\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-27<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-27<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UBMKYT2Z76KGDI\" class=\"app-title\">Agentation<\/a><\/p>\n<div class=\"one-liner\">The visual feedback tool for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">363<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06UI\u754c\u9762\u6807\u6ce8\u8f6c\u5316\u4e3aAI\u7f16\u7a0b\u667a\u80fd\u4f53\u53ef\u7406\u89e3\u7684\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u7684\u89c6\u89c9\u53cd\u9988\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5411AI\u7f16\u7a0b\u52a9\u624b\u63cf\u8ff0\u5177\u4f53\u754c\u9762\u5143\u7d20\u65f6\u8017\u65f6\u4e14\u6613\u51fa\u9519\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6ae0345-5f2a-4bba-82ab-0ba4e9090f9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff7ea8a7-a249-4977-b9e3-a45cb18a9694.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d569defc-faf8-4d4e-94b1-fdb613e08c32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe3dc436-af29-44d5-a90e-8397e4e7e2ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77e3e398-9464-436d-bbd4-b4b0fcfc8e39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a8fc016-f24a-4881-b5cb-96192954f696.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2150f62-912d-49e5-a2c0-763a5313b7ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">UI\u6807\u6ce8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u63d0\u6548<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u5411AI\u667a\u80fd\u4f53\u63cf\u8ff0UI\u5143\u7d20\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u5173\u5207\u70b9\u5305\u62ec\uff1a\u5bf9\u52a8\u6001\u5143\u7d20\/\u72b6\u6001\u7684\u5904\u7406\u80fd\u529b\u3001\u4e0e\u590d\u6742\/\u5e76\u884c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u517c\u5bb9\u6027\u3001\u9009\u62e9\u5668\u6f02\u79fb\u548c\u5386\u53f2\u8bb0\u5f55\u7ba1\u7406\u3001\u9519\u8bef\u5904\u7406\u673a\u5236\uff0c\u4ee5\u53ca\u5b89\u88c5\u5f62\u5f0f\uff08\u671f\u671bChrome\u6269\u5c55\uff09\u548c\u5b9a\u4ef7\u4e0d\u660e\u786e\u7684\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentation\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684\u9875\u9762\u6807\u6ce8\u5de5\u5177\u201d\u3002\u5b83\u8bd5\u56fe\u5728\u4eba\u7c7b\u610f\u56fe\u4e0eAI\u4ee3\u7801\u6267\u884c\u4e4b\u95f4\uff0c\u94fa\u8bbe\u4e00\u6761\u6807\u51c6\u5316\u7684\u201c\u610f\u56fe\u4f20\u8f93\u8f68\u9053\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u7ed3\u6784\u5316\u201d\uff1a\u5b83\u5c06\u4eba\u7c7b\u6a21\u7cca\u7684\u3001\u4f9d\u8d56\u81ea\u7136\u8bed\u8a00\u7684\u89c6\u89c9\u6307\u4ee4\uff08\u5982\u201c\u9876\u90e8\u90a3\u4e2a\u6309\u94ae\u201d\uff09\uff0c\u7f16\u8bd1\u4e3a\u5305\u542b\u7ec4\u4ef6\u5c42\u7ea7\u3001CSS\u9009\u62e9\u5668\u3001\u8ba1\u7b97\u6837\u5f0f\u7b49\u673a\u5668\u53ef\u7cbe\u51c6\u89e3\u6790\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3aAI\u667a\u80fd\u4f53\u521b\u9020\u4e86\u4e00\u79cd\u65b0\u7684\u3001\u9ad8\u4fdd\u771f\u7684\u201c\u611f\u5b98\u7cfb\u7edf\u201d\uff0c\u8ba9\u5b83\u4eec\u80fd\u201c\u770b\u89c1\u201d\u5e76\u201c\u7406\u89e3\u201d\u754c\u9762\uff0c\u4ece\u800c\u5c06\u53cd\u9988\u95ed\u73af\u4ece\u201c\u63cf\u8ff0-\u8bef\u89e3-\u4fee\u6b63\u201d\u7684\u5faa\u73af\uff0c\u538b\u7f29\u4e3a\u201c\u6307\u54ea\u6253\u54ea\u201d\u7684\u7cbe\u51c6\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u7a33\u5065\u5730\u5904\u7406\u52a8\u6001\u524d\u7aef\u751f\u6001\uff08\u72b6\u6001\u53d8\u5316\u3001\u6846\u67b6\u5dee\u5f02\u3001\u9009\u62e9\u5668\u6f02\u79fb\uff09\u662f\u5176\u53ef\u9760\u6027\u7684\u751f\u547d\u7ebf\uff0c\u5f53\u524d\u7528\u6237\u8bc4\u8bba\u5df2\u96c6\u4e2d\u8d28\u7591\u4e8e\u6b64\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\uff0c\u5b83\u6e38\u8d70\u4e8e\u201c\u8bbe\u8ba1\u53cd\u9988\u5de5\u5177\u201d\u548c\u201cAI\u667a\u80fd\u4f53\u63a7\u5236\u9762\u677f\u201d\u4e4b\u95f4\u3002\u82e5\u504f\u5411\u524d\u8005\uff0c\u5219\u6613\u6ca6\u4e3a\u73b0\u6709\u8bbe\u8ba1\u534f\u4f5c\u5de5\u5177\u7684\u9644\u5eb8\uff1b\u82e5\u575a\u5b9a\u9009\u62e9\u540e\u8005\uff0c\u5219\u9700\u6df1\u5ea6\u6784\u5efa\u4e0e\u5404\u7c7b\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u72b6\u6001\u540c\u6b65\u3001\u4efb\u52a1\u7ba1\u7406\u548c\u590d\u6838\u673a\u5236\uff0c\u8fd9\u4ece\u7528\u6237\u5173\u4e8e\u201c\u90e8\u5206\u89e3\u51b3\u5373\u6807\u8bb0\u5b8c\u6210\u201d\u7684\u62c5\u5fe7\u4e2d\u53ef\u89c1\u4e00\u6591\u3002\u6700\u540e\uff0c\u751f\u6001\u7b56\u7565\u662f\u5173\u952e\u3002\u662f\u6ee1\u8db3\u4e8e\u4f5c\u4e3aClaude Code\u7b49\u5de5\u5177\u7684\u4f18\u8d28\u201c\u5916\u6302\u201d\uff0c\u8fd8\u662f\u91ce\u5fc3\u52c3\u52c3\u5730\u60f3\u6210\u4e3aAI\u9a71\u52a8\u5f00\u53d1\u65f6\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u65b0\u754c\u9762\u6807\u51c6\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u6280\u672f\u67b6\u6784\u7684\u5f00\u653e\u6027\u4e0e\u96c6\u6210\u6df1\u5ea6\u3002\u76ee\u524d\u770b\uff0c\u5176MCP\u96c6\u6210\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u5df2\u8fc8\u51fa\u6b63\u786e\u4e00\u6b65\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u63d0\u6548\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6838\u5fc3\u534f\u8bae\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5c06\u201c\u6807\u6ce8\u201d\u8fd9\u4e2a\u5355\u70b9\u52a8\u4f5c\uff0c\u6269\u5c55\u4e3a\u8986\u76d6\u610f\u56fe\u8868\u8fbe\u3001\u4efb\u52a1\u5206\u53d1\u3001\u72b6\u6001\u8ffd\u8e2a\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u95ed\u73af\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\">Agentation<\/span>\n <\/div>\n<div class=\"comment-content\">Agentation turns UI annotations into structured context that AI coding agents can understand and act on. Click any element, add a note, and paste the output into Claude Code, Codex, or any AI tool.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real friction point. Right now when I use Claude Code or Codex, I spend a lot of time writing context about which element I mean – “the button in the top-right of the filter panel” etc. Having structured annotations that feed directly into the agent as context is much cleaner. How does it handle dynamic elements that change state? Like a button that\u2019s disabled until a form is valid?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Agentation<\/strong> bridges the gap between design feedback and code changes. Annotate any element on your UI \u2014 click, type, done \u2014 and get structured output that AI coding agents can immediately understand and act on.<\/p>\n<p>Paste your annotations into Claude Code, Codex, or any AI tool and watch feedback become working code.<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Multiple annotation modes: select text, click elements, multi-select, draw areas, or freeze animations to capture specific states<\/p>\n<\/li>\n<li>\n<p>Smart element identification: automatically generates grep-friendly selectors so agents find the exact element in your codebase<\/p>\n<\/li>\n<li>\n<p>React component detection: surfaces the full component hierarchy for any element, right in the annotation popup<\/p>\n<\/li>\n<li>\n<p>Computed styles: view live CSS properties alongside your notes for precise design specs<\/p>\n<\/li>\n<li>\n<p>Layout mode: drag 65+ component types onto the page and rearrange sections; changes sync to agents in real time via MCP<\/p>\n<\/li>\n<li>\n<p>Structured markdown output: copy clean, agent-ready annotations with one keystroke (C)<\/p>\n<\/li>\n<li>\n<p>MCP integration: two-way agent sync lets AI acknowledge, question, or resolve your feedback directly.<\/p>\n<p>Check out the latest video demo by the maker <a href=\"https:\/\/x.com\/benjitaylor\/status\/2036497249589739870?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>here<\/strong><\/a><strong>, <\/strong>who also happens to have joined X recently as the Design Lead. <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> This is going to be a time saver, no need to back and forth with design team to share the changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> When the AI agent resolves a feedback annotation, how do you prevent it from marking something as done when it only partially addressed the issue, and is there a review step before annotations get cleared?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most underrated pain points in building with AI agents is having zero visibility into what they’re actually doing, you’re basically flying blind until something breaks. Curious how you’re handling agent workflows that branch or run in parallel. Does the visualization scale well for more complex pipelines?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/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>Thanks for launching, Agentation team! When we annotate a component and feed it to Claude Code, can we keep a history of annotations so the agent knows when the DOM changed? I’d love to see how you handle selector drift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/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<p>how does it handle errors or failed tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Visual feedback for AI agents is a big gap right now. Most agent tools just give you text logs and hope for the best. What does the feedback loop actually look like in practice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tool! Curious if this couldn’t just be a Chrome extension. I’m not a fan of npm so I might be biased, but seems it could work just as good with a lower friction to install it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Oh this is gnarly. It can be really annoying when you have to provide extra context to describe WHAT you\u2019re giving feedback about. Not to mention when the agent interprets it incorrectly. <\/p>\n<p>Btw – The PH page doesn\u2019t list the pricing type (free, freemium, paid, etc.) as usual though. Not sure if it\u2019s a bug.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adithya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> This is completely badass. In the past, I was adding small text and design tweaks to Bugherd, Jira, or Linear. Now I can breeze through an entire site, creating small tasks at-will, and instantly hand them over via the MCP to get resolved in bulk. Really <em>really<\/em> well done. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The click-to-annotate approach is what I’ve been wanting tbh. I spend way too much time trying to explain to coding agents which exact element needs changing, and half the time they still get it wrong.<\/p>\n<p>Curious how it handles dynamically rendered stuff though? Like components behind a toggle or things that only show on hover?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is exactly what we’ve been missing. we use Claude Code daily and the biggest friction is always translating “fix that button” into precise technical context. being able to click and annotate the actual UI elements then paste structured output sounds like a game changer. how detailed does the context get – does it capture CSS selectors, component hierarchies, that level of detail?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">That is interesting, how does it work, is it a Chrome extension or a code snippet in the app?<\/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>Can this tool integrate with existing LLM stacks like OpenAI or custom models, or is it built for a specific ecosystem?<\/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>How does Agentation handle feedback for multi-agent workflows? Does it support collaboration between different AI agents?<\/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>Every team already annotates UI. What you’ve done is make those annotations executable, and that shift is bigger than it first appears.<\/p>\n<\/p>\n<p>Most tools stop at capturing feedback. Agentation goes a step further by turning that feedback into structured intent agents can act on without losing something in translation. That’s not a design tool improvement; that’s a new interface between human thinking and code execution.<\/p>\n<\/p>\n<p>The framing worth leaning into: fewer Figma comments, more control surface for AI driven development. One describes a workflow; the other describes a category. And the category framing opens a much larger conversation about where product thinking ends and implementation begins.<\/p>\n<\/p>\n<p>The real leverage here isn’t faster fixes. It’s collapsing the gap between deciding what to change and actually changing it.<\/p>\n<\/p>\n<p>Curious whether Agentation stays a layer on top of existing tools or becomes the default way teams communicate changes to code entirely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 audience feels right away. I would test one version that pushes the outcome harder than:<\/p>\n<p>“The visual feedback tool for AI agents”<\/p>\n<\/p>\n<p>Maybe:<\/p>\n<p>“See where your AI agent breaks, fix it faster, and stop debugging blind.”<\/p>\n<\/p>\n<p>\u4e2d\u6587\u4e5f\u53ef\u4ee5\u662f\uff1a<\/p>\n<p>“\u770b\u6e05 AI agent \u662f\u5728\u54ea\u91cc\u51fa\u9519\uff0c\u66f4\u5feb\u4fee\u6389\uff0c\u800c\u4e0d\u662f\u7ee7\u7eed\u76f2\u8c03\u3002”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious\u2014are you replying to every signup instantly or manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/ZD7UARQER7Q65Z\" class=\"app-title\">Claude Code auto-fix <\/a><\/p>\n<div class=\"one-liner\">Auto-fix PRs in the cloud while you stay hands-off<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">320<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eClaude\u7684\u4e91\u7aefAI\u5de5\u5177\uff0c\u80fd\u81ea\u52a8\u76d1\u63a7\u5e76\u4fee\u590dGitHub\u62c9\u53d6\u8bf7\u6c42\u4e2d\u7684CI\u6784\u5efa\u5931\u8d25\u548c\u4ee3\u7801\u5ba1\u67e5\u610f\u89c1\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u503c\u5b88\u5373\u53ef\u83b7\u5f97\u53ef\u5408\u5e76\u7684\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u53cd\u590d\u5904\u7406\u6784\u5efa\u5931\u8d25\u548c\u5ba1\u67e5\u53cd\u9988\u7684\u8017\u65f6\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e865c0c8-2b45-4c23-af78-29e3b46cfd74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c563f687-cbef-4f62-9f37-4718c43aa7dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/462096fb-d954-4995-9e98-58d50f115436.