ea\u52a8\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">PR\u5b89\u5168\u62e6\u622a<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6001\u52bf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6846\u67b6\u6f14\u8fdb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176\u201c\u9a8c\u8bc1\u6f0f\u6d1e\u201d\u627f\u8bfa\u7684\u53ef\u4fe1\u5ea6\uff0c\u8d28\u7591AI\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u8bef\u62a5\u95ee\u9898\uff0c\u8be2\u95ee\u662f\u5426\u771f\u80fd\u751f\u6210\u53ef\u590d\u73b0\u6f0f\u6d1e\u7684\u811a\u672c\uff1b\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u5bf9\u79fb\u52a8Web\u5e94\u7528\u7684\u652f\u6301\u8303\u56f4\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 Strix Agents \u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u7528AI\u7684\u901f\u5ea6\u5bf9\u6297AI\u52a0\u901f\u7684\u5f00\u53d1\u201d\uff0c\u8fd9\u5207\u4e2d\u4e86\u5f53\u524dDevSecOps\u6700\u672c\u8d28\u7684\u77db\u76fe\u3002\u5176\u4ece\u5f00\u6e90\u6846\u67b6\u6f14\u8fdb\u81f3\u5e73\u53f0\u5316\u7684\u8def\u5f84\uff0c\u663e\u793a\u4e86\u5e02\u573a\u5bf9\u201c\u6301\u7eed\u5b89\u5168\u201d\u800c\u4e0d\u4ec5\u662f\u201c\u5de5\u5177\u201d\u7684\u771f\u5b9e\u9700\u6c42\u3002\u4ea7\u54c1\u5c06\u6e17\u900f\u6d4b\u8bd5\u4ece\u201c\u5468\u671f\u6027\u4e8b\u4ef6\u201d\u91cd\u6784\u4e3a\u201c\u6301\u7eed\u8fc7\u7a0b\u201d\uff0c\u5e76\u5d4c\u5165\u4ee3\u7801\u5408\u5e76\u524d\u8fd9\u4e00\u5173\u952e\u5361\u70b9\uff0c\u610f\u56fe\u5c06\u5b89\u5168\u5de6\u79fb\u505a\u5230\u6781\u81f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5229\u7528\u8bc1\u636e\u9a8c\u8bc1\u201d\u662f\u6700\u5927\u4eae\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002AI\u5b89\u5168\u5de5\u5177\u957f\u671f\u56f0\u4e8e\u8bef\u62a5\u7684\u6ce5\u6f6d\uff0c\u82e5\u5176\u771f\u80fd\u901a\u8fc7\u751f\u6210\u53ef\u6267\u884c\u7684\u6f0f\u6d1e\u590d\u73b0\u811a\u672c\u6765\u5b9e\u73b0\u9ad8\u7cbe\u5ea6\u9a8c\u8bc1\uff0c\u5c06\u662f\u6280\u672f\u4e0a\u7684\u663e\u8457\u7a81\u7834\uff1b\u82e5\u505a\u4e0d\u5230\uff0c\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u201c\u5e7b\u89c9\u751f\u6210\u5668\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u76f4\u63a5\u8d28\u7591\uff0c\u6070\u6070\u53cd\u6620\u4e86\u5e02\u573a\u6700\u6df1\u7684\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u9ed1\u5ba2\u201d\u7684\u5671\u5934\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5c06\u5b89\u5168\u4e13\u5bb6\u7684\u201c\u4e0a\u4e0b\u6587\u5224\u65ad\u201d\u4e0e\u201c\u9a8c\u8bc1\u903b\u8f91\u201d\u6709\u6548\u7f16\u7801\u4e3a\u53ef\u81ea\u52a8\u5316\u7684\u6d41\u7a0b\u3002\u5176\u6bcf\u65e5\u5904\u7406\u6d77\u91cfLLM\u4ee4\u724c\u548c\u6570\u636e\uff0c\u6697\u793a\u4e86\u5176\u8bd5\u56fe\u901a\u8fc7\u89c4\u6a21\u6570\u636e\u8fed\u4ee3\u6a21\u578b\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u9a8c\u8bc1\u73af\u8282\u7684\u5de5\u7a0b\u4e25\u8c28\u6027\uff0c\u4ee5\u53ca\u81ea\u52a8\u4fee\u590d\u4ee3\u7801\u662f\u5426\u771f\u6b63\u201c\u53ef\u5408\u5e76\u201d\u3001\u800c\u975e\u5f15\u5165\u65b0\u95ee\u9898\u3002\u5b83\u4e0d\u662f\u5728\u66ff\u4ee3\u5b89\u5168\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5728\u7ade\u4e89\u8c01\u80fd\u66f4\u597d\u5730\u5c06\u5de5\u7a0b\u5e08\u7684\u667a\u6167\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\u5728AI\u91cd\u6784\u4e00\u5207\u5de5\u4f5c\u6d41\u7684\u5f53\u4e0b\uff0c\u5b83\u7684\u8d5b\u9053\u6b63\u786e\uff0c\u4f46\u6700\u7ec8\u7684\u62a4\u57ce\u6cb3\u5c06\u662f\u201c\u7cbe\u51c6\u5ea6\u201d\u800c\u975e\u201c\u901f\u5ea6\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\">Strix Agents<\/span>\n <\/div>\n<div class=\"comment-content\">The new Strix platform gives devs continuous security in one place: continuously pentest your apps, block vulnerable PRs before merge, generate merge-ready fixes, and track security posture over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Strix started as an open-source framework for autonomous pentesting. <\/p>\n<p>Since launch, it\u2019s grown to 80,000+ users, 15B+ LLM tokens processed daily, 1,300+ pentests per day, and 78,000+ vulnerabilities reported.