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72318e03-1837-4d63-9e5f-392553fb64c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7801\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">CI\/CD\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aefSaaS<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u62c9\u53d6\u8bf7\u6c42\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u9a71\u52a8\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4e8b\u4ef6\u9a71\u52a8\u3001\u81ea\u4e3b\u5de5\u4f5c\u6d41\u201d\u7684\u65b9\u5411\uff0c\u80fd\u8282\u7701\u65f6\u95f4\u3002\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u4fee\u590d\u7684\u53ef\u9760\u6027\u4e0e\u63a7\u5236\u6743\u5e73\u8861\uff1a\u5982\u4f55\u754c\u5b9a\u201c\u9700\u8981\u8be2\u95ee\u201d\u7684\u6a21\u7cca\u573a\u666f\uff1f\u662f\u5426\u4f1a\u56e0\u8ffd\u6c42CI\u901a\u8fc7\u800c\u5f15\u5165\u6df1\u5c42\u7f3a\u9677\uff1f\u5bf9\u957f\u6784\u5efa\u573a\u666f\u662f\u5426\u6709\u6548\uff1f\u4ee5\u53ca\u5982\u4f55\u786e\u4fdd\u4ee3\u7801\u8d28\u91cf\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 Claude Code auto-fix \u6240\u6807\u699c\u7684\u201c\u653e\u624b\u4e0d\u7ba1\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524dAI\u7f16\u7a0b\u52a9\u624b\u80fd\u529b\u8fb9\u754c\u7684\u4e00\u6b21\u6fc0\u8fdb\u8bd5\u63a2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u4fee\u590d\u201d\u672c\u8eab\u2014\u2014\u8bb8\u591a\u5de5\u5177\u5df2\u80fd\u63d0\u4f9b\u4fee\u590d\u5efa\u8bae\u2014\u2014\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u95ed\u73af\u7684\u3001\u4e8b\u4ef6\u9a71\u52a8\u7684\u81ea\u4e3b\u884c\u52a8\u7cfb\u7edf\u3002\u5b83\u5c06AI\u4ece\u201c\u4ea4\u4e92\u5f0f\u987e\u95ee\u201d\u63a8\u5411\u4e86\u201c\u81ea\u6cbb\u4ee3\u7406\u201d\u7684\u89d2\u8272\uff0c\u8bd5\u56fe\u63a5\u7ba1\u4ece\u95ee\u9898\u68c0\u6d4b\u5230\u4fee\u590d\u63d0\u4ea4\u7684\u5b8c\u6574\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u6700\u5c16\u9510\u7684\u77db\u76fe\u4e5f\u5728\u4e8e\u6b64\u3002\u9ad8\u8d5e\u8bc4\u8bba\u7cbe\u51c6\u5730\u6307\u51fa\u4e86\u5176\u6838\u5fc3\u8106\u5f31\u6027\uff1aAI\u53ef\u80fd\u201c\u81ea\u4fe1\u5730\u5e94\u7528\u4e00\u4e2a\u80fd\u901a\u8fc7CI\u4f46\u7834\u574f\u4e0b\u6e38\u903b\u8f91\u7684\u4fee\u590d\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u4f9d\u8d56\u7684\u8106\u5f31\u57fa\u7840\uff1aCI\u72b6\u6001\u548c\u660e\u786e\u7684\u5ba1\u67e5\u610f\u89c1\uff0c\u53ea\u662f\u4ee3\u7801\u5065\u5eb7\u7684\u6d45\u5c42\u3001\u5c40\u90e8\u7684\u4ee3\u7406\u6307\u6807\u3002AI\u7f3a\u4e4f\u5bf9\u7cfb\u7edf\u6574\u4f53\u610f\u56fe\u3001\u67b6\u6784\u7ea6\u675f\u548c\u4e1a\u52a1\u903b\u8f91\u7684\u6df1\u5c42\u7406\u89e3\uff0c\u5176\u201c\u4fee\u590d\u201d\u672c\u8d28\u4e0a\u662f\u6a21\u5f0f\u5339\u914d\u548c\u5c40\u90e8\u4f18\u5316\uff0c\u6781\u6613\u9677\u5165\u201c\u901a\u8fc7\u6240\u6709\u6d4b\u8bd5\uff0c\u4f46\u8f6f\u4ef6\u4f9d\u7136\u5d29\u6e83\u201d\u7684\u7ecf\u5178\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4fe1\u4efb\u4e0e\u63a7\u5236\u201d\u7684\u8ba8\u8bba\uff0c\u70b9\u51fa\u4e86\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u4ea7\u54c1\uff0c\u66f4\u662f\u4e00\u573a\u5de5\u7a0b\u6587\u5316\u53d8\u9769\u3002\u8be5\u4ea7\u54c1\u8feb\u4f7f\u56e2\u961f\u5fc5\u987b\u5728\u201c\u6548\u7387\u589e\u76ca\u201d\u4e0e\u201c\u98ce\u9669\u63a7\u5236\u201d\u4e4b\u95f4\u505a\u51fa\u660e\u786e\u6743\u8861\u3002\u5b83\u6700\u9002\u5408\u7684\u573a\u666f\u6216\u8bb8\u662f\u6807\u51c6\u5316\u7a0b\u5ea6\u9ad8\u3001\u6d4b\u8bd5\u8986\u76d6\u5168\u9762\u3001\u5931\u8d25\u6a21\u5f0f\u660e\u786e\u7684\u91cd\u590d\u6027\u4fee\u590d\uff08\u5982\u683c\u5f0f\u5316\u3001\u4f9d\u8d56\u66f4\u65b0\u3001\u7b80\u5355\u8bed\u6cd5\u9519\u8bef\uff09\u3002\u4f46\u5bf9\u4e8e\u590d\u6742\u903b\u8f91\u6216\u67b6\u6784\u6027\u4fee\u6539\uff0c\u76ee\u524d\u7684AI\u5c1a\u4e0d\u5177\u5907\u627f\u62c5\u201c\u8d23\u4efb\u201d\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u610f\u4e49\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5f53\u4e0b\u7acb\u5373\u5b9e\u73b0\u5168\u81ea\u52a8\u201c\u653e\u624b\u201d\uff0c\u800c\u5728\u4e8e\u6e05\u6670\u5730\u52fe\u52d2\u51fa\u4e0b\u4e00\u4ee3\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u84dd\u56fe\uff1a\u4eba\u7c7b\u8d1f\u8d23\u5b9a\u4e49\u610f\u56fe\u3001\u8bbe\u5b9a\u8fb9\u754c\u548c\u8fdb\u884c\u9ad8\u9636\u8bc4\u5ba1\uff0c\u800c\u5c06\u5927\u91cf\u7410\u788e\u3001\u660e\u786e\u7684\u4e0a\u4e0b\u6587\u4fee\u590d\u5de5\u4f5c\u59d4\u6d3e\u7ed9\u81ea\u6cbb\u4ee3\u7406\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u70ab\u9177\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u56f4\u7ed5\u5b83\u5efa\u7acb\u7cbe\u7ec6\u7684\u9632\u62a4\u7f51\uff08\u5982\u66f4\u5f3a\u5927\u7684\u96c6\u6210\u6d4b\u8bd5\u3001\u4ee3\u7801\u53d8\u66f4\u5f71\u54cd\u5206\u6790\uff09\u548c\u6e05\u6670\u7684\u51b3\u7b56\u8fb9\u754c\uff0c\u4ece\u800c\u5b89\u5168\u5730\u4eab\u53d7\u81ea\u52a8\u5316\u5e26\u6765\u7684\u6548\u7387\u7ea2\u5229\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\">Claude Code auto-fix <\/span>\n <\/div>\n<div class=\"comment-content\">Claude Code auto-fix watches your pull requests in the cloud, resolving CI failures and review comments automatically. It pushes fixes, asks when needed, and keeps your PR green, so you can step away and come back to a ready-to-merge result.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude Code auto-fix brings hands-off PR management to the cloud.<\/p>\n<\/p>\n<p>It watches your pull requests, automatically fixing CI failures and addressing review comments, so your PR stays green without constant back-and-forth. No more babysitting builds or chasing feedback.<\/p>\n<\/p>\n<p>What makes it stand out is the autonomous, event-driven workflow. It subscribes to GitHub activity, pushes fixes when clear, and asks when things are ambiguous, keeping you in control without slowing you down.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Auto-fix CI failures<\/p>\n<\/li>\n<li>\n<p>Respond to review comments<\/p>\n<\/li>\n<li>\n<p>Works across web + mobile<\/p>\n<\/li>\n<li>\n<p>GitHub integration with real-time PR monitoring<\/p>\n<\/li>\n<\/ul>\n<p>Perfect for developers who want to save time, reduce context switching, and ship faster.<\/p>\n<\/p>\n<p>Read more here: <a href=\"https:\/\/code.claude.com\/docs\/en\/claude-code-on-the-web#auto-fix-pull-requests\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/claude-code-on-the-web#auto-fix-pull-requests<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> really interesting direction \ud83d\udc4f<\/p>\n<p>The shift toward <strong>event-driven, autonomous workflows<\/strong> feels like the natural next step beyond just \u201cAI assistants.\u201d Instead of helping <em>you<\/em> do the work, it\u2019s starting to <em>own parts of the workflow itself<\/em>.<\/p>\n<p>Curious how you see teams balancing:<\/p>\n<ul>\n<li>\n<p>Trust in auto-fixes<\/p>\n<\/li>\n<li>\n<p>vs maintaining control over critical code paths<\/p>\n<\/li>\n<\/ul>\n<p>Feels like this is where a lot of engineering culture decisions will come into play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “asks when needed” part is doing a lot of work here. How does it decide when it\u2019s stuck vs when it should just try another approach? In my experience running coding agents, the failure mode isn\u2019t usually the agent giving up – it\u2019s the agent confidently applying a fix that passes CI but breaks something else downstream. Does it have any awareness of test coverage gaps or is it purely CI green = done?<\/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>Wait so it actually watches for CI failures and fixes them on its own? That’s the part that gets me. I’ve lost count of how many times I’ve pushed a PR, walked away, then come back to find 3 lint errors blocking the merge.<\/p>\n<p>Does it handle review comments too or just CI stuff? Because if it can address reviewer feedback automatically that would save our team so much ping pong.<\/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>Look, I hate being the grumpy guy here but sometimes the current AI models just don’t do exactly what you expect them to do (even if you very verbosely and clearly instruct them to). So maybe its still not the time to put even more trust on end-to-end code development to an AI system. I mean its a good goal to work towards but the previous stages need to be 100% working, all the time. This comment comes with good intention from someone actively using Claude Code for vibe coding my app.<\/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>Oh that’s the nice one. I’m building native apps for multiple platforms (Ritemark for Mac Arm, x64, Windows) and build times are loooong. CI failures sometimes happen like 1h into build. Will auto-fix help me in those scenarios? <\/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>How does Claude Code auto-fix ensure code quality while automatically fixing PRs? Is there a review layer?<\/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\/@shivani_gupta03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivani_gupta03<\/a> It only fixes what CI or reviewers already flagged, keeps changes small and visible in the PR, and never bypasses existing review rules. If something\u2019s unclear, it pauses and asks instead of guessing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5EGR7NSXB6V7QK\" class=\"app-title\">Gemini 3.1 Flash Live<\/a><\/p>\n<div class=\"one-liner\">Making audio AI more natural and reliable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u63a8\u51fa\u7684\u65b0\u4e00\u4ee3\u539f\u751f\u97f3\u9891AI\u6a21\u578b\uff0c\u901a\u8fc7\u6781\u4f4e\u5ef6\u8fdf\u548c\u590d\u6742\u63a8\u7406\u80fd\u529b\uff0c\u5b9e\u73b0\u66f4\u81ea\u7136\u3001\u53ef\u9760\u7684\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92\u4e2d\u54cd\u5e94\u8fdf\u6ede\u3001\u5bf9\u8bdd\u4e0d\u8fde\u8d2f\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f8861e-e77a-4429-a85e-b95ba9892dd1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5be1810-324e-4fd4-8888-5c33b47518ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b75625d-04a2-4ef5-b157-f0d5adac0df0.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\/de4d766e-b2f9-418f-80db-726614c1c339.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\/6d9c6988-0030-445d-baf0-07266290767b.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\/bcbca3b3-4731-46b6-b87c-4ab474fac701.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/206b69e9-c5cc-4f04-bcc9-eb5aaa28c200.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XV5bhkDpL7U\"><source src=\"https:\/\/www.youtube.com\/watch?v=XV5bhkDpL7U\" 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\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a8\u7406\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">Google AI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u8bed\u97f3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5173\u6ce8\u5176\u4f5c\u4e3aGemini Live\u548cGoogle\u641c\u7d22\u8bed\u97f3\u5f15\u64ce\u7684\u6218\u7565\u5730\u4f4d\uff0c\u8ba4\u4e3a\u4f4e\u5ef6\u8fdf\u662f\u63d0\u5347\u8bed\u97f3\u4ea4\u4e92\u81ea\u7136\u5ea6\u7684\u5173\u952e\u3002\u5f00\u53d1\u8005\u5173\u5fc3\u5982\u4f55\u5229\u7528\u4f4e\u5ef6\u8fdf\u7279\u6027\u521b\u65b0\u5b9e\u65f6\u5ba2\u670d\u573a\u666f\uff0c\u5e76\u6ce8\u610f\u5230Google\u5c06\u6a21\u578b\u540c\u65f6\u90e8\u7f72\u4e8e\u641c\u7d22\u3001Gemini\u548c\u4f01\u4e1a\u7aef\u7684\u5782\u76f4\u6574\u5408\u529b\u5ea6\uff0c\u89c6\u5176\u4e3aGoogle\u5c06\u8bed\u97f3\u4f5c\u4e3a\u6838\u5fc3\u63a5\u53e3\u7684\u6807\u5fd7\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini 3.1 Flash Live\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u6a21\u578b\u8fed\u4ee3\uff0c\u800c\u662fGoogle\u5728\u201c\u8bed\u97f3\u4f5c\u4e3a\u9996\u8981\u4ea4\u4e92\u754c\u9762\u201d\u6218\u7565\u4e0a\u7684\u4e00\u6b21\u5173\u952e\u6027\u57fa\u7840\u8bbe\u65bd\u62bc\u6ce8\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7eb8\u9762\u4e0a\u7684\u201c\u66f4\u4f4e\u5ef6\u8fdf\u3001\u66f4\u597d\u63a8\u7406\u201d\u7684\u57fa\u51c6\u6d4b\u8bd5\u63d0\u5347\uff0c\u800c\u5728\u4e8e\u5176\u88ab\u540c\u6b65\u3001\u539f\u751f\u5730\u6df1\u5ea6\u96c6\u6210\u5230Google\u641c\u7d22\u3001Gemini\u52a9\u624b\u548c\u4f01\u4e1a\u5ba2\u6237\u4f53\u9a8c\u4e09\u5927\u6838\u5fc3\u4ea7\u54c1\u7ebf\u4e2d\u3002\u8fd9\u79cd\u201c\u7814\u53d1\u5373\u90e8\u7f72\u201d\u7684\u5782\u76f4\u6574\u5408\u6a21\u5f0f\uff0c\u7f55\u89c1\u5730\u5c55\u793a\u4e86\u8c37\u6b4c\u5c06\u6280\u672f\u4f18\u52bf\u8f6c\u5316\u4e3a\u7edf\u4e00\u4ea7\u54c1\u4f53\u9a8c\u7684\u51b3\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u5f3a\u8c03\u201c\u66f4\u81ea\u7136\u3001\u66f4\u53ef\u9760\u201d\uff0c\u76f4\u6307\u5f53\u524d\u8bed\u97f3AI\u7684\u4e24\u5927\u987d\u75be\uff1a\u56e0\u5ef6\u8fdf\u4ea7\u751f\u7684\u673a\u68b0\u611f\uff0c\u4ee5\u53ca\u590d\u6742\u573a\u666f\u4e0b\u7684\u903b\u8f91\u6df7\u4e71\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c500ms\u5ef6\u8fdf\u5c31\u80fd\u6bc1\u6389\u6574\u4e2a\u4f53\u9a8c\u201d\u7684\u611f\u6168\uff0c\u5370\u8bc1\u4e86\u75db\u70b9\u7684\u771f\u5b9e\u6027\u3002\u7136\u800c\uff0c\u6a21\u578b\u7684\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8e\u5176\u5728\u4ebf\u4e07\u6b21\u65e5\u5e38\u8bed\u97f3\u641c\u7d22\u3001\u5f00\u653e\u5f0f\u5bf9\u8bdd\u548c\u9ad8\u538b\u4f01\u4e1a\u5ba2\u670d\u573a\u666f\u4e2d\u7684\u7efc\u5408\u7a33\u5b9a\u6027\u3002\u8c37\u6b4c\u6b64\u4e3e\uff0c\u5b9e\u5219\u662f\u7528\u540c\u4e00\u5957\u5f15\u64ce\u7edf\u4e00\u5176\u6df7\u4e71\u7684\u8bed\u97f3\u4ea4\u4e92\u524d\u7aef\uff0c\u8bd5\u56fe\u7ed3\u675f\u5185\u90e8\u4e0d\u540c\u6280\u672f\u6808\u5272\u88c2\u7684\u5c40\u9762\uff0c\u6784\u5efa\u4ece\u4e91\u5230\u7aef\u7684\u7edf\u4e00\u8bed\u97f3\u4ea4\u4e92\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5728OpenAI\u3001Anthropic\u7b49\u516c\u53f8\u540c\u6837\u53d1\u529b\u5b9e\u65f6\u8bed\u97f3\u7684\u7ade\u4e89\u4e0b\uff0c3.1 Flash Live\u80fd\u5426\u5728\u5f00\u653eAPI\u7684\u751f\u6001\u652f\u6301\u4e0a\u5c55\u73b0\u51fa\u4e0e\u5185\u90e8\u6574\u5408\u540c\u7b49\u7684\u529b\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u8d62\u5f97\u5f00\u53d1\u8005\u793e\u533a\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8c37\u6b4c\u4ea7\u54c1\u7684\u7528\u6237\u3002\u5b83\u662f\u4e00\u6b3e\u5f3a\u5927\u7684\u201c\u5f15\u64ce\u201d\uff0c\u4f46\u8c37\u6b4c\u662f\u9009\u62e9\u5c06\u5176\u6253\u9020\u6210\u5f00\u653e\u7684\u201c\u52a8\u529b\u7cfb\u7edf\u201d\uff0c\u8fd8\u662f\u7262\u7262\u9501\u5728\u81ea\u5bb6\u201c\u6c7d\u8f66\u201d\u5185\u90e8\uff0c\u5c06\u5f71\u54cd\u6574\u4e2a\u8bed\u97f3AI\u8d5b\u9053\u7684\u683c\u5c40\u3002\u6b64\u6b21\u53d1\u5e03\uff0c\u662f\u8c37\u6b4c\u5439\u54cd\u4e86\u5168\u9762\u8bed\u97f3\u5316\u7684\u53f7\u89d2\uff0c\u4f46\u6218\u5f79\u7684\u80dc\u8d1f\uff0c\u5728\u4e8e\u751f\u6001\uff0c\u800c\u975e\u5355\u4e00\u6280\u672f\u53c2\u6570\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini 3.1 Flash Live<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini 3.1 Flash Live is Google\u2019s new state-of-the-art native audio model. Built for low-latency, real-time dialogue, it excels at complex reasoning and function calling. It is the exact engine currently powering Gemini Live and Google Search Live.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>The most important thing here is simple: this is now the voice model behind <a href=\"https:\/\/gemini.google\/overview\/gemini-live\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Gemini Live<\/a> and <a href=\"https:\/\/blog.google\/products-and-platforms\/products\/search\/search-live-ai-mode\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google Search Live<\/a>. It is the speech engine <a href=\"https:\/\/www.producthunt.com\/products\/google\" target=\"_blank\" rel=\"noopener\">@Google<\/a> is actually putting into its consumer products.<\/p>\n<p>Google is pitching 3.1 Flash Live as its highest-quality audio and voice model yet, with lower latency, better reasoning, and more natural dialogue. The benchmark jump is also pretty meaningful on <a href=\"https:\/\/github.com\/zai-org\/ComplexFuncBench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ComplexFuncBench Audio<\/a>.<\/p>\n<p>Google clearly sees live voice as a core interface now, and this is the model carrying that shift.<\/p>\n<p>3.1 Flash Live is available across these Google products:<\/p>\n<ul>\n<li>\n<p>For developers in preview via the <a href=\"https:\/\/ai.google.dev\/gemini-api\/docs\/live\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Gemini Live API<\/a> in <a href=\"https:\/\/www.producthunt.com\/products\/google-ai-studio-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"google-ai-studio-2\" target=\"_blank\" rel=\"noopener\">@Google AI Studio<\/a><\/p>\n<\/li>\n<li>\n<p>For enterprises in <a href=\"https:\/\/www.producthunt.com\/products\/gemini-enterprise-for-customer-experience\" target=\"_blank\" rel=\"noopener\">Gemini Enterprise for Customer Experience<\/a><\/p>\n<\/li>\n<li>\n<p>For everyone via <a href=\"https:\/\/blog.google\/products-and-platforms\/products\/search\/search-live-global-expansion\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Search Live<\/a> and <a href=\"https:\/\/gemini.google\/overview\/gemini-live\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Gemini Live<\/a><\/p>\n<\/li>\n<\/ul>\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> As someone building content around AI interfaces, what’s one underrated way devs can leverage the lower latency in 3.1 Flash Live for real-time customer convos, beyond the obvious chatbots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> what stands out is Google deploying this across <strong>Search + Gemini + enterprise simultaneously<\/strong>. That kind of vertical integration usually means they\u2019re serious about making <strong>voice a primary interface<\/strong>, not a feature. Excited to see how this impacts real-world workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice, so far a like it very much, interesting reasoning when compared with Opus 4.6, but a great addition to my LLM tool set!\ud83d\udc4f\ud83c\udffc\ud83d\udc4f\ud83c\udffc\ud83d\udc4f\ud83c\udffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 low latency part is what matters most here imo. I tried building a voice agent last month and the delay between user speech and response made it feel super unnatural. Even 500ms of lag kills the whole experience.<\/p>\n<p>Really curious to see how this compares to the realtime API from OpenAI in terms of actual latency numbers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/SZCX7EGZ2ZDGUA\" class=\"app-title\">InsideOrg<\/a><\/p>\n<div class=\"one-liner\">Free organization chart viewer for any company<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">285<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InsideOrg\u662f\u4e00\u6b3e\u514d\u8d39\u7684\u7ec4\u7ec7\u67b6\u6784\u67e5\u770b\u5de5\u5177\uff0c\u7528\u6237\u8f93\u5165\u516c\u53f8\u57df\u540d\u5373\u53ef\u5373\u65f6\u67e5\u770b\u51b3\u7b56\u8005\u3001\u6c47\u62a5\u7ebf\u548c\u7ec4\u7ec7\u7ed3\u6784\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u3001\u62db\u8058\u7b49\u4eba\u5458\u5728\u83b7\u53d6\u516c\u53f8\u5185\u90e8\u4fe1\u606f\u65f6\u9762\u4e34\u4ed8\u8d39\u5899\u3001\u6ce8\u518c\u969c\u788d\u6216\u624b\u52a8\u641c\u96c6\u8017\u65f6\u8d39\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac26ca21-6d9e-43e8-a867-4771ba68fe20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0fdb1de-3b9a-42c6-b1a8-65678eb8746c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e7df18d-5538-40bf-88ef-ec18fa7ff4d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4b3e897-cf10-496f-895c-ba9c49125dbf.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\/0e1ca147-9640-49eb-89c5-1c0682ddfccf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EI02dC9xJco\"><source src=\"https:\/\/youtu.be\/EI02dC9xJco\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ec4\u7ec7\u67b6\u6784\u56fe<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u4fe1\u606f\u67e5\u8be2<\/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\u514d\u8d39\u3001\u4fbf\u6377\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4e3b\u8981\u5e94\u7528\u573a\u666f\u4e3a\u9500\u552e\u62d3\u5ba2\u3001\u62db\u8058\u548c\u7ade\u4e89\u5206\u6790\u3002\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. **\u6570\u636e\u6e90\u4e0e\u51c6\u786e\u6027**\uff1a\u591a\u6b21\u8be2\u95ee\u6570\u636e\u6765\u6e90\uff08\u5df2\u77e5\u6765\u81eaCrustdata API\uff09\u3001\u66f4\u65b0\u9891\u7387\u548c\u65b0\u9c9c\u5ea6\u6307\u793a\uff1b2. **\u529f\u80fd\u5efa\u8bae**\uff1a\u5e0c\u671b\u6309\u90e8\u95e8\uff08\u5982IT\u3001HR\uff09\u7b5b\u9009\uff0c\u5e76\u671f\u5f85API\u63a5\u53e3\uff1b3. **\u4f7f\u7528\u95ee\u9898**\uff1a\u90e8\u5206\u7528\u6237\u9047\u5230\u67e5\u8be2\u65e0\u7ed3\u679c\u6216\u88ab\u62e6\u622a\u7684\u60c5\u51b5\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 InsideOrg\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u5176\u5c55\u793a\u7684\u7ec4\u7ec7\u6570\u636e\u672c\u8eab\u2014\u2014\u8fd9\u7c7b\u4fe1\u606f\u5728LinkedIn\u3001ZoomInfo\u7b49\u5e73\u53f0\u65e9\u5df2\u5b58\u5728\u2014\u2014\u800c\u5728\u4e8e\u5176**\u201c\u53bb\u8bb8\u53ef\u5316\u201d\u7684\u83b7\u53d6\u65b9\u5f0f**\u3002\u5b83\u5c06\u901a\u5e38\u88ab\u5c01\u88c5\u5728\u4ed8\u8d39\u5899\u540e\u3001\u9700\u8981\u9500\u552e\u4ecb\u5165\u7684\u201c\u5546\u4e1a\u60c5\u62a5\u201d\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u5373\u641c\u5373\u5f97\u7684\u516c\u5171\u5de5\u5177\u3002\u8fd9\u79cd\u5b9a\u4f4d\u5de7\u5999\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u5e02\u573a\u7f1d\u9699\uff1a\u5927\u91cf\u8f7b\u5ea6\u7528\u6237\uff08\u5982\u521d\u521b\u516c\u53f8\u9500\u552e\u3001\u4e2a\u4f53\u62db\u8058\u8005\uff09\u53ea\u9700\u8981\u5076\u5c14\u3001\u5feb\u901f\u5730\u7aa5\u89c1\u516c\u53f8\u67b6\u6784\uff0c\u800c\u4e0d\u613f\u6216\u65e0\u529b\u627f\u62c5\u4f20\u7edf\u9ad8\u6602\u7684SaaS\u8ba2\u9605\u8d39\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u4ef7\u503c\u9762\u4e34\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c**\u201c\u514d\u8d39\u201d\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591**\u3002\u5176\u4f9d\u8d56\u7684\u7b2c\u4e09\u65b9\u6570\u636eAPI\uff08Crustdata\uff09\u6210\u672c\u4e0d\u83f2\uff0c\u5f53\u524d\u6a21\u5f0f\u5f88\u53ef\u80fd\u662f\u7528\u878d\u8d44\u6216\u521b\u59cb\u56e2\u961f\u8d44\u91d1\u8865\u8d34\u7684\u83b7\u5ba2\u7b56\u7565\u3002\u6700\u7ec8\u5fc5\u7136\u9762\u4e34\u5411\u9ad8\u7ea7\u529f\u80fd\u6536\u8d39\u3001\u9650\u5236\u67e5\u8be2\u6b21\u6570\u6216\u8f6c\u578b\u4e3a\u4f01\u4e1aAPI\u670d\u52a1\u7684\u538b\u529b\u3002\u5176\u6b21\uff0c**\u6570\u636e\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u662f\u963f\u5580\u7409\u65af\u4e4b\u8e35**\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u5bf9\u6570\u636e\u65b0\u9c9c\u5ea6\u548c\u6765\u6e90\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\u3002\u5b9e\u65f6\u66f4\u65b0\u5ba3\u79f0\u4e0e\u7528\u6237\u9047\u5230\u201c\u65e0\u6570\u636e\u201d\u7684\u4f53\u9a8c\u77db\u76fe\uff0c\u63ed\u793a\u4e86\u5176\u5728\u6570\u636e\u8986\u76d6\u5e7f\u5ea6\uff08\u5c24\u5176\u662f\u975e\u79d1\u6280\u516c\u53f8\uff09\u548c\u52a8\u6001\u66f4\u65b0\u4e0a\u7684\u5c40\u9650\u3002\u7ec4\u7ec7\u7ed3\u6784\u8fdc\u975e\u9759\u6001\u6811\u72b6\u56fe\uff0c\u6d89\u53ca\u77e9\u9635\u7ba1\u7406\u3001\u4e34\u65f6\u9879\u76ee\u7ec4\u7b49\u590d\u6742\u5f62\u6001\uff0c\u5de5\u5177\u76ee\u524d\u53ef\u80fd\u4ec5\u80fd\u5448\u73b0\u4e00\u4e2a\u7406\u60f3\u5316\u7684\u7b80\u5316\u7248\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u5982\u4e00\u6761\u6df1\u5ea6\u8bc4\u8bba\u6240\u8a00\uff0c\u662f\u6210\u4e3a\u4e00\u4e2a**\u201c\u5de5\u4f5c\u6d41\u5c42\u201d**\u2014\u2014\u4e00\u4e2a\u5851\u9020\u5916\u8054\u56e2\u961f\u6218\u7565\u601d\u7ef4\u7684\u8d77\u70b9\uff0c\u800c\u975e\u51b3\u7b56\u7ec8\u70b9\u3002\u5982\u679c\u5b83\u80fd\u4fdd\u6301\u6781\u81f4\u7684\u901f\u5ea6\u548c\u5e7f\u5ea6\uff0c\u5e76\u56f4\u7ed5\u201c\u514d\u8d39\u89c6\u56fe\u201d\u6784\u5efa\u589e\u503c\u670d\u52a1\uff08\u5982\u53d8\u66f4\u63d0\u9192\u3001\u5173\u7cfb\u8def\u5f84\u5206\u6790\u3001API\u96c6\u6210\uff09\uff0c\u5b83\u6709\u53ef\u80fd\u4ece\u4e00\u6b3e\u6709\u8da3\u7684\u5de5\u5177\uff0c\u8fdb\u5316\u6210\u5207\u5165\u5546\u4e1a\u60c5\u62a5\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u5173\u952e\u5165\u53e3\u3002\u4f46\u82e5\u65e0\u6cd5\u89e3\u51b3\u6570\u636e\u8d28\u91cf\u4e0e\u5546\u4e1a\u5316\u7684\u5e73\u8861\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u6619\u82b1\u4e00\u73b0\uff0c\u6210\u4e3a\u53e6\u4e00\u4e2a\u9a8c\u8bc1\u4e86\u9700\u6c42\u5374\u96be\u4ee5\u89c4\u6a21\u5316\u7684\u201c\u514d\u8d39\u5de5\u5177\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\">InsideOrg<\/span>\n <\/div>\n<div class=\"comment-content\">InsideOrg lets you enter any company domain and instantly see decision makers, reporting lines, and org structure for free. You don\u2019t have to pay just to view a company\u2019s org chart.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I built InsideOrg because I was tired of trying to understand how companies are structured and constantly running into login walls, paid tools, or hours of manually scoping out the structure of a company.<\/p>\n<p>Sometimes you just want to enter a company domain and see who the decision makers are, how the org is structured, and who reports to whom, without paying for access.<\/p>\n<p>With InsideOrg, you can enter any company domain and instantly get a free view of:<\/p>\n<p>\ud83e\uddd1\u200d\ud83d\udcbc Key decision makers: from the C-suite to directors and team leads<br \/>\n \ud83c\udf33 Org hierarchy: a visual map of who reports to whom<br \/>\n \ud83c\udfe2 Company overview: total employees, industry, and office locations<\/p>\n<p>Some ways people are using it:<\/p>\n<p>\ud83c\udfaf Sales prospecting: Find the right decision maker and map out the buying committee before you reach out<\/p>\n<p>\ud83d\udd0d Competitive intelligence: See how rival companies are structured and where they’re investing headcount<\/p>\n<p>\ud83e\udd1d Partnership development: Identify who owns the department you want to partner with<\/p>\n<p>\ud83d\udc65 Recruiting: See who’s in what role at a target company so you know exactly who to headhunt<\/p>\n<p>Try it for free at: insideorg.com<br \/>\nOpen to feedback! Feel free to let me know what else you\u2019d want to see in an org viewer.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Initially I was like, argh, another workday plugin, but then I read more and I start to love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Finding decision makers is like winning half the battle. This will be helpful even while applying for jobs. Congratulations on Launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Where is this org data actually coming from, and how do you handle accuracy when people change roles, leave companies, or get promoted, is there a freshness indicator so users know how stale the information might be?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We didn’t expect this much traffic for just a fun idea we worked on!<\/p>\n<p>Our backlog is filled and we are sending emails through out the next 48 hours with all the Org Charts! Thanks for your patience folks!<\/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\/@nithish_a1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithish_a1<\/a> Really didn’t expect this! Working on sending out all the the Org charts! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@nithish_a1 Huge congratulations!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>I tried it out, entered my company name and got the results sent to my email. Really interesting to see the final output.<\/p>\n<p>Planning to share it with my colleagues as well \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is AWESOME … however it’d be nice if you could define which part of the organization you’re interested in i.e. IT or HR or Finance<\/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\/@john_haden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_haden<\/a> Feedback taken and will be incorporated for v2! Thanks John!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nithish, I really appreciate you making this free and the real-time data aspect you mentioned to Shivani is impressive. That\u2019s a significant challenge to pull off for external org structures.<\/p>\n<\/p>\n<p>From an engineering perspective, I’m already thinking about what an API could unlock. While viewing it through the UI is helpful, an API would allow us to integrate this org data directly into our internal tools for competitive intelligence or partnership mapping, moving beyond manual lookups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelino_gmx3c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelino_gmx3c<\/a> Thanks Marcelino, glad you liked 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>Congrats on the launch! Being able to see any company’s org chart for free is super useful for sales and recruiting. Curious how you’re sourcing the data and how often it updates?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> Hi Daniel, we built this tool using Crustdata’s people data API which is refreshed in realtime. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 frequently is the organization data updated, and what sources do you rely on for accuracy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shivani_gupta03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivani_gupta03<\/a> Hey Shivani, we’re using Crustdata’s people data API to power this tool and their APIs pull data from the web in real-time, so our org charts are consequently updated live. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! I love this idea – hadn\u2019t really considered whether there\u2019s a way to find the right person to talk to quickly in an organisation, especially when you don\u2019t know it well. Do you envision this mostly for user external to the organisation, or internal users too?<\/div>\n<div class=\"comment-actions\">\n<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\/@leah_dyke\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leah_dyke<\/a> It can be used for both! Just add in your company domain or an external company domain and you’ll be able to see everyone that you can reach out to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">wow really helpful, bravo:)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Super fun idea, looking forward to getting the org chart \ud83d\ude42 Happy to provide info on the companies I know well that I previewed, if that’s helpful to the team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most org chart tools treat structure as premium intelligence, something gated behind a demo request and a sales call. This treats it like it should have been public all along. That’s the real unlock: not the data itself, but the removal of permission.<\/p>\n<\/p>\n<p>What makes the positioning interesting is the distance between the free org viewer and where this could actually land. A fast, frictionless starting point for any outbound motion isn’t a data tool; it’s a workflow layer. Something that shapes how teams think about account strategy before the first touch, not just after they’ve already decided to reach out.<\/p>\n<\/p>\n<p>That framing carries a lot more weight with the right buyer than free org charts.<\/p>\n<\/p>\n<p>Curious whether the vision stays focused on speed and breadth or evolves into something teams lean on for higher stakes account decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What are some use cases for this tool? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Haven’t found any company org chart (for each company I checked there was no data), after 3 tries I ran into a block screen. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity! What happens when a company is pretty flat with no clear hierarchy? Does it still show something useful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Hi Sergey, we’ll still show you people classified by their functions\/departments (sales, engineering etc) and where possible, show a hierarchy with people’s job titles. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on a launch! Offering this data for free is a nice move.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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 Nikita!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! I tried searching for health tech companies but couldn’t find the ones I wanted. What company sizes \/ geographic regions are you targeting?<\/div>\n<div class=\"comment-actions\">\n<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\/@hex_miller_bakewell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hex_miller_bakewell<\/a> Hey, so sorry about that. Do you mind sending over the companies you targeted? Our backend was under some pretty heavy load today. Didn’t expect us to have such heavy usage 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>Do you also segregate the org chart across different subsidiaries or sub-orgs within large enterprises? Like Nescafe, Nestea lies within the beverage division of Nestle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZSATDD5TGHHICH\" class=\"app-title\">Cockpit AI<\/a><\/p>\n<div class=\"one-liner\">Run revenue agents across every channel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">238<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cockpit AI\u662f\u4e00\u6b3e\u90e8\u7f72AI\u9500\u552e\u4ee3\u7406\u7684SaaS\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u6f5c\u5728\u5ba2\u6237\u8fdb\u884c\u6df1\u5ea6\u5e02\u573a\u7814\u7a76\u5e76\u751f\u6210\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u89e6\u8fbe\u5185\u5bb9\uff0c\u5728B2B\u9500\u552e\u62d3\u5ba2\u573a\u666f\u4e2d\u89e3\u51b3\u4e86\u89c4\u6a21\u5316\u4e2a\u6027\u5316\u8425\u9500\u4e0e\u4fe1\u606f\u8fc7\u8f7d\u5bfc\u81f4\u6548\u679c\u4e0b\u964d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b64992a0-5148-4f25-a80b-46dbd3dd57c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a86da8b2-0457-428f-baae-a443ef09fa5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc073eec-722b-44cd-ad16-503ddc65d4b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3bf7534b-a0b8-490e-a450-1c5118cb8339.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f09ee700-fb7c-4c51-a9c6-09930975b2ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0aa80fa1-b657-412d-b5f9-d116209ca67a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a22afe1-27fc-49e6-a12e-d8218c694e78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf392c6-4992-49d9-9df2-80ca53a5340f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85dac3f3-6503-484b-880c-cebc2b4ce658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dba78f8-3b99-400a-94d0-d0d0a024f935.