<\/p>\n<p>The demand became clear: teams wanted more than the framework. They wanted Strix running continuously across their repos, apps, and attack surface, with scheduling, validation history, auto-fix, integrations, and enterprise controls.<\/p>\n<p>Why now? \ud83d\ude80<\/p>\n<ul>\n<li>\n<p>AI increased software shipping velocity<\/p>\n<\/li>\n<li>\n<p>security workflows mostly stayed the same<\/p>\n<\/li>\n<li>\n<p>periodic pentests and manual triage do not work when systems change every day<\/p>\n<\/li>\n<\/ul>\n<p>So today we\u2019re launching the new Strix Platform:<\/p>\n<ul>\n<li>\n<p>continuously pentest full-stack apps<\/p>\n<\/li>\n<li>\n<p>block vulnerable PRs before merge<\/p>\n<\/li>\n<li>\n<p>verify findings with proof-of-exploit<\/p>\n<\/li>\n<li>\n<p>generate merge-ready fixes<\/p>\n<\/li>\n<li>\n<p>retest automatically<\/p>\n<\/li>\n<li>\n<p>track security posture over time<\/p>\n<\/li>\n<\/ul>\n<p>Excited to hear what you think and answer any questions \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@0xallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xallam<\/a> verify findings with proof-of-exploit… that’s a bold promise. usually ai security tools are just ‘hallucination factories’ for false positives. does it actually generate a script to reproduce the vulnerability?<\/p>\n<p>Checking out today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this also work for mobile web apps? Or is this only mobile 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<\/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\/IQYDKGE677DI5O\" class=\"app-title\">Amadeus<\/a><\/p>\n<div class=\"one-liner\">Learn Any Piano Song<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Amadeus\u662f\u4e00\u6b3e\u94a2\u7434\u5b66\u4e60\u5e94\u7528\uff0c\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u6216\u626b\u63cf\u81ea\u6709\u4e50\u8c31\u5e76\u8fde\u63a5\u7535\u94a2\u7434\uff0c\u901a\u8fc7\u5b9e\u65f6\u53cd\u9988\u6307\u5bfc\u7ec3\u4e60\uff0c\u89e3\u51b3\u4e86\u94a2\u7434\u7231\u597d\u8005\u56e0\u8bc6\u8c31\u80fd\u529b\u4e0d\u8db3\u800c\u65e0\u6cd5\u81ea\u4e3b\u7ec3\u4e60\u5fc3\u4eea\u66f2\u76ee\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64dd3c6f-ec49-440b-ae8c-8f7bfa7418de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/254b82a2-9788-42b0-b8a3-357d2d01811a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0063cc9-70cd-4f99-b5e3-e931a17d6265.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed877c6d-de26-49dc-b04f-34dae43c381f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb39c2d-b355-48fe-bb50-75d70b1079dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ccbe5f9-e3e5-4fc3-b6c6-1439391bbdb1.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\/c2e455f1-f1f4-4898-a992-b73adde4b456.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FYuKFdSu6qI\"><source src=\"https:\/\/www.youtube.com\/watch?v=FYuKFdSu6qI\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94a2\u7434\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e50\u8c31\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4e50\u5668\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u81ea\u5e26\u4e50\u8c31\u201d\u6a21\u5f0f\u4f18\u4e8e\u7ade\u54c1\uff0c\u5efa\u8bae\u9762\u5411\u94a2\u7434\u6559\u5e08\u793e\u7fa4\u63a8\u5e7f\u5e76\u5236\u4f5c\u77ed\u89c6\u9891\u6f14\u793a\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u6682\u4e0d\u652f\u6301\u84dd\u7259\u8fde\u63a5\u548c\u4e50\u8c31\u7f16\u8f91\u529f\u80fd\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u4e3a\u201c\u4e0a\u4f20\u5373\u7528\u201d\u7684\u4fbf\u6377\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 