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\/834a2f15-e87e-4f23-9e7c-169ab5dc3f6b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=P_TDmMDvtu4\"><source src=\"https:\/\/www.youtube.com\/watch?v=P_TDmMDvtu4\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u9884\u7ea6<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u89c4\u6a21\u5316\u540e\u7684\u8d28\u91cf\u4fdd\u6301\u3001\u591a\u6e20\u9053\u534f\u540c\u9632\u51b2\u7a81\u3001AI\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u63a7\u6027\uff0c\u4ee5\u53ca\u5b9e\u9645ROI\u6570\u636e\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u6df1\u5ea6\u7814\u7a76\u800c\u975e\u6a21\u677f\u3001\u4eba\u5de5\u76d1\u7763\u3001\u5373\u65f6\u8de8\u6e20\u9053\u6682\u505c\u673a\u5236\u6765\u4fdd\u8bc1\u8d28\u91cf\u4e0e\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 Cockpit AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u90ae\u4ef6\u5e8f\u5217\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u9500\u552e\u62d3\u5ba2\u7684\u201c\u5de5\u4f5c\u5355\u5143\u201d\u3002\u5b83\u5c06\u7ade\u4e89\u58c1\u5792\u4ece\u201c\u6267\u884c\u901f\u5ea6\u201d\u8f6c\u5411\u201c\u8ba4\u77e5\u6df1\u5ea6\u201d\u2014\u2014\u6bcf\u4e2a\u6f5c\u5728\u5ba2\u6237\u6d88\u801720\u4e07token\u8fdb\u884c\u7814\u7a76\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u7684\u201c\u601d\u8003\u6210\u672c\u201d\u5bf9\u6297\u8425\u9500\u81ea\u52a8\u5316\u7684\u201c\u5783\u573e\u90ae\u4ef6\u5316\u201d\u8d8b\u52bf\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4fe1\u53f7\u5728\u5546\u54c1\u5316\u90a3\u4e00\u523b\u5c31\u5df2\u6b7b\u4ea1\u201d\u76f4\u6307\u5f53\u524d\u4e2a\u6027\u5316\u8425\u9500\u7684\u75c7\u7ed3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5c1d\u8bd5\u5c06\u201c\u5e02\u573a\u7814\u7a76-\u53d9\u4e8b\u6784\u5efa-\u591a\u6e20\u9053\u4e92\u52a8\u201d\u8fd9\u4e00\u590d\u6742\u94fe\u6761\u81ea\u52a8\u5316\uff0c\u5e76\u8ba9AI\u81ea\u4e3b\u51b3\u7b56\u5207\u5165\u89d2\u5ea6\u3002\u8fd9\u4f7f\u5176\u4ef7\u503c\u4e3b\u5f20\u4ece\u201c\u5e2e\u4f60\u591a\u53d1\u90ae\u4ef6\u201d\u8dc3\u5347\u4e3a\u201c\u4e3a\u4f60\u90e8\u7f72\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u521d\u7ea7\u5e02\u573a\u5206\u6790\u5e08\u4e0e\u9500\u552e\u5f00\u53d1\u4ee3\u8868\u56e2\u961f\u201d\u3002\u521b\u59cb\u4eba\u201c\u7528Cockpit\u63a8\u5e7fCockpit\u201d\u7684\u6848\u4f8b\u662f\u5f3a\u6709\u529b\u7684\u4fe1\u4efb\u72b6\uff0c\u4f46\u4e5f\u662f\u53cc\u5203\u5251\uff0c\u5176\u6a21\u578b\u5728\u5f02\u8d28\u5316\u884c\u4e1a\u4e2d\u7684\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u98ce\u9669\u5728\u4e8e\uff1a\u89c4\u6a21\u5316\u4e0b\u7814\u7a76\u8d28\u91cf\u4e0e\u72ec\u7279\u6027\u7684\u4fdd\u6301\u3001AI\u201c\u81ea\u4e3b\u51b3\u7b56\u201d\u53ef\u80fd\u4ea7\u751f\u7684\u8bed\u5883\u8bef\u5224\u3001\u4ee5\u53ca\u6700\u7ec8\u53ef\u80fd\u5f62\u6210\u65b0\u7684\u9ad8\u7ea7\u6a21\u5f0f\u5316\u5957\u8def\u3002\u673a\u9047\u5219\u5728\u4e8e\uff1a\u5b83\u6b63\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u6f5c\u5728\u5ba2\u6237\u7406\u89e3\u7cfb\u7edf\u201d\uff0c\u8fd9\u6bd4\u201c\u5916\u8054\u6267\u884c\u7cfb\u7edf\u201d\u66f4\u5177\u7c98\u6027\u548c\u6570\u636e\u62a4\u57ce\u6cb3\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5207\u5165\u4e00\u4e2a\u66f4\u5e7f\u9614\u7684\u5e02\u573a\u2014\u2014AI\u9a71\u52a8\u7684\u9500\u552e\u56e2\u961f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8425\u9500\u81ea\u52a8\u5316\u5de5\u5177\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u59cb\u7ec8\u7ef4\u6301\u201c\u9ad8\u8ba4\u77e5\u6210\u672c\u201d\u7684\u4e2a\u6027\u5316\uff0c\u907f\u514d\u5728\u5546\u4e1a\u538b\u529b\u4e0b\u6ed1\u5411\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u667a\u80fd\u5783\u573e\u90ae\u4ef6\u5de5\u5382\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\">Cockpit AI<\/span>\n <\/div>\n<div class=\"comment-content\">Deploy AI revenue agents that research prospects, personalize outreach, follow up across channels, and book meetings using your inbox, contacts, docs, and calendar.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt!<\/strong><\/p>\n<\/p>\n<p>I’m Ravi, founder of Cockpit AI.<\/p>\n<p>I’ve spent the last decade studying the line between engagement and spam across social networks. <\/p>\n<p><strong>The insight is simple… <\/strong>more engagement, less spam. Less engagement, more spam.<\/p>\n<\/p>\n<p><strong>Here’s the problem…<\/strong><\/p>\n<p>Everyone added “personalization.” First name, company name, hiring signals, funding rounds. When everyone uses the same signals in the same fixed workflows, it’s spam again. <\/p>\n<p>The signal is dead the moment it’s <strong>commoditized<\/strong>.<\/p>\n<p> <\/p>\n<p><strong>But when you share something genuinely useful about a prospect’s market —<\/strong> what their competitors are doing, how their landscape is shifting, what’s working for their peers — <strong>they engage naturally<\/strong>. <\/p>\n<p>It’s not a pitch. It’s information they actually want.<\/p>\n<\/p>\n<p><strong>Thinking models made this possible…<\/strong> Each agent spends 200K tokens researching a batch of prospects at a time — a real research window. <\/p>\n<p>It starts from a lookalike audience — what are their peers doing, who are their competitors, what’s shifting in their market. From that base, the agent autonomously decides which signal actually matters for each specific person. <\/p>\n<p><strong>The agent picks the angle..<\/strong> not a fixed workflow, not a rule someone wrote. <\/p>\n<p> <\/p>\n<p><strong>With Cockpit<\/strong>.. <strong>You’re the manager… <\/strong>Your AI agents become your highest quality team.<\/p>\n<\/p>\n<p>Give your agents a few example companies, and they go to work:<\/p>\n<ul>\n<li>\n<p>Research prospects and their competitors across the web <\/p>\n<\/li>\n<li>\n<p>Decide which signal matters most for each prospect <\/p>\n<\/li>\n<li>\n<p>Write outreach built around that narrative \u2014 not a template<\/p>\n<\/li>\n<li>\n<p>Generate a unique proposal doc for each prospect <\/p>\n<\/li>\n<li>\n<p>Track engagement (scroll depth, time on page), adapt follow-ups<\/p>\n<\/li>\n<li>\n<p>Book meetings on your calendar <\/p>\n<\/li>\n<\/ul>\n<p> <br \/><strong>Imagine if one user manages 10 agents…<\/strong> what a team of 10 can do \u2014 across every channel, around the clock?<\/p>\n<p> <\/p>\n<p><strong>Since launching mid-December 2025:<\/strong> <\/p>\n<ul>\n<li>\n<p>102,000+ contacts researched and engaged <\/p>\n<\/li>\n<li>\n<p>41,000+ personalized docs generated for those contacts<\/p>\n<\/li>\n<li>\n<p>37,000+ autonomous agent conversations across email and LinkedIn (more channels coming soon)<\/p>\n<\/li>\n<li>\n<p>1.7B tokens consumed \u2014 agents doing sustained autonomous work<\/p>\n<\/li>\n<li>\n<p>73% average scroll depth on personalized docs <br \/> <\/p>\n<\/li>\n<\/ul>\n<p><strong>Built for deliverability…<\/strong> Automated email warmup, anti-spam protection, compliance guardrails, and infrastructure deployed on your company’s domain \u2014 not a shared sending pool. <\/p>\n<p>We use Cockpit to grow Cockpit. Our agents book our meetings. That’s the credibility test \u2014 if it doesn’t work for us, we have no business selling it to you.<\/p>\n<\/p>\n<p>Would love your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ravivadrevu_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravivadrevu_<\/a> With your agents autonomously picking angles from competitor moves\/peers, how do you ensure they avoid hallucinated “insights” that could backfire on deliverability or trust?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ravivadrevu_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravivadrevu_<\/a> If the agent autonomously decides which signal matters for each prospect using 200K tokens of research, what stops it from occasionally surfacing something technically accurate but contextually inappropriate, like referencing a company’s recent layoffs or a founder’s personal news?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ravivadrevu_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravivadrevu_<\/a> Love the focus on genuine research-driven outreach instead of recycled personalization. The 200K token research per prospect and agent-chosen angles sound like a smart way to cut through the noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 usually looks good early, but changes once it runs at scale. Outreach quality tends to drop as volume increases, especially across channels. How this actually performs there, in terms of actual responses not just output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><strong>@arun_tamang<\/strong> Great question \u2014 this is actually the core problem we obsess over. Quality drops at scale when you’re running templates. We don’t. Each contact gets 200K tokens of dedicated research \u2014 competitors, market shifts, hiring patterns \u2014 before the agent writes a single word. That takes 3-4 minutes per contact. You can’t spam at that pace even if you wanted to.<\/p>\n<\/p>\n<p>The other half is targeting. Lookalike audiences mean the agent only reaches people who actually fit. Fewer emails, right message, higher throughput. Same principle that made social ad networks work.<\/p>\n<\/p>\n<p>And if a prospect engages \u2014 reads your doc, scrolls deep \u2014 the agent adapts the follow-up based on what they actually looked at. It’s a feedback loop, not a blast.<\/p>\n<\/p>\n<p>The key is the human in the loop. You’re the manager. You set the strategy, review the pipeline, refine the narrative. The agents don’t run unsupervised. That’s what keeps quality at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The multi-channel follow-up piece is where I\u2019d want to see more detail. When the agent is sequencing across inbox, LinkedIn, and calendar autonomously, what does the interrupt\/pause model look like? Like if a prospect responds in one channel mid-sequence, how quickly does it halt the parallel threads? I\u2019ve seen a lot of outreach automation burn leads because two touchpoints crossed each other within hours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> The moment a prospect responds on any channel, follow-ups on the other channels pause instantly. No overlap, no crossed wires. And when you as a human jump into the conversation, the agent steps back automatically. It doesn’t keep firing while you’re mid-conversation with someone. <br \/>LinkedIn and email run in parallel but they’re aware of each other. A connection request goes out alongside the email using the same research as email, and if they accept and respond on LinkedIn, the email thread pauses and the agent picks up the conversation there. <br \/>The goal is that the prospect always feels like they’re talking to one person, not getting pinged from multiple directions at once.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Great question, that’s where orchestration from the agent works effectively. A human wouldn’t bother someone on multiple channels after receiving a response on one. Same approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> One thing to add here, when someone replies to an email, the agent auto-responds in the same thread (CC\u2019ing you) and the cadence stops right after that, so nothing else goes out.<\/p>\n<p>With LinkedIn, it\u2019s even lighter; follow-up happens only when someone accepts the connection. Until then, it\u2019s just the initial touchpoint with a short personalized note.<\/p>\n<p>Hope this helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 resonates \u2014 we run agents for outreach too. When the model picks its own angle, can we peek at the research outline before it crafts the email so we can align the storytelling with our positioning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Glad to hear that you run agents for outreach. You can create your own workflow using docs, that’s the beauty of AI-native apps. The context is cross shared, and as a user you index the right doc for the right set of rules. <\/p>\n<p>Many of our customers choose their own style of language, research guidelines, follow-ups etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Yes, absolutely. The way it works is the human stays in control of the narrative. You pick which doc the agent uses as context, you decide what to share and when. The agent then researches the prospect and picks the most relevant signal to open with.<\/p>\n<p>So the storytelling is always anchored to your positioning. The agent doesn’t go off-script, it finds the best entry point into the conversation you’ve already defined.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 curios to know what kind of results were your existing users able to achieve with Cockpit AI? The idea sounds good but want to know how it translates in to real world?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> , it shows initial traction in 1 week, and ROI in 3 weeks (we’ve seen use cases with 10X ROI in 3 weeks). <br \/>Two things drive this consistently. First, the agent builds your target audience from the firmographic traits of your best customers, so there’s no guesswork on who to reach. Second, for every touchpoint it picks a fresh signal specific to that prospect’s company, not the same message reworded.<\/p>\n<p>Right person, right signal. That’s what moves the needle.<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Thank you for that question, hope we answered 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>What kind of success have users seen from this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> Most of our customers get feedback loop within the first week, that helps them steer to the autopilot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most outreach tools are still just filling in templates faster. Cockpit is doing something meaningfully different by shifting the question from what do I send? What angle actually fits this person? That’s delegated thinking, not automated sequencing.<\/p>\n<\/p>\n<p>The distinction matters for positioning too. You’re not competing with outbound tools at this point. You’re creeping into AI sales team territory, and that’s a much larger conversation to be in. When the agent owns research, narrative, and timing, the unit of value stops being messages sent and starts being conversations created.<\/p>\n<\/p>\n<p>The defensibility question is where it gets interesting. If Cockpit becomes the system of record for prospect understanding, not just execution, that’s a different product category entirely. And a stickier one.<\/p>\n<\/p>\n<p>Is that the direction you’re already building toward?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ‘we use Cockpit to grow Cockpit’ line is the right credibility signal \u2014 AI sales tools that can’t generate their own pipeline are a red flag. The doc-signal-based follow-up is an interesting differentiation from sequence-based outreach tools. Most outreach automation is purely time-based (day 1, day 3, day 7) regardless of buyer behavior. Adjusting follow-up based on what a prospect actually engaged with is closer to how good salespeople actually work. The risk I’d watch: personalization at scale tends to regress to generic. When the agent is writing hundreds of emails\/day, how do you prevent it from pattern-matching to the same 3-4 opener structures? The first 50 emails might look custom; email 500 will reveal the seams. Would be curious to see response rate data across volume bands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MXXCFXKHV6GFJT\" class=\"app-title\">Codex Plugins<\/a><\/p>\n<div class=\"one-liner\">Package Codex skills and app integrations as plugins<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codex Plugins\u5c06\u6280\u80fd\u3001\u5e94\u7528\u96c6\u6210\u548c\u5de5\u4f5c\u6d41\u6253\u5305\u6210\u53ef\u590d\u7528\u3001\u53ef\u5b89\u88c5\u7684\u63d2\u4ef6\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u56e2\u961f\u5728\u8de8\u9879\u76ee\u534f\u4f5c\u4e2d\uff0c\u89e3\u51b3\u4e86\u5de5\u5177\u94fe\u5206\u6563\u3001\u6d41\u7a0b\u4e0d\u7edf\u4e00\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u4ece\u7f16\u7801\u5230\u89c4\u5212\u3001\u7814\u7a76\u3001\u534f\u8c03\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f13f6325-d169-413c-89e7-6b48ccfb45c3.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\/2c52bda6-d98d-460a-ab1c-88a1e462e9e7.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\/ea7702f9-54aa-42be-a882-ef322af323f1.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\/42980709-84b8-41f5-815d-06a166ea883c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c2878d-7fd0-4e21-b8ff-d7901008f48b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f334badb-fc7c-4223-82c6-6e5e5acc36c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbefb31a-4b46-4f6f-8c5b-7972e85e51d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0829abda-67e8-4068-af4b-fa0648b88c99.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\/c21b6dc3-6cd6-4cec-876a-36048e4f32b2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/glOVjFSKSik\"><source src=\"https:\/\/youtu.be\/glOVjFSKSik\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <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\">AI\u52a9\u624b\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u590d\u7528\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\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\u80af\u5b9a\u5176\u5c06\u591a\u5de5\u5177\u4efb\u52a1\u96c6\u6210\u7684\u5f3a\u5927\u80fd\u529b\u4e0e\u201c\u53ef\u590d\u7528\u6346\u7ed1\u5305\u201d\u7684\u62bd\u8c61\u6982\u5ff5\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u4e8e\uff1a1. \u5de5\u4f5c\u6d41\u80fd\u5426\u5411\u66f4\u524d\u671f\u7684\u610f\u56fe\u6355\u6349\u9636\u6bb5\u6f14\u8fdb\uff1b2. \u5171\u4eab\u63d2\u4ef6\u7684\u7248\u672c\u7ba1\u7406\u4e0e\u4f9d\u8d56\u63a7\u5236\u673a\u5236\u662f\u5426\u5b8c\u5584\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 Codex Plugins\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740AI\u7f16\u7801\u52a9\u624b\u5411\u201cAI\u5de5\u4f5c\u6d41\u67b6\u6784\u5e08\u201d\u7684\u6218\u7565\u8dc3\u8fc1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u5de5\u5177\u6346\u7ed1\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u65e5\u76ca\u590d\u6742\u7684\u5f00\u53d1\u5de5\u5177\u94fe\u63d0\u4f9b\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u201c\u96c6\u6210\u5c42\u201d\u548c\u201c\u5206\u53d1\u534f\u8bae\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u6563\u843d\u7684\u6280\u80fd\u3001\u914d\u7f6e\u3001\u8ba4\u8bc1\u548cMCP\u670d\u52a1\u5668\u5c01\u88c5\u6210\u63d2\u4ef6\uff0c\u672c\u8d28\u662f\u521b\u5efa\u4e86\u4e00\u4e2a\u9ad8\u4e8e\u5177\u4f53\u5e94\u7528\u7684\u3001\u53ef\u7f16\u6392\u7684\u201c\u884c\u52a8\u5143\u201d\u5e02\u573a\u3002\u8fd9\u4f7fCodex\u4ece\u4e00\u4e2a\u5728\u5355\u4e00\u7f16\u7801\u754c\u9762\u4e2d\u63d0\u4f9b\u5efa\u8bae\u7684\u526f\u9a7e\u9a76\uff0c\u8f6c\u53d8\u4e3a\u80fd\u5728Slack\u3001Figma\u3001Notion\u3001Google Drive\u7b49\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u4e2d\u4e3b\u52a8\u6267\u884c\u4efb\u52a1\u3001\u4e32\u8054\u4fe1\u606f\u7684\u667a\u80fd\u4e2d\u67a2\u3002\u5176\u91ce\u5fc3\u662f\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u7684\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5f53\u524d\u6f14\u793a\u7684\u201c\u591a\u5de5\u5177\u4efb\u52a1\u79d2\u7ea7\u5904\u7406\u201d\u867d\u70ab\u76ee\uff0c\u4f46\u5e76\u672a\u89e6\u53ca\u590d\u6742\u534f\u4f5c\u7684\u6838\u5fc3\u96be\u9898\u3002\u6b63\u5982\u7528\u6237\u9510\u8bc4\u6240\u6307\uff0c\u73b0\u6709\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u5927\u591a\u59cb\u4e8e\u6e05\u6670\u7684\u4efb\u52a1\uff08\u5982\u5de5\u5355\uff09\uff0c\u800c\u771f\u6b63\u7684\u75db\u70b9\u5728\u4e8e\u5982\u4f55\u4ece\u6a21\u7cca\u7684\u610f\u56fe\u3001\u788e\u7247\u5316\u7684\u6c9f\u901a\uff08\u5982\u4e00\u53e5Slack\u6d88\u606f\u6216\u90ae\u4ef6\uff09\u4e2d\u81ea\u52a8\u8bc6\u522b\u5e76\u7ed3\u6784\u5316\u5de5\u4f5c\u9879\u3002Codex Plugins\u82e5\u4ec5\u505c\u7559\u5728\u6267\u884c\u9884\u8bbe\u6d41\u7a0b\uff0c\u5219\u4ecd\u662f\u6548\u7387\u5de5\u5177\uff1b\u82e5\u80fd\u7ed3\u5408\u5f3a\u5927\u7684\u610f\u56fe\u7406\u89e3\uff0c\u4e3b\u52a8\u53d1\u8d77\u548c\u5b9a\u4e49\u5de5\u4f5c\u6d41\uff0c\u624d\u662f\u8303\u5f0f\u9769\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u6f5c\u5728\u9677\u9631\u662f\u63d2\u4ef6\u751f\u6001\u7684\u7ba1\u7406\u3002\u7528\u6237\u5173\u4e8e\u7248\u672c\u4f9d\u8d56\u548c\u7834\u574f\u6027\u53d8\u66f4\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\u3002\u5982\u679c\u7f3a\u4e4f\u4e25\u8c28\u7684\u7248\u672c\u63a7\u5236\u3001\u4f9d\u8d56\u7ba1\u7406\u548c\u6c99\u7bb1\u9694\u79bb\uff0c\u5171\u4eab\u63d2\u4ef6\u5728\u56e2\u961f\u89c4\u6a21\u5316\u5e94\u7528\u65f6\uff0c\u6781\u6613\u4ece\u6548\u7387\u5229\u5668\u53d8\u4e3a\u7ef4\u62a4\u5669\u68a6\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u5728\u201c\u5f00\u7bb1\u5373\u7528\u7684\u4fbf\u6377\u6027\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u90e8\u7f72\u7684\u7a33\u5b9a\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cCodex Plugins\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u5e03\u5c40\uff0c\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u8f85\u52a9\u7f16\u5199\u4ee3\u7801\uff0c\u800c\u662f\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4eba\u673a\u534f\u540c\u7684\u201c\u5de5\u4f5c\u6d41\u63a5\u53e3\u6807\u51c6\u201d\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u653b\u514b\u201c\u524d\u671f\u7684\u610f\u56fe\u8bc6\u522b\u201d\u4e0e\u201c\u540e\u671f\u7684\u751f\u6001\u6cbb\u7406\u201d\u8fd9\u4e24\u5ea7\u5927\u5c71\uff0c\u5426\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u66f4\u7cbe\u81f4\u7684\u81ea\u52a8\u5316\u811a\u672c\u4ed3\u5e93\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\">Codex Plugins<\/span>\n <\/div>\n<div class=\"comment-content\">Codex Plugins package skills, app integrations, and workflows into reusable, installable bundles for teams and developers. Seamlessly connect tools like Slack, Figma, Notion, and Google Drive to streamline planning, research, coding, and post-work workflows. Build, share, and scale consistent workflows across projects with built-in skills, authentication, and integrations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Codex Plugins by <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a> turn workflows into installable, reusable bundles, bringing tools like Slack, Figma, Notion, and Gmail directly into your dev flow.<\/p>\n<\/p>\n<p>Instead of scattered setups (skills, configs, integrations), plugins package everything… skills, app connections, and MCP servers… into one seamless workflow. That means Codex can handle not just coding, but planning, research, and execution across tools.<\/p>\n<\/p>\n<p>Perfect for developers and teams who want consistent, shareable workflows across projects. Build your own plugins or use curated ones to get started fast.<\/p>\n<p><strong>Key points:<\/strong><\/p>\n<ul>\n<li>\n<p>Codex now integrates with tools like Slack, Figma, Notion, Gmail, and Google Drive.<\/p>\n<\/li>\n<li>\n<p>Plugins let Codex handle <strong>planning, research, coordination, and post-coding workflows<\/strong>.<\/p>\n<\/li>\n<li>\n<p>Example: The Google Drive plugin enables working across Docs, Sheets, and Slides in one loop.<\/p>\n<\/li>\n<li>\n<p>Plugins bundle <strong>apps + built-in skills + authentication<\/strong>, so Codex can instantly use these tools effectively.<\/p>\n<\/li>\n<li>\n<p>Available in <strong>Codex app, CLI, and IDE extensions<\/strong>.<\/p>\n<\/li>\n<li>\n<p>Developers can <strong>build and share custom plugins<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<p>More plugins and capabilities are coming soon.<\/p>\n<p>Perfect for developers and teams who want consistent, shareable workflows across projects. Build your own plugins or use curated ones to get started fast. Codex is evolving from a coding assistant into a <strong>full workflow automation tool for developers and teams<\/strong>.<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is interesting \u2014 but it feels like the real shift isn\u2019t just bundling tools, it\u2019s where workflows <em>start<\/em>.<\/p>\n<p>Most workflows today begin after the opportunity is already clear (task, ticket, request).<\/p>\n<p>Curious if you see this evolving toward earlier stages \u2014 like capturing intent or signals before they even become structured work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is insane; it will manage 3 different tasks from 3 different tools. In seconds. No human is as versatile as this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>As a QA, this looks useful, planning to try it in my workflow soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Has anyone tested codex?<\/p>\n<p>Is it better than claude code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The reusable bundle concept is the right abstraction for teams. One thing I\u2019m curious about: how do you handle plugin versioning when a shared plugin gets updated? If three agents in a workflow are all depending on the Slack plugin and someone pushes a breaking change, does it propagate automatically or do agents pin to versions? That\u2019s usually where shared tooling falls apart in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/S25VKIT6BZUNGW\" class=\"app-title\">Suno v5.5<\/a><\/p>\n<div class=\"one-liner\">Create with your voice, tune models to your sound<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">182<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Suno v5.5\u662f\u4e00\u6b3eAI\u97f3\u4e50\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u7528\u6237\u4e2a\u4eba\u58f0\u97f3\u3001\u97f3\u4e50\u4f5c\u54c1\u548c\u54c1\u5473\u504f\u597d\u8fdb\u884c\u6df1\u5ea6\u4e2a\u6027\u5316\u8bad\u7ec3\uff0c\u89e3\u51b3\u4e86AI\u97f3\u4e50\u521b\u4f5c\u540c\u8d28\u5316\u4e25\u91cd\u3001\u7f3a\u4e4f\u4e2a\u4eba\u7279\u8272\u4e0e\u60c5\u611f\u8fde\u63a5\u7684\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u97f3\u4e50\u7231\u597d\u8005\u6253\u9020\u72ec\u7279\u54c1\u724c\u6216\u4e2a\u4eba\u98ce\u683c\u97f3\u4e50\u7684\u573a\u666f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4e8da565-109e-499f-819b-175853a79d27.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eVlFcpX1VGA\"><source src=\"https:\/\/www.youtube.com\/watch?v=eVlFcpX1VGA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a45357-44de-4f8a-9689-3c9b81b60fc8.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\/0267c703-dc50-40cc-9dc1-8c5b136933d0.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/6OEm15EuG40?si=8pFsdp2MtdudATK-\"><source src=\"https:\/\/youtube.com\/shorts\/6OEm15EuG40?si=8pFsdp2MtdudATK-\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ce1e5da-0bc7-4677-9bff-f567f1e0bfe3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0110e9e-bb43-49ba-b572-c736a43d4002.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Electronic Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\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\u5411\u201c\u4e2a\u4eba\u521b\u4f5c\u5de5\u5177\u201d\u7684\u6f14\u8fdb\u65b9\u5411\uff0c\u8ba4\u4e3a\u5176\u5d4c\u5165\u4e86\u521b\u4f5c\u8005\u8eab\u4efd\uff0c\u6784\u5efa\u4e86\u7ade\u4e89\u58c1\u5792\u3002\u5177\u4f53\u95ee\u9898\u6d89\u53ca\uff1a\u975e\u97f3\u4e50\u4eba\u58eb\u7684\u54c1\u5473\u5b66\u4e60\u6548\u679c\u3001\u5f55\u97f3\u8d28\u91cf\u8981\u6c42\u3001\u529f\u80fd\u7ec4\u5408\u53ef\u80fd\u6027\u3001\u521b\u4f5c\u8eab\u4efd\u7684\u8de8\u5e73\u53f0\u53ef\u79fb\u690d\u6027\u3002\u6709\u6df1\u5ea6\u7528\u6237\u6307\u51fa\u5176\u5728\u6a21\u62df\u7279\u5b9a\u7269\u7406\u97f3\u6548\uff08\u5982Hammond B3\u98ce\u7434\u65cb\u8f6c\uff09\u4e0a\u5b58\u5728\u5c40\u9650\uff0c\u5e76\u7ed9\u51fa\u4e86\u5de5\u4f5c\u6d41\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Suno v5.5\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u4e0a\u662f\u5728\u529f\u80fd\u6e05\u5355\u4e0a\u589e\u52a0\u4e86\u201c\u58f0\u97f3\u201d\u3001\u201c\u81ea\u5b9a\u4e49\u6a21\u578b\u201d\u548c\u201c\u6211\u7684\u54c1\u5473\u201d\u4e09\u4e2a\u9009\u9879\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\uff0c\u662f\u8bd5\u56fe\u5b8c\u6210\u4e00\u6b21\u5173\u952e\u7684\u8303\u5f0f\u8f6c\u79fb\uff1a\u4ece\u201c\u751f\u6210\u5de5\u5177\u201d\u8f6c\u5411\u201c\u521b\u4f5c\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u524d\u7edd\u5927\u591a\u6570AI\u97f3\u4e50\u5de5\u5177\uff0c\u672c\u8d28\u4e0a\u662f\u9ad8\u7ea7\u7684\u201c\u63d0\u793a\u8bcd\u70b9\u5531\u673a\u201d\uff0c\u7528\u6237\u4e0e\u5de5\u5177\u7684\u5173\u7cfb\u662f\u5355\u5411\u7684\u3001\u4e00\u6b21\u6027\u7684\u6307\u4ee4\u4e0e\u6267\u884c\u3002\u8f93\u51fa\u7ed3\u679c\u518d\u7cbe\u7f8e\uff0c\u4e5f\u5982\u540c\u65e0\u6839\u4e4b\u6c34\uff0c\u7f3a\u4e4f\u8fde\u7eed\u6027\u3002Suno v5.5\u7684\u6838\u5fc3\u529f\u80fd\u8bbe\u8ba1\uff0c\u76f4\u6307\u201c\u8fde\u7eed\u6027\u201d\u548c\u201c\u8eab\u4efd\u5d4c\u5165\u201d\u3002\u7528\u4f60\u81ea\u5df1\u7684\u58f0\u97f3\u6f14\u5531\uff0c\u7528\u4f60\u81ea\u5df1\u7684\u4f5c\u54c1\u8bad\u7ec3\u6a21\u578b\uff0c\u8ba9\u7cfb\u7edf\u5b66\u4e60\u4f60\u7684\u5ba1\u7f8e\u504f\u597d\u2014\u2014\u8fd9\u4e09\u8005\u5408\u529b\uff0c\u65e8\u5728\u8ba9AI\u7684\u8f93\u51fa\u9010\u6e10\u627f\u8f7d\u7528\u6237\u7684\u521b\u4f5c\u6307\u7eb9\u548c\u4e2a\u6027\u8eab\u4efd\u3002\u8fd9\u4e0d\u518d\u662f\u7b80\u5355\u7684\u5185\u5bb9\u751f\u6210\uff0c\u800c\u662f\u5728\u5171\u540c\u521b\u4f5c\u4e2d\u5efa\u7acb\u4e00\u79cd\u6301\u7eed\u6f14\u8fdb\u7684\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u9ed8\u5951\u201d\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u8a00\uff0c\u8fd9\u6784\u5efa\u4e86\u65b0\u7684\u7ade\u4e89\u58c1\u5792\uff1a\u6a21\u578b\u8d28\u91cf\u53ef\u4ee5\u8ffd\u8d76\uff0c\u4f46\u4e00\u4e2a\u521b\u4f5c\u8005\u5728\u5e73\u53f0\u4e0a\u957f\u671f\u79ef\u7d2f\u7684\u3001\u88ab\u7cfb\u7edf\u5185\u5316\u7684\u72ec\u7279\u201c\u8eab\u4efd\u201d\uff0c\u5374\u96be\u4ee5\u590d\u5236\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\u6280\u672f\u5929\u82b1\u677f\u4f9d\u7136\u5b58\u5728\u3002\u6df1\u5ea6\u7528\u6237\u5bf9Hammond B3\u98ce\u7434\u65cb\u8f6c\u7269\u7406\u6548\u679c\u6a21\u62df\u7684\u5931\u8d25\u6848\u4f8b\uff0c\u66b4\u9732\u51fa\u5f53\u524dAI\u97f3\u4e50\u6a21\u578b\u5728\u7406\u89e3\u548c\u751f\u6210\u590d\u6742\u3001\u52a8\u6001\u7269\u7406\u58f0\u5b66\u73b0\u8c61\u4e0a\u7684\u7ed3\u6784\u6027\u77ed\u677f\u3002\u5b83\u64c5\u957f\u7eb9\u7406\u548c\u98ce\u683c\uff0c\u4f46\u96be\u4ee5\u9a7e\u9a6d\u57fa\u4e8e\u7269\u7406\u89c4\u5219\u7684\u52a8\u6001\u8fc7\u7a0b\u3002\u5176\u6b21\uff0c\u201c\u4e2a\u6027\u5316\u201d\u7684\u627f\u8bfa\u9762\u4e34\u5b9e\u7528\u6027\u8d28\u7591\u3002\u201c\u6211\u7684\u54c1\u5473\u201d\u80fd\u5426\u771f\u6b63\u7406\u89e3\u975e\u4e13\u4e1a\u7528\u6237\u7684\u62bd\u8c61\u54c1\u724c\u8c03\u6027\u9700\u6c42\uff1f\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u7cbe\u5fc3\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u7684\u9ed1\u7bb1\uff1f\u8bc4\u8bba\u4e2d\u7684 skepticism \u4e0d\u65e0\u9053\u7406\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5177\u6218\u7565\u610f\u4e49\u7684\u95ee\u9898\uff1a\u8fd9\u4e2a\u88ab\u7cbe\u5fc3\u57f9\u80b2\u7684\u201c\u521b\u4f5c\u8eab\u4efd\u201d\uff0c\u662f\u88ab\u9501\u6b7b\u5728Suno\u7684\u751f\u6001\u5185\uff0c\u8fd8\u662f\u53ef\u4ee5\u8fc1\u79fb\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u771f\u6b63\u8d4b\u80fd\u521b\u4f5c\u8005\uff0c\u8fd8\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u66f4\u7cbe\u81f4\u7684\u7528\u6237\u7ed1\u5b9a\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n Suno v5.5\u7684\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5b83\u6b64\u523b\u80fd\u751f\u6210\u591a\u5b8c\u7f8e\u7684\u6b4c\u66f2\uff0c\u800c\u5728\u4e8e\u5b83\u6e05\u6670\u5730\u6307\u5411\u4e86AI\u521b\u4f5c\u5de5\u5177\u7684\u4e0b\u4e00\u7ad9\uff1a\u4ece\u8ffd\u6c42\u201c\u50cf\u4eba\u7c7b\u4e00\u6837\u521b\u4f5c\u201d\uff0c\u8f6c\u5411\u201c\u4e3a\u8fd9\u4e00\u4e2a\u4eba\u7c7b\u521b\u4f5c\u201d\u3002\u8fd9\u6761\u8def\u5982\u679c\u80fd\u8d70\u901a\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u7684\u521b\u4f5c\u5173\u7cfb\u3002\u4f46\u76ee\u524d\uff0c\u5b83\u4ecd\u5904\u4e8e\u7528\u201c\u4e2a\u6027\u5316\u529f\u80fd\u201d\u642d\u5efa\u6865\u6881\u7684\u9636\u6bb5\uff0c\u8ddd\u79bb\u8ba9\u521b\u4f5c\u8005\u7684\u8eab\u4efd\u5728\u5176\u4e2d\u81ea\u7531\u8fc1\u5f99\u4e0e\u751f\u957f\u7684\u201c\u65b0\u5927\u9646\u201d\uff0c\u8fd8\u6709\u76f8\u5f53\u8ddd\u79bb\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\">Suno v5.5<\/span>\n <\/div>\n<div class=\"comment-content\">Suno v5.5 is its most personal music model yet. Use your own voice, train custom models on your catalog, and let My Taste learn what you actually like, so the songs feel less generic and much more like you.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Suno v5.5 is really about making the experience feel more like yours.