Amadeus\u770b\u4f3c\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u4e3a\u90a3\u4e9b\u62e5\u6709\u4e50\u8c31\u548c\u4e50\u5668\uff0c\u5374\u5361\u5728\u8bc6\u8c31\u95e8\u69db\u4e0a\u7684\u201c\u534a\u9014\u800c\u5e9f\u201d\u578b\u94a2\u7434\u7231\u597d\u8005\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u6280\u672f\uff08\u4e50\u8c31\u8bc6\u522b\u3001\u5b9e\u65f6\u97f3\u51c6\u6bd4\u5bf9\u5df2\u975e\u65b0\u9c9c\u4e8b\uff09\uff0c\u800c\u5728\u4e8e\u5176\u201c\u4e50\u8c31\u5e73\u6743\u201d\u7b56\u7565\u3002\u5b83\u6ca1\u6709\u50cfSimply Piano\u7b49\u4e3b\u6d41\u5e94\u7528\u90a3\u6837\uff0c\u901a\u8fc7\u6784\u5efa\u7248\u6743\u66f2\u5e93\u6765\u5efa\u7acb\u62a4\u57ce\u6cb3\u548c\u8ba2\u9605\u5236\u4f9d\u8d56\uff0c\u53cd\u800c\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5c06\u4e50\u8c31\u7684\u9009\u62e9\u6743\u5b8c\u5168\u4ea4\u8fd8\u7ed9\u7528\u6237\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u601d\u7ef4\uff1a\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u8fde\u63a5\u4efb\u610f\u4e50\u8c31\u4e0e\u4efb\u610f\u6570\u5b57\u94a2\u7434\u7684\u901a\u7528\u7ffb\u8bd1\u5c42\u548c\u5b9e\u65f6\u6559\u7ec3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u6a21\u5f0f\u7684\u6f5c\u5728\u98ce\u9669\u4e0e\u673a\u9047\u540c\u6837\u660e\u663e\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u5176\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u81ea\u6709\u4e50\u8c31\u7684\u8d28\u91cf\u548c\u683c\u5f0f\u517c\u5bb9\u6027\uff0c\u201c\u4e0a\u4f20\u5373\u7528\u201d\u7684\u627f\u8bfa\u5728\u590d\u6742\u4e50\u8c31\u9762\u524d\u53ef\u80fd\u6253\u6298\uff0c\u4e14\u7f3a\u4e4f\u7ed3\u6784\u5316\u8bfe\u7a0b\u4f53\u7cfb\u53ef\u80fd\u524a\u5f31\u7528\u6237\u957f\u671f\u7c98\u6027\u3002\u673a\u9047\u5219\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u97f3\u4e50\u5b66\u4e60\u4e2d\u6700\u4e2a\u6027\u5316\u7684\u60c5\u611f\u9700\u6c42\u2014\u2014\u201c\u5b66\u6211\u6240\u7231\u201d\u3002\u8fd9\u4f7f\u5176\u80fd\u7ed5\u8fc7\u6602\u8d35\u7684\u7248\u6743\u91c7\u8d2d\uff0c\u4ee5\u6781\u8f7b\u7684\u6a21\u5f0f\u5feb\u901f\u542f\u52a8\uff0c\u5e76\u53ef\u80fd\u6210\u4e3a\u94a2\u7434\u6559\u5e08\u63a8\u8350\u7684\u7406\u60f3\u8f85\u52a9\u5de5\u5177\uff0c\u5d4c\u5165\u7ebf\u4e0b\u6559\u5b66\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u53d1\u5c55\u9762\u4e34\u4e00\u4e2a\u6838\u5fc3\u62f7\u95ee\uff1a\u5f53\u5de5\u5177\u6548\u7387\u8db3\u591f\u9ad8\u65f6\uff0c\u7528\u6237\u4e00\u65e6\u8de8\u8d8a\u4e86\u521d\u671f\u7684\u8bc6\u8c31\u969c\u788d\uff0c\u662f\u5426\u8fd8\u9700\u8981\u8fd9\u4e2a\u201c\u62d0\u6756\u201d\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u4ece\u201c\u7ec3\u4e60\u8f85\u52a9\u201d\u5411\u201c\u6df1\u5ea6\u5b66\u4e60\u4f19\u4f34\u201d\u6f14\u8fdb\uff0c\u4f8b\u5982\u5f15\u5165\u57fa\u4e8e\u7528\u6237\u9519\u8bef\u6a21\u5f0f\u7684\u667a\u80fd\u9488\u5bf9\u6027\u8bad\u7ec3\uff0c\u6216\u6784\u5efa\u56f4\u7ed5\u540c\u4e00\u4e50\u8c31\u7684\u793e\u4ea4\u5316\u7ec3\u4e60\u793e\u533a\u3002\u76ee\u524d\u5176\u201c\u975e\u7f16\u8f91\u201d\u7684\u7b80\u6d01\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u5438\u5f15\u5927\u4f17\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u66f4\u4e25\u8083\u7684\u97f3\u4e50\u5b66\u4e60\u8005\u63a8\u5411\u5176\u4ed6\u4e13\u4e1a\u8f6f\u4ef6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u964d\u4f4e\u95e8\u69db\u201d\u7684\u4fbf\u5229\u6027\u4e0e\u201c\u63d0\u5347\u80fd\u529b\u201d\u7684\u6df1\u5ea6\u4ef7\u503c\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\">Amadeus<\/span>\n <\/div>\n<div class=\"comment-content\">Amadeus lets you upload\/scan sheet music, connect your digital piano, and start practicing immediately with real-time feedback. No sight reading skills? No problem. Don’t settle for someone else’s library, learn the songs you love!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We built Amadeus because I kept running into the same wall:<\/p>\n<p>– I had a piece of sheet music for a song I loved.<br \/>– I had the keyboard.<br \/>– I had…terrible sight reading skills.<\/p>\n<p>We wanted something that would just listen – follow along with what I was playing, highlight where I was, and show me in real-time when I hit a wrong note. Existing apps either locked me into their library or didn’t provide real-time feedback.<\/p>\n<p>Amadeus supports any sheet music you already have: take a photo, upload a PDF, image, MusicXML, MIDI, or ABC file, and it becomes interactive.<\/p>\n<p>Try it free at <a href=\"https:\/\/playamadeus.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">playamadeus.com<\/a> or on <a href=\"https:\/\/apps.apple.com\/us\/app\/amadeus-learn-any-piano-song\/id6751009429\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">iOS<\/a> (3 free uploads). I’d love feedback: what sheet music format do you use most? Do you practice in notation mode or falling notes mode?<\/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\/@diegomura\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegomura<\/a> The “bring your own sheet music” approach is what makes this stand out from Simply Piano, Flowkey, etc. Those apps lock you into their curated library, which means you never get to learn the specific songs you actually care about. The scan-and-play workflow for your own sheet music is a much stronger hook. For distribution: piano teacher communities and Facebook groups are gold for this. Teachers are constantly looking for practice tools they can recommend to students, and the real-time feedback solves a real pain point \u2014 students practicing wrong notes all week between lessons. Also, if you haven’t yet, a TikTok\/Reels video of someone scanning a piece of sheet music and immediately playing along with visual feedback would be incredibly shareable. Congrats Diego!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your launch! <br \/>I like the design, and variety of options. Can it be connected via bluetooth ? Also does it has edit mode for the sheets ? I like to rewrite them from scratch in some apps so I can “understand” the song a bit \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vladyslav_yanishevskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladyslav_yanishevskyi<\/a> thanks for trying it out! It can not be connected via bluetooth at the moment, but that’s interesting, what kind of piano do you have? It also does not have edit mode for sheets, we were aiming for a more “upload and it just works” experience, vs something for more sophisticated users, but I totally get where you’re coming from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MNTXF5XE64D3FL\" class=\"app-title\">Anamap<\/a><\/p>\n<div class=\"one-liner\">Finally, an AI that actually understands your analytics.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Anamap\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790\u5de5\u5177\uff0c\u5b83\u80fd\u5728\u5173\u952e\u4e1a\u52a1\u6307\u6807\u4e0b\u8dcc\u65f6\uff0c\u81ea\u52a8\u5173\u8054\u5206\u6790\u4eea\u8868\u76d8\u3001\u7528\u6237\u884c\u4e3a\u4e0e\u4ee3\u7801\u53d1\u5e03\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u63ed\u793a\u95ee\u9898\u6839\u6e90\uff0c\u5c06\u56e2\u961f\u4ece\u8017\u65f6\u7684\u624b\u52a8\u6392\u67e5\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u4e1a\u52a1\u589e\u957f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b4e9017-3fde-49cf-8609-80c6ec6da9ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9fe09c6-a2a2-4fbf-b74a-80bad08eec33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5573185-175c-4ff0-9fb2-4d11a189ae2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c622a88-088c-4c14-b20c-4e5ce6f148a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de99e3c7-c323-4572-b556-ad104177b4d3.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\/6f85950c-ca88-4591-9a96-c8ed7cb66123.