<\/p>\n<p>The <a href=\"https:\/\/suno.com\/create\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">new pieces<\/a> all point in the same direction: <strong>Voices<\/strong> lets you create with your own voice, <strong>Custom Models<\/strong> let you tune the model on music you made, and <strong>My Taste<\/strong> starts shaping results around what you actually gravitate toward. Put together, it feels like Suno is moving toward something more like a personal creative instrument.<\/p>\n<p>Suno is not just getting more expressive, but like they said, more <strong><em>you<\/em><\/strong>.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> For folks blending AI music into content like podcasts or social reels, how well does My Taste adapt to non-musician tastes (e.g., specific moods\/genres for branding videos), and any quick tips to train it faster?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I love that you can use your own voice. Does it work with any recording quality?<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Can I combine Voices and Custom Models to make something completely unique?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Most AI music tools still feel like prompt machines with a better UI. What Suno is moving toward feels different, and the gap is worth naming clearly.<\/p>\n<\/p>\n<p>Voices, custom models, taste learning, these aren’t generation features. They’re continuity features. The output starts carrying identity rather than just variation, and that shifts the whole relationship between the creator and the tool. Less something you operate, more something that evolves with you.<\/p>\n<\/p>\n<p>That reframe is also where the real defensibility lives. Model quality is a race. How much of a creator’s identity gets embedded over time is a moat. Those are very different things to compete against, and the second one is a much stronger story to tell.<\/p>\n<\/p>\n<p>How are you thinking about portability. Does that creative identity stay inside Suno, or travel with the creator across contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Product Hunt community! \ud83c\udfb9\u2728<\/p>\n<p>I’ve been testing Suno since its early days (v3), obsessed with the <strong>Hammond B3 organ paired with its rotary Leslie speakers<\/strong> \u2013 this iconic 60s\/70s instrument delivers a <strong>one-of-a-kind sensation<\/strong>: sound that <em>physically rotates<\/em> around you, inducing vertigo-like dizziness, head spinning left-right, front-back. Think Booker T., Deep Purple, gospel jams: that <em>hypnotic swirl<\/em> isn’t just an effect \u2013 it’s <strong>pure physics<\/strong>!<\/p>\n<h2><strong>What I’ve Desperately Sought (After MONTHS of prompts):<\/strong><\/h2>\n<ol>\n<li>\n<p><strong>Leslie Speaker Rotation<\/strong>: Dual rotors (treble horn + bass woofer) spinning at 60 rpm (slow choral) or 400 rpm (fast tremolo). <strong>Real Doppler shift<\/strong> (pitch rises\/falls as it passes) + amplitude modulation from circular baffles = immersive 3D orbit around your ears. Not static synth vibrato!<\/p>\n<\/li>\n<li>\n<p><strong>Authentic Hammond Timbre<\/strong>: Additive drawbars (e.g., 888000000 harmonics), warm tube saturation, growling bass pedals, creamy mids, sparkling highs.<\/p>\n<\/li>\n<li>\n<p><strong>Intoxicating Psych\/Cosmic Vibe<\/strong>: Enveloping trance, sacred vertigo, like a haunted cathedral or space trip. Pure instrumental, no drums\/guitar\/synths.<\/p>\n<\/li>\n<\/ol>\n<p>Tested <strong>hundreds of hyper-detailed prompts<\/strong> like:<br \/><em>“Psychedelic cosmic Hammond B3 organ with Leslie rotary speaker, swirling Doppler motion left-right front-back, slow-to-fast rotor acceleration, hypnotic vertigo…”<\/em><br \/>Result? Spot-on Hammond timbre (kudos v5.5!), but <strong>flat, static, lifeless<\/strong>. Zero rotation. Like a frozen VST. Suno ignores “rpm”, “Doppler”, “rotary swirl” \u2013 LLMs nail <em>what<\/em> (tone) but miss <em>how<\/em> (physical motion).<\/p>\n<h2><strong>v5.5: Real Progress, But…<\/strong><\/h2>\n<ul>\n<li>\n<p><strong>+<\/strong>: Custom voices, better uploads, slightly improved spatial.<\/p>\n<\/li>\n<li>\n<p><strong>+<\/strong>: More expressive generation, less robotic.<\/p>\n<\/li>\n<li>\n<p><strong>–<\/strong>: Still can’t simulate <strong>dynamic rotation<\/strong>. Uploaded real YouTube clips (Leslie 3300\/770 demos) via Custom\/Extend\/Persona \u2013 max 70% fidelity, swirl feels “fake”.<\/p>\n<\/li>\n<li>\n<p><strong>–<\/strong>: AI models (LAMs) ace static textures, fail physical rotary physics. Structural limit.<\/p>\n<\/li>\n<\/ul>\n<h2><strong>My Workarounds (For Fellow Enthusiasts):<\/strong><\/h2>\n<ul>\n<li>\n<p><strong>Upload Real Clips<\/strong> (extracted Hammond demos) + 80% Audio Influence.<\/p>\n<\/li>\n<li>\n<p><strong>Post-Prod<\/strong>: Reaper\/Audacity + free Leslie plugin (Guitarix).<\/p>\n<\/li>\n<li>\n<p>Await v6? Or try Udio\/MusicFX (better spatial sometimes).<\/p>\n<\/li>\n<\/ul>\n<p><strong>Suno team: Add a physics-based Leslie engine (like Arturia\/NI emulators)!<\/strong> Game-changer for jazz\/psych\/gospel.<\/p>\n<p>Great for pop\/rap\/voices otherwise. Keep evolving \u2013 you’re <em>this close<\/em> to the holy grail! \ud83d\ude80<\/p>\n<p>#SunoV55 #HammondB3 #LeslieSpeaker #AIMusic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ethan, that’s a sharp question about recording quality for the “Voices” feature. From what I\u2019ve seen with similar tech, the output generally scales with input quality. So, a high-fidelity input trumps a quick phone memo almost every time. It\u2019s definitely something I’d test thoroughly to understand the practical limits before relying on it for anything serious.<\/p>\n<\/p>\n<p>Swati, regarding “My Taste” adaptation for non-musicians, I’m a bit skeptical. While the intent is there, AI music generation still has consistency issues across diverse genres. I’ve found that getting a specific mood or sound for branding often comes down to extremely refined prompting, regardless of how much “learning” the AI does. The AI might adapt to general preferences, but nuanced branding usually requires a human touch or highly specific instructions to avoid generic outputs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CNUQWRUNOD3BAQ\" class=\"app-title\">Stripe Projects<\/a><\/p>\n<div class=\"one-liner\">Production-ready dev stack from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">167<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Stripe Projects \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684CLI\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u7ec8\u7aef\u5185\u4e00\u952e\u5f0f\u914d\u7f6e\u6258\u7ba1\u3001\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001AI\u7b49\u5168\u5957\u751f\u4ea7\u7ea7\u670d\u52a1\uff0c\u89e3\u51b3\u4e86\u9879\u76ee\u521d\u59cb\u5316\u65f6\u5728\u591a\u5e73\u53f0\u95f4\u624b\u52a8\u914d\u7f6e\u3001\u7ba1\u7406\u51ed\u8bc1\u548c\u76d1\u63a7\u7528\u5ea6\u7684\u7e41\u7410\u4e0e\u788e\u7247\u5316\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfb9ebc8-845c-446a-8a7f-cc930c283046.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\/0d173cfa-e3cf-4c7a-8204-0908156ee2fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6e43dc4-9691-4414-b946-af6b81dec2a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16f814d2-7196-493c-9c67-45a45081c1ed.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\">Payments<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u670d\u52a1\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u670d\u52a1\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u811a\u624b\u67b6<\/span><br \/>\n <span class=\"tag\">Stripe\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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u591a\u4eea\u8868\u76d8\u5207\u6362\u3001\u670d\u52a1\u624b\u52a8\u914d\u7f6e\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8d4f\u51ed\u8bc1\u96c6\u4e2d\u7ba1\u7406\u4e0e\u73af\u5883\u53d8\u91cf\u4fbf\u643a\u6027\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u662f\u5426\u652f\u6301\u975eStripe\u751f\u6001\u670d\u52a1\u5546\uff1b\u5176\u4f5c\u4e3a\u201c\u667a\u80fd\u4f53\u5c31\u7eea\u201d\u63a7\u5236\u5e73\u9762\u7684\u6218\u7565\u4ef7\u503c\u4e0e\u62a4\u57ce\u6cb3\uff1b\u4ee5\u53ca\u51ed\u8bc1\u4f5c\u7528\u57df\u80fd\u5426\u9488\u5bf9\u7279\u5b9a\u667a\u80fd\u4f53\u8fdb\u884c\u7cbe\u7ec6\u5316\u914d\u7f6e\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 Stripe Projects \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u901a\u8fc7CLI\u7b80\u5316\u57fa\u7840\u8bbe\u65bd\u914d\u7f6e\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u201c\u4eba\u673a\u534f\u540c\u201d\u65f6\u4ee3\u7684\u5f00\u53d1\u63a7\u5236\u5e73\u9762\u3002\u5b83\u7784\u51c6\u7684\u5e76\u975e\u7b80\u5355\u7684\u201c\u4e00\u952e\u90e8\u7f72\u201d\uff0c\u800c\u662f\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u610f\u56fe\u6267\u884c\u201d\u5c42\u2014\u2014\u5c06\u4eba\u7c7b\u5f00\u53d1\u8005\u7684\u9ad8\u9636\u6307\u4ee4\u4e0eAI\u667a\u80fd\u4f53\u7684\u64cd\u4f5c\u52a8\u4f5c\uff0c\u7edf\u4e00\u5230\u4e00\u4e2a\u53ef\u5ba1\u8ba1\u3001\u51ed\u8bc1\u5b89\u5168\u3001\u4e14\u4e0e\u8ba1\u8d39\u6302\u94a9\u7684\u53ef\u9760\u754c\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u201c\u534f\u8c03\u201d\u3002\u5b83\u8bd5\u56fe\u6807\u51c6\u5316\u4e91\u670d\u52a1\u914d\u7f6e\u7684\u6df7\u4e71\u5de5\u4f5c\u6d41\uff0c\u5c06\u539f\u672c\u6563\u843d\u5728\u5404\u4e2a\u670d\u52a1\u5546\u4eea\u8868\u76d8\u3001\u672c\u5730\u73af\u5883\u6587\u4ef6\u4e0e\u56e2\u961f\u5171\u4eab\u6587\u6863\u4e2d\u7684\u788e\u7247\u5316\u72b6\u6001\uff08\u5982API\u5bc6\u94a5\u3001\u670d\u52a1\u72b6\u6001\u3001\u7528\u91cf\uff09\u8fdb\u884c\u96c6\u4e2d\u7eb3\u7ba1\u3002\u8fd9\u4f7f\u5f97\u201c\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801\u201d\u66f4\u8fdb\u4e00\u6b65\uff0c\u6210\u4e3a\u4e86\u201c\u57fa\u7840\u8bbe\u65bd\u5373\u53ef\u64cd\u4f5c\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u643a\u5e26\u7684\u914d\u7f6e\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u201d\u6b63\u662f\u5173\u952e\uff1a\u5f53AI\u7f16\u7801\u52a9\u624b\u80fd\u591f\u57fa\u4e8e\u6b64\u5e73\u53f0\u5b89\u5168\u3001\u5408\u89c4\u5730\u76f4\u63a5\u64cd\u4f5c\u771f\u5b9e\u670d\u52a1\u65f6\uff0c\u5f00\u53d1\u8303\u5f0f\u7684\u8f6c\u53d8\u624d\u771f\u6b63\u5f00\u59cb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u77ed\u671f\u770b\uff0c\u5176\u670d\u52a1\u5e7f\u5ea6\u53d7\u9650\u4e8eStripe\u7684\u96c6\u6210\u751f\u6001\uff0c\u80fd\u5426\u5438\u5f15\u4e3b\u6d41\u4e91\u5382\u5546\u5165\u9a7b\u5c06\u662f\u5173\u952e\u3002\u957f\u671f\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u5728\u7ade\u4e89\u5bf9\u624b\uff08\u5982\u5404\u5927\u4e91\u5382\u5546\u7684\u81ea\u5bb6\u5de5\u5177\u94fe\uff09\u53cd\u5e94\u8fc7\u6765\u4e4b\u524d\uff0c\u7387\u5148\u786e\u7acb\u201c\u667a\u80fd\u4f53\u53cb\u597d\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5de5\u4f5c\u6d41\u6807\u51c6\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u5de5\u5177\uff0c\u800c\u662f\u5728\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u5f00\u53d1\u4eba\u5458\uff08\u5305\u62ec\u4eba\u7c7b\u4e0eAI\uff09\u4e0e\u57fa\u7840\u8bbe\u65bd\u4ea4\u4e92\u7684\u534f\u8bae\u3002\u6210\u8d25\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201cStripe\u7684\u4fbf\u6377\u5165\u53e3\u201d\u6f14\u53d8\u4e3a\u201c\u65e0\u53ef\u56de\u907f\u7684\u884c\u4e1a\u4e2d\u95f4\u5c42\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Stripe Projects<\/span>\n <\/div>\n<div class=\"comment-content\">Set up hosting, databases, auth, AI, observability, analytics, and more from the CLI. Stripe Projects gives developers and coding agents a reliable way to provision real services, manage credentials, and keep track of usage across the stack.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Stripe Projects<\/strong> lets you provision and manage your entire app stack from the CLI \u2014 or hand it off to an agent. Hosting, databases, auth, AI, analytics, and more, set up in a few commands.<\/p>\n<p>No more jumping between dashboards, signing up for services one by one, or manually securing API keys.<\/p>\n<\/p>\n<p><strong>What you can do:<\/strong><\/p>\n<ul>\n<li>\n<p>Provision services across hosting, databases, auth, AI, analytics, and more<\/p>\n<\/li>\n<li>\n<p>Sync credentials directly back to your environment after provisioning<\/p>\n<\/li>\n<li>\n<p>Manage billing in one place: upgrade, downgrade, and monitor usage across your SaaS stack<\/p>\n<\/li>\n<li>\n<p>Keep environment variables portable across machines, teammates, and agents<\/p>\n<\/li>\n<li>\n<p>Audit and repeat infrastructure changes reliably<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having everything provisioned from the terminal is huge for us. We’ve been stitching together like 4 different dashboards just to spin up a new service with auth + db + monitoring.<\/p>\n<p>The credential management part is what sold me honestly. That’s always the sketchy part of any new project setup lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 solves a real pain point. Every new project starts with the same 30 minutes of provisioning \u2014 spinning up a database, configuring auth, wiring up environment variables across local and staging. Having that collapse into a few CLI commands with credentials synced automatically is huge. The portability angle is underrated too \u2014 being able to share a consistent stack config across teammates and CI\/CD means fewer “works on my machine” issues. Does it support custom service providers, or is it Stripe-ecosystem only for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stripe Projects is going after something harder, the coordination problem underneath it. That’s a less obvious bet and probably the right one.<\/p>\n<\/p>\n<p>What stands out is the shift from provisioning to intent execution. When infrastructure becomes something agents can reliably act on without breaking context, credentials, or billing, you stop being a dev tool and start being a control plane. Humans and agents operating on the same surface without fragmentation are a genuinely different category.<\/p>\n<\/p>\n<p>The positioning angle worth leaning into: convenience is easy to copy; owning the agent ready workflow is not. If that becomes the core story, the defensibility question answers itself.<\/p>\n<\/p>\n<p>Do you see the moat coming from depth of integrations or from establishing the workflow standard before anyone else does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “manage credentials across the stack” part is what catches my eye. Running agents that need to touch Stripe + DB + auth + observability means you end up with a mess of env vars and service accounts. Centralizing provisioning through the CLI makes sense for human devs but curious whether the credential scoping works for agents too – can you issue a project config scoped to just what one specific agent needs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the beesknees!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really need a claude integration – for Claude, not Claude Code.<\/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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/627BPOH5ZBLWMR\" class=\"app-title\">Voxtral TTS by Mistral AI<\/a><\/p>\n<div class=\"one-liner\">Multilingual TTS model with realistic and expressive speech<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voxtral TTS\u662fMistral AI\u63a8\u51fa\u7684\u9996\u4e2a\u591a\u8bed\u8a00\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u62df\u771f\u5ea6\u4e14\u60c5\u611f\u53ef\u63a7\u7684\u8bed\u97f3\uff0c\u89e3\u51b3\u4e86\u8bed\u97f3AI\u9886\u57df\u8bed\u97f3\u751f\u786c\u3001\u8d28\u91cf\u4f4e\u4e0b\u3001\u7f3a\u4e4f\u8868\u73b0\u529b\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u8981\u89c4\u6a21\u5316\u90e8\u7f72\u7684\u8bed\u97f3\u52a9\u624b\u548c\u4f01\u4e1a\u5de5\u4f5c\u6d41\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d9384c0-f31b-4e6d-ac91-317baef56b43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66265d9f-af85-4652-a183-bde57d42e884.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2c0bb15-9e84-44bc-9728-ddc4253b14dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4aa07a4e-44f9-496f-9034-9699a9807eb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7149161-c831-48cb-9913-738dc013f1f3.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\/8b258967-ae75-4699-b75d-2733c5eb257c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_N-ZGjGSVls\"><source src=\"https:\/\/youtu.be\/_N-ZGjGSVls\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00AI<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d41\u5f0f\u4f20\u8f93<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u53ef\u7f16\u7a0b\u8bed\u97f3\u201d\u7684\u98a0\u8986\u6027\u6f5c\u529b\uff0c\u89c6\u5176\u4e3aAI\u5de5\u4f5c\u6d41\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5b9e\u9645\u90e8\u7f72\u4e2d\u7684P95\u5ef6\u8fdf\u5177\u4f53\u6570\u636e\uff0c\u4ee5\u53ca\u8bed\u97f3\u514b\u9686\u5bf9\u975e\u82f1\u8bed\u53e3\u97f3\u7684\u652f\u6301\u80fd\u529b\u3002\u53e6\u6709\u5efa\u8bae\u63a2\u7d22\u6709\u58f0\u8bfb\u7269\u7b49\u5e94\u7528\u573a\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Voxtral TTS\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662fTTS\u8d5b\u9053\u53c8\u4e00\u4e2a\u201c\u66f4\u903c\u771f\u201d\u7684\u53c2\u8d5b\u8005\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\uff0c\u8bd5\u56fe\u5c06\u8bed\u97f3\u4ece\u4e00\u79cd\u9884\u5148\u6e32\u67d3\u7684\u201c\u5a92\u4f53\u8f93\u51fa\u201d\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u53ef\u5b9e\u65f6\u7f16\u7a0b\u3001\u6ce8\u5165\u60c5\u611f\u4e0e\u8eab\u4efd\u7684\u201c\u4ea4\u4e92\u5c42\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u8df3\u51fa\u4e86\u5728\u97f3\u8d28\u4e0a\u5185\u5377\u7684\u201c\u529f\u80fd\u7ade\u8d5b\u201d\uff0c\u76f4\u6307\u201cAI\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u66f4\u9ad8\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u53c2\u6570\u770b\uff0c4B\u53c2\u6570\u7684\u8f7b\u91cf\u5316\u8bbe\u8ba1\u3001\u7ea670ms\u7684\u4f4e\u5ef6\u8fdf\u30019\u79cd\u8bed\u8a00\u652f\u6301\u53ca\u5c0f\u6837\u672c\u8bed\u97f3\u514b\u9686\uff0c\u786e\u5b9e\u7cbe\u51c6\u5207\u5165\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528\u5bf9\u53ef\u6269\u5c55\u6027\u3001\u5b9e\u65f6\u6027\u548c\u5b9a\u5236\u5316\u7684\u521a\u9700\u3002\u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u60c5\u611f\u63a7\u5236\u201d\u4e0e\u201c\u8bf4\u8bdd\u4eba\u4e2a\u6027\u5efa\u6a21\u201d\uff0c\u624d\u662f\u66f4\u5177\u60f3\u8c61\u529b\u7684\u90e8\u5206\u3002\u8fd9\u610f\u5473\u5f00\u53d1\u8005\u53ef\u4ee5\u50cf\u8c03\u7528API\u53c2\u6570\u4e00\u6837\uff0c\u52a8\u6001\u8c03\u6574\u8bed\u97f3\u7684\u60c5\u7eea\u8272\u5f69\uff0c\u4ece\u800c\u4e3aAI\u667a\u80fd\u4f53\u8d4b\u4e88\u66f4\u7ec6\u817b\u3001\u66f4\u5951\u5408\u573a\u666f\u7684\u201c\u4eba\u8bbe\u201d\uff0c\u8fd9\u5bf9\u4e8e\u5ba2\u670d\u3001\u9500\u552e\u3001\u966a\u4f34\u7b49\u590d\u6742\u4ea4\u4e92\u573a\u666f\u662f\u8d28\u7684\u98de\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u6761\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\u4e86\u5173\u952e\uff1a\u201c\u8fd9\u662f\u57fa\u7840\u8bbe\u65bd\u5c42\u7684\u5361\u4f4d\u6218\u3002\u201d\u5982\u679cVoxtral\u80fd\u6210\u529f\u5efa\u7acb\u8d77\u201c\u9ed8\u8ba4\u8bed\u97f3\u5c42\u201d\u7684\u5fc3\u667a\u8ba4\u77e5\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u4e0d\u518d\u662f\u5355\u7eaf\u7684\u97f3\u8d28\u4f18\u52a3\uff0c\u800c\u662f\u5f00\u53d1\u751f\u6001\u548c\u96c6\u6210\u4fbf\u5229\u6027\u3002\u4f46\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u6781\u81f4\u7684\u4f4e\u5ef6\u8fdf\u4e0e\u590d\u6742\u7684\u60c5\u611f\u6e32\u67d3\u5728\u5de5\u7a0b\u4e0a\u5b58\u5728\u5929\u7136\u5f20\u529b\uff0c\u5b9e\u9645P95\u5ef6\u8fdf\u8868\u73b0\u6709\u5f85\u9a8c\u8bc1\uff1b\u5176\u6b21\uff0c\u8bed\u97f3\u514b\u9686\u5728\u975e\u6bcd\u8bed\u53e3\u97f3\u4e0a\u7684\u8868\u73b0\uff0c\u662f\u8861\u91cf\u5176\u771f\u6b63\u591a\u8bed\u8a00\u80fd\u529b\u7684\u5173\u952e\u8bd5\u91d1\u77f3\uff0c\u76ee\u524d\u5b58\u7591\uff1b\u6700\u540e\uff0c\u4ece\u201c\u4f18\u79c0\u6a21\u578b\u201d\u5230\u201c\u9ed8\u8ba4\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u4e2d\u95f4\u9694\u7740\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u652f\u6301\u3001\u6613\u7528\u7684\u5de5\u5177\u94fe\u548c\u6781\u5177\u7ade\u4e89\u529b\u7684\u5b9a\u4ef7\u7b56\u7565\uff0cMistral AI\u80fd\u5426\u6210\u529f\u5b8c\u6210\u8fd9\u6b21\u89d2\u8272\u8f6c\u6362\uff0c\u5c1a\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cVoxtral TTS\u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u6218\u7565\u6027\u7684\u4ea7\u54c1\u84dd\u56fe\u2014\u2014\u5b83\u5356\u7684\u4e0d\u4ec5\u662f\u58f0\u97f3\uff0c\u66f4\u662f\u4e3a\u4e0b\u4e00\u4ee3AI\u5e94\u7528\u6784\u5efa\u201c\u58f0\u5e26\u201d\u7684\u80fd\u529b\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u97f3\u8d28\u8bc4\u6d4b\u7684\u51e0\u5206\u4e4b\u5dee\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8ba9\u5f00\u53d1\u8005\u76f8\u4fe1\uff0c\u8fd9\u662f\u6784\u5efa\u6709\u201c\u7075\u9b42\u201d\u7684\u8bed\u97f3\u4ea4\u4e92\u65f6\uff0c\u6700\u81ea\u7136\u4e14\u5f3a\u5927\u7684\u9009\u62e9\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\">Voxtral TTS by Mistral AI<\/span>\n <\/div>\n<div class=\"comment-content\">Voxtral TTS is Mistral AI’s first text-to-speech model with state-of-the-art multilingual text-to-speech with realistic, emotionally expressive voices. Low latency, voice cloning, and support for 9 languages make it ideal for scalable voice agents and enterprise workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voxtral TTS by Mistral is a powerful text-to-speech model built for realistic, multilingual, and emotionally expressive voice generation.<\/p>\n<\/p>\n<p>It solves a big problem in voice AI \u2014 robotic, low-quality speech \u2014 by delivering natural-sounding voices with context awareness, emotion control, and speaker personality modeling.<\/p>\n<\/p>\n<p>What stands out is its low latency (~70ms), lightweight design (4B params), and strong multilingual + voice adaptation (even with just a few seconds of reference audio), making it both scalable and enterprise-ready.<\/p>\n<\/p>\n<p><strong>Key features include<\/strong>:<\/p>\n<ul>\n<li>\n<p>9 language support with dialects<\/p>\n<\/li>\n<li>\n<p>Emotion + tone control<\/p>\n<\/li>\n<li>\n<p>Voice cloning & customization<\/p>\n<\/li>\n<li>\n<p>Real-time streaming performance<\/p>\n<\/li>\n<li>\n<p>Easy API + integration into voice workflows<\/p>\n<\/li>\n<\/ul>\n<p>Great for voice agents, customer support, real-time translation, sales, and enterprise automation where natural speech truly matters.<\/p>\n<\/p>\n<p><strong>Get started<\/strong>:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/console.mistral.ai\/build\/audio\/text-to-speech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mistral Studio<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/chat.mistral.ai\/chat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Le Chat<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/huggingface.co\/mistralai\/Voxtral-4B-TTS-2603\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hugging Face<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/docs.mistral.ai\/capabilities\/audio\/text_to_speech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Model’s Documentation<\/a><\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re building in voice AI, this is definitely worth trying.<\/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 )Hi \ud83d\udc4b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most voice models are competing on realism, which is a worthwhile race but not the most interesting one. Voxtral feels like it’s playing a different game entirely.<\/p>\n<\/p>\n<p>Emotion, tone, and identity that are controllable in real time aren’t just better TTS. It’s programmable voice, something developers can shape as easily as text. That shifts the category from media tool to infrastructure layer, and infrastructure is where things get defensible fast.<\/p>\n<\/p>\n<p>The framing worth leaning into: not high quality speech, but the default voice layer inside AI workflows. One is a feature comparison; the other is a category claim. And the category claim is the one that attracts the builders who will compound your distribution for you.<\/p>\n<\/p>\n<p>The wedge probably isn’t media or accessibility either. It’s every AI agent that currently has no voice worth giving one.<\/p>\n<\/p>\n<p>The real question is whether this stays a model or becomes the layer every AI voice routes through by default.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>low latency TTS for voice agents is genuinely hard to get right. the failure mode I\u2019ve seen is when the TTS step adds enough delay that it breaks the conversational feel – any ballpark on p95 latency for a 100-word response? also curious how voice cloning handles accented speech in non-English languages, that\u2019s usually where it falls apart<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The multilingual support is impressive \u2014 9 languages out of the gate is no small feat.<\/p>\n<\/p>\n<p>Curious if Voxtral could eventually power audiobook-style narration for AI-generated stories. Building zz-novel on the reading side, and TTS feels like a natural next layer for the experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PJFD3R55EDQXRH\" class=\"app-title\">Audos Publishing House<\/a><\/p>\n<div class=\"one-liner\">Build an AI business, get up to $100K. No equity taken<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">155<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Audos Publishing House\u4e3a\u666e\u901a\u521b\u4e1a\u8005\u63d0\u4f9b\u4ece\u5de5\u5177\u3001\u6307\u5bfc\u5230\u6700\u9ad810\u4e07\u7f8e\u5143\u8d44\u91d1\u7684\u7aef\u5230\u7aef\u652f\u6301\uff0c\u4ee5\u96f6\u80a1\u6743\u3001\u6536\u5165\u5206\u6210\u6a21\u5f0f\uff0c\u89e3\u51b3\u5176\u6784\u5efa\u548c\u8fd0\u8425AI\u539f\u751f\u4f01\u4e1a\u65f6\u8d44\u6e90\u532e\u4e4f\u3001\u878d\u8d44\u95e8\u69db\u9ad8\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8412d5e-922d-4936-9cd7-6122c9f04f16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a14c467d-4118-4ef3-9cf4-28b523793f3b.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\">Fintech<\/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\u521b\u4e1a\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u80a1\u6743\u878d\u8d44<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u5206\u6210\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u8005\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5bfc\u5e08\u6307\u5bfc<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u6295\u8d44\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u5c0f\u5fae\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u6295\u8d44<\/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\u6a21\u5f0f\u521b\u65b0\u548c\u56e2\u961f\u80cc\u666f\uff0c\u4f46\u8d28\u7591\u201c0%\u80a1\u6743\u201d\u5ba3\u4f20\u5b58\u5728\u8bef\u5bfc\uff08\u5b9e\u4e3a\u6536\u5165\u5206\u6210\uff09\uff0c\u5e76\u62c5\u5fe7\u957f\u671f\u6210\u672c\u3002\u6280\u672f\u95ee\u9898\u7a81\u51fa\uff1a\u53d1\u5e03\u94fe\u63a5\u548c\u4e3b\u7ad9\u591a\u6b21\u51fa\u73b0404\u9519\u8bef\uff0c\u5f71\u54cd\u4fe1\u4efb\u3002\u90e8\u5206\u7528\u6237\u5bfb\u6c42\u5546\u4e1a\u6a21\u5f0f\u7ec6\u8282\u548c\u6210\u529f\u6848\u4f8b\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 Audos\u7684\u672c\u8d28\uff0c\u5e76\u975e\u5355\u7eaf\u7684\u8d44\u91d1\u63d0\u4f9b\u65b9\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5c06\u521b\u4e1a\u201c\u4ea7\u54c1\u5316\u201d\u548c\u201c\u89c4\u6a21\u5316\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\u3002\u5176\u5ba3\u79f0\u7684\u201c\u51fa\u7248\u6a21\u5f0f\u201d\u662f\u7cbe\u51c6\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u65e8\u5728\u901a\u8fc7\u6807\u51c6\u5316\u7684\u5de5\u5177\u3001\u6570\u636e\u548c\u8fd0\u8425\u652f\u6301\uff0c\u6279\u91cf\u201c\u53d1\u884c\u201dAI\u5fae\u578b\u4f01\u4e1a\uff0c\u5c06\u521b\u59cb\u4eba\u4ece\u590d\u6742\u7684\u7cfb\u7edf\u642d\u5efa\u4e2d\u89e3\u653e\uff0c\u4e13\u6ce8\u4e8e\u521b\u610f\u4e0e\u6267\u884c\u3002\u8fd9\u76f4\u6307\u4f20\u7edfVC\u6a21\u5f0f\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u5bf9\u201c\u72ec\u89d2\u517d\u201d\u7684\u8d4c\u535a\u6027\u6295\u8d44\u5ffd\u89c6\u4e86\u7edd\u5927\u591a\u6570\u80fd\u521b\u9020\u5065\u5eb7\u5229\u6da6\u7684\u4e2d\u5c0f\u4f01\u4e1a\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9690\u542b\u53cc\u91cd\u6311\u6218\u3002\u5bf9\u521b\u4e1a\u8005\u800c\u8a00\uff0c\u201c\u96f6\u80a1\u6743\u201d\u662f\u8bf1\u4eba\u7684\u8868\u8c61\uff0c\u4f46\u672a\u62ab\u9732\u4e0a\u9650\u7684\u8425\u6536\u5206\u6210\u53ef\u80fd\u6210\u4e3a\u957f\u671f\u589e\u957f\u7684\u6c89\u91cd\u67b7\u9501\uff0c\u5c24\u5176\u5728\u4e1a\u52a1\u89c4\u6a21\u5316\u540e\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u9ad8\u6210\u672c\u7684\u201c\u7279\u8bb8\u7ecf\u8425\u8d39\u201d\uff0c\u5176\u516c\u5e73\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5408\u7ea6\u6761\u6b3e\u7684\u900f\u660e\u5ea6\u3002\u5bf9Audos\u81ea\u8eab\u800c\u8a00\uff0c\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u51fa\u771f\u6b63\u9ad8\u6548\u3001\u53ef\u590d\u5236\u7684\u521b\u4e1a\u57fa\u7840\u8bbe\u65bd\u3002\u5982\u679c\u5176\u5de5\u5177\u548c\u6307\u5bfc\u6d41\u4e8e\u8868\u9762\uff0c\u90a3\u4e48\u5b83\u4e0d\u8fc7\u662f\u4e00\u4e2a\u62ab\u7740\u79d1\u6280\u5916\u8863\u7684\u3001\u5229\u7387\u4e0d\u660e\u7684\u8d37\u6b3e\u673a\u6784\u3002\u9996\u6279\u6848\u4f8b\u7684\u591a\u6837\u6027\u5c55\u793a\u4e86\u6f5c\u529b\uff0c\u4f46\u4e5f\u9884\u793a\u7740\u670d\u52a1\u6807\u51c6\u5316\u7684\u5de8\u5927\u96be\u5ea6\u2014\u2014\u8f85\u5bfc\u9ad8\u5c14\u592bAI\u4e0e\u6784\u5efa\u533b\u7597\u534f\u8c03\u5e73\u53f0\u6240\u9700\u7684\u77e5\u8bc6\u4f53\u7cfb\u5929\u5dee\u5730\u522b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u66b4\u9732\u7684\u6280\u672f\u6545\u969c\uff08404\u95ee\u9898\uff09\u867d\u662f\u63d2\u66f2\uff0c\u5374\u5c16\u9510\u5730\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u627f\u8bfa\u4e0e\u521d\u671f\u6267\u884c\u7c97\u7cd9\u4e4b\u95f4\u7684\u843d\u5dee\u3002\u82e5\u60f3\u771f\u6b63\u98a0\u8986\u201c99%\u521b\u59cb\u4eba\u201d\u7684\u521b\u4e1a\u8def\u5f84\uff0cAudos\u5fc5\u987b\u8bc1\u660e\u5176\u201c\u7cfb\u7edf\u201d\u4e0d\u4ec5\u662f\u4e00\u4e2a\u878d\u8d44\u5671\u5934\uff0c\u800c\u662f\u4e00\u5957\u80fd\u6301\u7eed\u4ea7\u751f\u8fb9\u9645\u6548\u76ca\u3001\u4e14\u6761\u6b3e\u771f\u6b63\u5bf9\u521b\u4e1a\u8005\u53cb\u597d\u7684\u5de5\u4e1a\u7ea7\u5f15\u64ce\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u5728\u4e00\u4e2a\u5185\u5377\u7684\u751f\u6001\u4e2d\uff0c\u91cd\u65b0\u5305\u88c5\u4e86\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u8d44\u672c\u5957\u5229\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\">Audos Publishing House<\/span>\n <\/div>\n<div class=\"comment-content\">Audos Publishing House helps everyday entrepreneurs build million-dollar AI-native businesses with tools, mentorship, and up to $100K in funding – for 0% equity. From the team behind BarkBox and Ro. Now supercharged by the acquisition of No Cap, the world’s first AI investor.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH fam \ud83d\udc4b<\/p>\n<p>The few last launches we did here were all about No Cap – the world’s first AI investor. We launched her here, she went viral, Marc Andreessen shared it, Forbes wrote about it. Good times.<\/p>\n<p>Today we’re back with something bigger.<\/p>\n<p>No Cap just got acquired by Audos – from the team behind Prehype, BarkBox (NYSE: BARK), and Ro ($7B). And we’re relaunching this account as the Audos Publishing House.<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/posts\/ednevsky_huge-news-no-cap-just-got-acquired-by-audoscom-activity-7442922068775559168-lQB-\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/posts\/ednevsky_huge-news-no-cap-just-got-acquired-by-audoscom-activity-7442922068775559168-lQB-<\/a><\/p>\n<p>Here’s why.<\/p>\n<p>After evaluating 9,000+ startups with No Cap, we arrived at an uncomfortable conclusion: the VC model is broken for 99% of founders. Most people don’t need pitch decks and board seats. They need tools to build, support to grow, and capital when they’re ready.<\/p>\n<p>That’s what the Publishing House does:<\/p>\n<p>\ud83d\udee0\ufe0f End-to-end AI business building – ideation, brand, product, ads, backend<br \/>\ud83d\udcb0 Up to $100K in funding – zero equity, revenue share that aligns incentives<br \/>\ud83e\uddd1\u200d\ud83c\udfeb Real mentorship from founders who’ve built $9B+ in companies<br \/>\ud83d\udcca No Cap’s data and community of 9,000+ founders baked in<\/p>\n<p>The proof? Our first funded cohort (<a href=\"https:\/\/audos.com\/publishing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/audos.com\/publishing<\/a>) is already live:<\/p>\n<p>– SwingCaddy.ai – AI golf coach, $100K+ revenue in under 2 months<br \/>– Realer Estate – two Brooklyn high schoolers helping 100K New Yorkers\/month find housing (featured in NYT + CBS)<br \/>– Solace – AI grief coach featured in The Economist<br \/>– Cartee – AI care concierge for kids with complex medical needs<br \/>– Beacon – addiction support coach built by a Cornell psychiatrist<br \/>– BoatIllustrator – custom boat merch, $1K sales in week one<\/p>\n<p>Each got up to $100K. Zero equity taken.