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jKwOkt_U8d8\"><source src=\"https:\/\/youtu.be\/jKwOkt_U8d8\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6307\u6807\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u6570\u636e\u8ff7\u96fe\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u671f\u5f85\u5176\u51cf\u5c11\u4e0d\u786e\u5b9a\u6027\u548c\u624b\u52a8\u5de5\u4f5c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1aAI\u5206\u6790\u7684\u7f6e\u4fe1\u5ea6\u5982\u4f55\u900f\u660e\u5316\uff08\u5df2\u83b7\u89e3\u7b54\uff09\uff1b\u4ea7\u54c1\u4e0e\u73b0\u6709\u6570\u636e\u6e90\uff08\u5982Google Analytics\uff09\u7684\u5b9a\u4f4d\u5173\u7cfb\uff0c\u6f84\u6e05\u5176\u662f\u5206\u6790\u5c42\u800c\u975e\u6570\u636e\u6536\u96c6\u5c42\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 Anamap\uff08\u5176AI\u4ee3\u7406\u540d\u4e3aCartos\uff09\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u66ff\u4ee3BI\u4eea\u8868\u76d8\uff0c\u800c\u662f\u8bd5\u56fe\u586b\u8865\u201c\u770b\u5230\u95ee\u9898\u201d\u4e0e\u201c\u7406\u89e3\u95ee\u9898\u201d\u4e4b\u95f4\u7684\u884c\u52a8\u9e3f\u6c9f\u3002\u5b83\u771f\u6b63\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u95ed\u73af\u4e2d\u7684\u201c\u63a8\u7406\u5f15\u64ce\u201d\uff0c\u5c06\u8d44\u6df1\u5206\u6790\u5e08\u7684\u7ecf\u9a8c\u4e0e\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u672c\u8eab\u6709\u591a\u795e\u79d8\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5173\u952e\u6d1e\u5bdf\uff1a\u7b2c\u4e00\uff0c\u5b83\u5f3a\u8c03\u201c\u5168\u6808\u5173\u8054\u201d\uff0c\u6562\u4e8e\u5c06\u4ee3\u7801\u53d1\u5e03\u7b49\u5f00\u53d1\u6570\u636e\u7eb3\u5165\u5206\u6790\u8303\u7574\uff0c\u8fd9\u76f4\u6307\u73b0\u4ee3SaaS\u6307\u6807\u6ce2\u52a8\u7684\u5e38\u89c1\u76f2\u533a\u3002\u7b2c\u4e8c\uff0c\u5b83\u63d0\u51fa\u201c\u53ef\u5ba1\u8ba1\u7684\u540c\u4e8b\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u56de\u5e94\u4e86\u5f53\u524dAI\u5e94\u7528\u6700\u5173\u952e\u7684\u4fe1\u4efb\u95ee\u9898\u2014\u2014\u4e0d\u4ec5\u7ed9\u51fa\u7ed3\u8bba\uff0c\u8fd8\u5c55\u793a\u63a8\u5bfc\u8fc7\u7a0b\u548c\u4fe1\u5fc3\u6307\u6570\uff0c\u5141\u8bb8\u4eba\u5de5\u5e72\u9884\u7ea0\u6b63\uff0c\u8fd9\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u201c\u4eba\u673a\u534f\u540c\u201d\u601d\u8def\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\u4ea7\u54c1\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5ba2\u6237\u6570\u636e\u6808\u7684\u5b8c\u6574\u6027\u4e0e\u89c4\u8303\u6027\uff0c\u5728\u6df7\u4e71\u7684\u6570\u636e\u57fa\u7840\u4e0a\uff0cAI\u5f88\u53ef\u80fd\u8f93\u51fa\u201c\u7cbe\u81f4\u7684\u5e9f\u8bdd\u201d\u3002\u5176\u6b21\uff0c\u4ece\u201c\u89e3\u91ca\u73b0\u8c61\u201d\u5230\u201c\u6307\u5bfc\u884c\u52a8\u201d\u4ecd\u6709\u8ddd\u79bb\uff0c\u5982\u4f55\u5c06\u6839\u56e0\u5206\u6790\u65e0\u7f1d\u5d4c\u5165\u5230Jira\u3001Slack\u7b49\u534f\u4f5c\u5de5\u5177\u4e2d\uff0c\u5f62\u6210\u4fee\u590d\u95ed\u73af\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u806a\u660e\u52a9\u624b\u201d\u5347\u7ea7\u4e3a\u201c\u6838\u5fc3\u7cfb\u7edf\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u5e02\u573a\u4e0d\u4e4f\u76d1\u63a7\u548cBI\u5de5\u5177\uff0cAnamap\u82e5\u4ec5\u505c\u7559\u5728\u751f\u6210\u89e3\u91ca\u6027\u62a5\u544a\u5c42\u9762\uff0c\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u53ef\u80fd\u88ab\u5feb\u901f\u8ffd\u8d76\u3002\u5b83\u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u8282\u7701\u7684\u6392\u67e5\u65f6\u95f4\u80fd\u5207\u5b9e\u8f6c\u5316\u4e3a\u53ef\u8861\u91cf\u7684\u589e\u957f\u52a0\u901f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4efd\u9700\u8981\u89e3\u8bfb\u7684\u5206\u6790\u62a5\u544a\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\">Anamap<\/span>\n <\/div>\n<div class=\"comment-content\">Most analytics tools tell you what happened. Anamap tells you why. Cartos is an AI agent that investigates your dashboards, site behavior, and code releases to find the root cause of metric drops in plain English. Not a dashboard, a co-worker.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hello Product Hunt! \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>I\u2019m Alex, the founder of Anamap.<\/p>\n<\/p>\n<p>I\u2019ve spent my career managing data platforms, and I kept seeing the same exhausting cycle: A metric dips, and a team of talented people spends the next three days in “investigation mode” instead of “growth mode.”<\/p>\n<p>We didn’t need another dashboard to stare at. We needed a way to automate the <strong>reasoning<\/strong> that happens after the dashboard shows a red line.<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>Cartos<\/strong>. <\/p>\n<\/p>\n<p>It\u2019s an AI agent designed to act as your proactive analytics co-worker. It doesn’t just show you a chart; it investigates the “why” by cross-referencing your entire stack; from your data tools to your latest code releases.<\/p>\n<\/p>\n<p><strong>\ud83c\udf81 Exclusive Launch Offer:<\/strong> We\u2019ve made it simple for the community, no codes needed. Just head to <a href=\"https:\/\/anamaps.com\/ph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/anamaps.com\/ph<\/strong><\/a> to claim your discount:<\/p>\n<ul>\n<li>\n<p><strong>The First 20 Hunters<\/strong> will see <strong>50% OFF<\/strong> automatically applied.<\/p>\n<\/li>\n<li>\n<p><strong>Everyone else<\/strong> gets <strong>25% OFF<\/strong> for the rest of the launch.<\/p>\n<\/li>\n<\/ul>\n<p>\u23f3 <em>Note: This offer is only valid until 11:59 PM PT on April 16th.<\/em><\/p>\n<\/p>\n<p><strong>I\u2019d love to hear from you:<\/strong><\/p>\n<ol>\n<li>\n<p>What is the most frustrating “data mystery” you’ve had to solve recently?<\/p>\n<\/li>\n<li>\n<p>How much time does your team spend manually auditing event triggers?<\/p>\n<\/li>\n<\/ol>\n<p>We\u2019re excited to be here and can\u2019t wait for your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been waiting for something like this. Every time my metrics dip, I end up digging through multiple tools and still feel unsure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dalhat_usman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dalhat_usman<\/a> I know that feeling of “still feeling unsure” even after looking at the numbers. Was there a specific time recently where you had the data but couldn’t find the “why” behind it? I’d love to see if Anamap would have caught 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>The “co-worker” framing is interesting because a good co-worker tells you when they’re not sure. Does Cartos flag its own confidence level? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> you’re absolutely right! And yes Cartos will returns confidence scores it shares with the team. All of the learnings and assumptions are auditable so you can see which data it used to draw it’s conclusions and (if needed) provide it some corrective guidance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this is a coworker, does that mean i can officialy fire my google analytics?:D<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> the UI for Google Analytics for sure! Sadly, you’ll still need it (or Amplitude ) for the data collection. The UI for GA has been a mess since GA4 released. Honestly, I’m a fan of Amplitude. They have a pretty generous free tier and the actual interface is way nicer to use than GA. What’s your biggest pain point with GA right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WSFGC3W4EQGXSO\" class=\"app-title\">Creativly<\/a><\/p>\n<div class=\"one-liner\">Community-powered AI visual platform with unique generators<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Creativly\u662f\u4e00\u4e2a\u793e\u533a\u9a71\u52a8\u7684AI\u89c6\u89c9\u5e73\u53f0\uff0c\u901a\u8fc7\u4e13\u5c5e\u751f\u6210\u5668\u8ba9\u521b\u4f5c\u8005\u65e0\u9700\u5b66\u4e60\u63d0\u793a\u8bcd\u6216\u8bbe\u8ba1\u6280\u80fd\uff0c\u5373\u53ef\u5728\u54c1\u724c\u5b9e\u9a8c\u3001\u8425\u9500\u7269\u6599\u5236\u4f5c\u7b49\u573a\u666f\u4e2d\u5feb\u901f\u751f\u6210\u9ad8\u54c1\u8d28\u89c6\u89c9\u6982\u5ff5\uff0c\u89e3\u51b3\u521b\u4f5c\u6d41\u7a0b\u7e41\u7410\u3001\u4e13\u4e1a\u95e8\u69db\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/315f8b50-a69e-4d81-b09d-c577599f84a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/096adf45-635d-40e1-b5ad-7577b992cd21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63e37338-d872-4569-bd62-0a0a22d86503.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/134d458d-8487-4768-8f3a-d30457ea2756.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/032a53ac-d81a-4009-ae0b-f2e2aeddd795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/844b30a8-e78d-4612-ae9f-736ee26aae43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59e64e33-140f-4f3c-8322-d4118fab61d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/231110d1-1669-4862-bb34-918ed0e2cf8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u751f\u6210\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u793e\u533a\u5de5\u4f5c\u5ba4\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u80fd\u7b80\u5316\u5de5\u4f5c\u6d41\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u54c1\u724c\u98ce\u683c\u4e00\u81f4\u6027\uff0c\u8d28\u7591\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\uff0c\u5e76\u5efa\u8bae\u589e\u52a0\u54c1\u724c\u9884\u8bbe\u529f\u80fd\u3002\u521b\u59cb\u4eba\u56de\u5e94\u53ef\u901a\u8fc7\u81ea\u5efa\u751f\u6210\u5668\u5b9e\u73b0\u4e00\u81f4\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 Creativly\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u51fa\u53e6\u4e00\u4e2a\u201c\u66f4\u597d\u7684AI\u751f\u56fe\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u89c6\u89c9\u521b\u4f5c\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u201c\u751f\u6210\u5668\u5373\u4ea7\u54c1\u201d\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c01\u88c5\u6210\u50bb\u74dc\u5f0f\u6a21\u5757\uff0c\u5e76\u5f00\u653e\u793e\u533a\u81ea\u5efa\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4ea4\u6613\u6807\u51c6\u5316\u7684\u201c\u521b\u4f5c\u5de5\u4f5c\u6d41\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eMidjourney\u7b49\u5de8\u5934\u5728\u751f\u56fe\u8d28\u91cf\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u653b\u51fb\u201c\u5de5\u4f5c\u6d41\u4e2d\u65ad\u201d\u548c\u201c\u63d0\u793a\u8bcd\u5b66\u4e60\u201d\u8fd9\u4e24\u4e2a\u5e94\u7528\u5c42\u75db\u70b9\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u6280\u80fd\u201d\u5b9e\u4e3a\u5c06\u6280\u80fd\u95e8\u69db\u4ece\u7528\u6237\u8f6c\u79fb\u5230\u4e86\u793e\u533a\u4e2d\u7684\u751f\u6210\u5668\u6784\u5efa\u8005\u8eab\u4e0a\uff0c\u5e73\u53f0\u5219\u6210\u4e3a\u5de5\u4f5c\u6d41\u7684\u5206\u53d1\u5e02\u573a\u548c\u6267\u884c\u5f15\u64ce\u3002\u8fd9\u79cd\u6a21\u5f0f\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\uff1a\u4e00\u662f\u793e\u533a\u80fd\u5426\u5f62\u6210\u9ad8\u8d28\u91cfUGC\u751f\u6210\u5668\u7684\u98de\u8f6e\u6548\u5e94\uff0c\u4e8c\u662f\u80fd\u5426\u89e3\u51b3\u8bc4\u8bba\u4e2d\u5c16\u9510\u6307\u51fa\u7684\u201c\u54c1\u724c\u4e00\u81f4\u6027\u201d\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\u3002\u81ea\u5efa\u751f\u6210\u5668\u867d\u80fd\u90e8\u5206\u89e3\u51b3\u98ce\u683c\u7edf\u4e00\uff0c\u4f46\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\u4ecd\u662f\u95e8\u69db\u3002\u82e5\u4e0d\u80fd\u63a8\u51fa\u7cfb\u7edf\u7ea7\u7684\u54c1\u724c\u8d44\u4ea7\u7ba1\u7406\u548c\u98ce\u683c\u7ee7\u627f\u529f\u80fd\uff0c\u5b83\u5c06\u5f88\u96be\u5207\u5165\u771f\u6b63\u7684\u5546\u4e1a\u8bbe\u8ba1\u573a\u666f\uff0c\u800c\u53ea\u80fd\u505c\u7559\u5728\u7075\u611f\u6fc0\u53d1\u548c\u4e00\u6b21\u6027\u521b\u4f5c\u7684\u201c\u73a9\u5177\u201d\u9636\u6bb5\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u964d\u4f4e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u5546\u4e1a\u521b\u4f5c\u6240\u5fc5\u9700\u7684\u7cbe\u51c6\u63a7\u5236\u548c\u4e00\u81f4\u6027\u2014\u2014\u8fd9\u662f\u6240\u6709AI\u8bbe\u8ba1\u5de5\u5177\u8fc8\u5411\u4e13\u4e1a\u5316\u7684\u5fc5\u7b54\u9898\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\">Creativly<\/span>\n <\/div>\n<div class=\"comment-content\">An AI design exploration studio for creatives to instantly generate high-end visual concepts and brand experiments. Creativly is a community-powered AI visual platform with specialized generators. Pick a generator, fill one field, get studio-quality output in seconds. No prompt engineering. No design skills required. From product mockups to merch, posters to brand assets, fashion to art. And if the generator you need doesn’t exist yet? Build it. The community keeps making it richer.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’ve built Creativly because creating with AI today is still harder than it should be. (People still looking for prompts online)<\/p>\n<p>You have to:<br \/>\n– Learn prompting<br \/>\n– Jump between tools<br \/>\n– Repeat the same workflows again and again<\/p>\n<p>So I’m asking a simple question:<br \/>\nWhat if you didn\u2019t need to learn prompts at all?<\/p>\n<p>With Creativly, you just describe what you want:<\/p>\n<p>\u201cA luxury skincare product mockup\u201d<br \/>\n\u201cA Swiss-style poster\u201d<br \/>\n\u201cA streetwear campaign\u201d<\/p>\n<p>\u2026and you get studio-quality visuals instantly.<\/p>\n<p>But the real magic is this:<\/p>\n<p>\ud83d\udc49 You can create your own Studios (Generators).<\/p>\n<p>Just say what you need –> and Creativly builds a reusable AI Studio for you.<\/p>\n<p>No setup. No prompt engineering. No complexity.<\/p>\n<p>It\u2019s like turning every idea into its own creative tool.<\/p>\n<p>We\u2019re just getting started, and I\u2019d love your feedback \ud83d\ude4f<br \/>\nWhat would you create first?<\/p>\n<p>Gil<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept of community-built \u201cstudios\u201d for different creative needs. How do you see this evolving as more people start building their own workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Something like that, yes. I think it is more convenient when you have your own set of tools that is tailered made by you and for you. And you don’t need to know how to prompt and what tool to use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your launch! As a marketer at a pre-launch startup, I’m constantly needing visuals but have little budget for a designer right now. The idea of getting studio-quality output without knowing how to prompt is honestly what I’ve been looking for. Can you keep a consistent brand style across multiple generators, or does each output start fresh every time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> That’s a great question and probably the most important one for startup marketers. The brand consistency piece is genuinely the gap between “fun toy” and “real workflow tool” \u2014 would love to see Gil chime in on this. If Creativly lets you save brand presets (colors, tone, style direction) and apply them across generators, that’s a huge leap forward for early-stage teams who can’t afford a designer but still need consistent visual identity. Tagging @gil_finkelstein2 \u2014 this seems like a key feature to highlight in your messaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> if you using just random generators, it will not keep consistent as every generator is work on different meta prompt. <\/p>\n<p>But you can build your own generators, so you can make sure your generators can keep consistent with your own style.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n 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