<\/p>\n<p>These aren’t Silicon Valley insiders. They’re a recently divorced dad, a grieving daughter, a London father navigating the NHS, a kid who loved his uncle’s boat, a Cornell psychiatrist who can’t help everyone, two Brooklyn high schoolers, and an AI skeptic without a college degree.<\/p>\n<p>That’s who we built this for.<\/p>\n<p>PH-exclusive offer: repost or comment your business one-liner below and we’ll fast-track you for a speed-review for an up to $100K equity-free investment.<\/p>\n<p>Let’s go \ud83d\udeab\ud83e\udde2<\/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\/@ednevsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ednevsky<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ednevsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ednevsky<\/a> What a wonderful idea. Looking forward to learning more. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see you guys launch on PH!<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.adweek.com\/media\/6am-city-ai-newsletter-good-daily\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Audos was the first investor in my company Good Daily (AI news) that was acquired after a year.<\/strong><\/a><\/p>\n<\/p>\n<p>Loved working with them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juhaszhenderson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juhaszhenderson<\/a> Wow; awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Product Hunt link seems to land on a Not Found page, looks like a referral link issue. The main site works, but that first click isn\u2019t a great first impression, especially for something built around trust and funding.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d13796eb-ddc4-4f2d-9e76-a8a704d2e1d6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The $100k with 0% equity is interesting, but how the model works behind the scenes..?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a> We’ve had challenges with a lot of demand! Try again pls!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you give some examples of apps that have started generating revenue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cihadp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cihadp<\/a> Sure – check them out at audos.com\/publishing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Upvoated. But still, you write, “investing” 100k, but 0% share. How is it an investment? Sounds more like a grant?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> We’re investing for a % of net revenue. Check out the site!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Audos launch! \ud83d\ude80 Just a heads up ,your main landing page (<a href=\"http:\/\/audos.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">audos.com<\/a>) is hitting a hard <strong>‘Not Found’ (404)<\/strong> on mobile right now.<\/p>\n<\/p>\n<p>As you’re trending in the Top 5, this is likely bouncing a huge chunk of your launch traffic. I’ve got the device logs if you want to see exactly where the redirect is failing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> You might have caught a republishing moment; try again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey,<\/p>\n<p>Congrats on the launch, I loved what you built with No Cap. And Like the publishing house vision.<\/p>\n<p><strong>One liner: <\/strong><a href=\"https:\/\/Prodshort.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Prodshort.com<\/strong><\/a><strong> turns your founder journey into content worth sharing, so you focus on building.<\/strong><\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/prodshort?launch=prodshort\" target=\"_blank\" rel=\"noopener\">We are launching soon on Producthunt<\/a><\/p>\n<p>I built my last company, went through Station F and YC. I had so much worth sharing but was too focused on building. My biggest regret was not documenting the story. So I built Prodshort to make sure that never happens again, starting with meetings and shorts.<\/p>\n<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> <\/p>\n<p>Nice one! Pls email No Cap at <a href=\"mailto:nocap@nocap.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nocap@nocap.so<\/a> with some info on where you’re at right now (no need for much), and we’ll do a speed review of your app!<\/p>\n<p>If there will be any questions, she’ll ask \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>hey guys. looks nice & feels directionally right, but \u201c0% equity\u201d claim is a bit misleading…<\/p>\n<p>you still take a cut, just from revenue. for some founders that can cost more long term<\/p>\n<p>this is a different financing model, not free capital. <strong>do you cap the revenue share?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dima_sable\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dima_sable<\/a> What’s misleading about that? It’s literally the meaning of “0% equity”.<\/p>\n<p>Capping is individual, case-by-case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Repost or comment your business one-liner below and we’ll fast-track you for a speed-review for an up to $100K equity-free investment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’m Henrik, co-founder of Audos. We spent 15 years at Prehype building BarkBox, Ro, and 16 other companies (~billions in value). The lesson? The future isn’t about more unicorns. It’s about millions of founders building businesses that make them a great living.<\/p>\n<\/p>\n<p>Today we’re launching the Audos Publishing House – and announcing the acquisition of No Cap, the world’s first AI investor that many of you upvoted right here on Product Hunt.<\/p>\n<p>No Cap evaluated 9,000+ startups and realized the VC model is broken for 99% of founders. We’d seen the same thing from the inside for 15 years. Joining forces was obvious.<\/p>\n<\/p>\n<p>The Publishing House gives solopreneurs everything they need: AI tools, business support, mentorship, and up to $100K in funding with zero equity.<\/p>\n<p>Our first cohort is already making real money. Check them out – they’re all launching on PH today too.<\/p>\n<\/p>\n<p>If you know someone sitting on a business idea – tag them. We built this for them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@werdelin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@werdelin<\/a> Henrik’s experience is just nuts. He was here at PH when it was possible to hunt podcast episodes lol <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@werdelin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@werdelin<\/a> Congratulations on the successful journey you’ve had! The change in the VC is inevitable and promising. Looking forward to staying connected. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most venture models are still betting on outliers and hoping the math works out. Audos is doing something structurally different, and the difference is worth naming clearly.<\/p>\n<\/p>\n<p>The $100K matters less than what surrounds it. Systems, data, and distribution baked in from day one turn funding a startup into something closer to operationalizing the founder entirely. That’s not a capital play; that’s a category play.<\/p>\n<\/p>\n<p>The framing that stands out most: this looks less like a fund and more like a modern publishing model for companies. Capital is the entry point, but the infrastructure underneath is where the real leverage compounds. <\/p>\n<\/p>\n<p>Founders aren’t just getting money; they’re getting a repeatable surface to build on.<\/p>\n<\/p>\n<p>That’s also where the defensibility story gets interesting. If every new AI founder has to build on top of what Audos creates, the moat isn’t capital; it’s the infrastructure itself.<\/p>\n<\/p>\n<p>Curious whether you see that as the long term direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XYHBTOHTFHM7OO\" class=\"app-title\">PickleMatch<\/a><\/p>\n<div class=\"one-liner\">the dating app where your first date is pickleball<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5339\u514b\u7403\u8fd0\u52a8\u5339\u914d\u5355\u8eab\u4eba\u58eb\u7684\u7ea6\u4f1a\u5e94\u7528\uff0c\u5c06\u9996\u6b21\u7ea6\u4f1a\u76f4\u63a5\u5b89\u6392\u5728\u7403\u573a\u4e0a\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7ea6\u4f1a\u8f6f\u4ef6\u5339\u914d\u540e\u65e0\u8bdd\u53ef\u804a\u3001\u9996\u6b21\u7ea6\u4f1a\u5c34\u5c2c\u4e14\u50cf\u9762\u8bd5\u7684\u7528\u6237\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9c9f96a-7e97-442d-b5d9-c34754f7ec31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fd998cf-fbf6-4d27-bda1-ccf15ddc6c84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e53433-0689-455d-bee3-86281a7a4004.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\/9f21e70b-f6bd-4798-aec4-e7a39414ec6b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0eN3ZTYQwqE\"><source src=\"https:\/\/youtu.be\/0eN3ZTYQwqE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Dating<\/span><br \/>\n <span class=\"tag\">Sports<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ea6\u4f1a\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u4ea4\u53cb<\/span><br \/>\n <span class=\"tag\">\u5339\u514b\u7403<\/span><br \/>\n <span class=\"tag\">\u7ebf\u4e0b\u6d3b\u52a8<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e00\u7ea6\u4f1a\u7b56\u5212<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u521d\u521b<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u6d3b\u52a8\u5f0f\u7ea6\u4f1a\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u7f13\u89e3\u538b\u529b\u3001\u5efa\u7acb\u5171\u540c\u5174\u8da3\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301\u975e\u5355\u8eab\u7528\u6237\u5bfb\u627e\u7403\u53cb\u3001\u5339\u914d\u903b\u8f91\u7ec6\u8282\u3001\u6280\u80fd\u6c34\u5e73\u517c\u5bb9\u6027\u3001\u56fd\u9645\u6269\u5f20\u3001\u4ee5\u53ca\u5e94\u7528\u63cf\u8ff0\u4e2d\u7528\u6237\u6570\u636e\uff08\u5982\u7b49\u5f85\u5217\u8868\u4e0e\u4e0b\u8f7d\u91cf\uff09\u4e0d\u4e00\u81f4\u5f15\u53d1\u7684\u56f0\u60d1\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 PickleMatch \u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5de7\u5999\u5730\u5c06\u201c\u89e3\u51b3\u5b64\u72ec\u201d\u8fd9\u4e2a\u5b8f\u5927\u547d\u9898\uff0c\u964d\u7ef4\u6210\u4e86\u4e00\u4e2a\u201c\u89e3\u51b3\u65e0\u804a\u201d\u7684\u5177\u4f53\u65b9\u6848\u3002\u5b83\u6ca1\u6709\u5728\u7b97\u6cd5\u5339\u914d\u7684\u7cbe\u5ea6\u4e0a\u5185\u5377\uff0c\u800c\u662f\u76f4\u63a5\u91cd\u6784\u4e86\u7ea6\u4f1a\u7684\u884c\u4e3a\u811a\u672c\uff1a\u4ece\u201c\u5339\u914d-\u5c2c\u804a-\u7ea6\u5496\u5561\u201d\u53d8\u4e3a\u201c\u5339\u914d-\u7ea6\u6253\u7403\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u573a\u666f\u8f6c\u6362\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7528\u660e\u786e\u7684\u534f\u4f5c\u6027\u6d3b\u52a8\uff08\u5339\u514b\u7403\uff09\uff0c\u66ff\u4ee3\u4e86\u5f00\u653e\u5f0f\u7684\u793e\u4ea4\u8bd5\u63a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u5b83\u7cbe\u51c6\u6355\u83b7\u4e86\u4e00\u4e2a\u201c\u4ea4\u53c9\u9700\u6c42\u201d\u7fa4\u4f53\uff1a\u65e2\u5bf9\u4f20\u7edf\u7ea6\u4f1a\u5026\u6020\uff0c\u53c8\u8eab\u5904\u5339\u514b\u7403\u8fd9\u9879\u793e\u4ea4\u5c5e\u6027\u6781\u5f3a\u7684\u8fd0\u52a8\u70ed\u6f6e\u4e2d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u8df3\u8fc7\u95f2\u804a\u201d\u3001\u201c\u89c2\u5bdf\u771f\u5b9e\u6027\u683c\u201d\u3001\u201c\u5171\u540c\u7231\u597d\u201d\u7b49\u9ad8\u9891\u8bcd\uff0c\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u66b4\u9732\u4e86\u5176\u6f5c\u5728\u98ce\u9669\uff1a\u589e\u957f\u4e25\u91cd\u4f9d\u8d56\u5355\u4e00\u5c0f\u4f17\u8fd0\u52a8\u7684\u6d41\u884c\u5468\u671f\u3002\u4ece\u56e2\u961f\u56de\u590d\u4e2d\u900f\u9732\u7684\u201cMahjongMatch\u201d\u613f\u666f\u6765\u770b\uff0c\u4ed6\u4eec\u5df2\u610f\u8bc6\u5230\u9700\u5c06\u201c\u6d3b\u52a8\u5a92\u4ecb\u201d\u8303\u5f0f\u6269\u5c55\u81f3\u5176\u4ed6\u5174\u8da3\u9886\u57df\uff0c\u4ee5\u7a81\u7834\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6570\u636e\uff08700+\u6d3b\u8dc3\u7528\u6237 vs 1500+\u7b49\u5f85\u5217\u8868\uff09\u7684\u5fae\u5999\u5dee\u8ddd\uff0c\u4ee5\u53ca\u975e\u5355\u8eab\u7528\u6237\u5bfb\u627e\u7403\u53cb\u7684\u5f3a\u70c8\u9700\u6c42\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u5728\u5b9a\u4f4d\u4e0a\u7684\u4e00\u4e2a\u5173\u952e\u6289\u62e9\uff1a\u662f\u575a\u5b88\u201c\u7ea6\u4f1a\u201d\u7684\u5782\u76f4\u7eaf\u5ea6\uff0c\u8fd8\u662f\u987a\u52bf\u6269\u5c55\u4e3a\u4ee5\u5174\u8da3\u4e3a\u4e2d\u5fc3\u7684\u201c\u6cdb\u793e\u4ea4\u8fde\u63a5\u5e73\u53f0\u201d\uff1f\u540e\u8005\u5e02\u573a\u66f4\u5e7f\uff0c\u4f46\u4f1a\u7a00\u91ca\u5176\u6700\u521d\u7684\u7280\u5229\u5b9a\u4f4d\u3002\u4ea7\u54c1\u4e0b\u4e00\u6b65\u7684\u8d70\u5411\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u5e73\u8861\u8fd9\u4efd\u65e9\u671f\u6765\u81ea\u5229\u57fa\u5e02\u573a\u7684\u6210\u529f\uff0c\u4e0e\u66f4\u5e7f\u9614\u4f46\u66f4\u5608\u6742\u7684\u793e\u4ea4\u9700\u6c42\u4e4b\u95f4\u7684\u5f20\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PickleMatch<\/span>\n <\/div>\n<div class=\"comment-content\">PickleMatch connects singles for pickleball dates. The app that helps you: \u2022 find people near you who also play \u2022 match based on skill level and where you play \u2022 turn that match into an actual game The first date is already planned, and it’s pickleball. Time, place, and even doubles partners can be coordinated in the app. We launched in October on iOS and Android. Today we have 700+ active profiles, 1,500 people on the waitlist. People are already meeting every week.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After getting out of a nearly decade-long relationship, I got on the apps and burned out fast. It was admin, forced small talk, and first dates that felt like interviews. <\/p>\n<p>Then I found a simple workaround.<\/p>\n<p>I had recently gotten into pickleball, so started only swiping on people who played. It gave me an easy opener. “Want to play sometime?”<\/p>\n<p>It worked. I skipped the small talk and started going on actually enjoyable dates.<\/p>\n<p>Most dating apps solve for the match, then dump you in a chat with a complete stranger. PickleMatch solves for meeting IRL. Your first date is sorted, and it’s pickleball. It’s social, fun, and affordable. You do not have to carry the conversation the whole time. The activity does that for you. <\/p>\n<p>Since launching in October, the app has taken off. We have 700+ active users organising pickleball dates every weekend and have been featured on Yahoo News, Nightline, and we were even roasted on Jimmy Kimmel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anneliese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anneliese<\/a> Congrats on the launch!! Quick question – will single friends of mine be able to match with players in other states if they’re open to exploring beyond their local region?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing concept! Other dating apps really need to catch up.<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> ahh you’re too kind!! We’re pretty excited about the early success stories \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 think if more apps (dating ones) were including common sports activities, it would be pretty cool because:<\/p>\n<ol>\n<li>\n<p>at least one hobby you have in common<\/p>\n<\/li>\n<li>\n<p>you are doing something good for your body\/health<\/p>\n<\/li>\n<li>\n<p>you can see the reaction of the other side when loses the match, so you can see the behaviour in his\/her pure nature (I know some people who take defeat tragically. :D)<\/p>\n<\/li>\n<\/ol>\n<p>Also, love how you found parallel between sport and copywriting “Match” <\/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> Yess!! I totally agree, especially with point number 3. There’s a lot of research about what builds trust, and one of the biggest factors is repeated interaction over time. That’s why hobbies make great foundations for new relationships \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>Fascinating approach. I’m not single, but if I was I would much rather consider partners I <em>already <\/em>have something in common with. And as a Pickleball junkie, we might agree that it can become a little more than a “something.”<\/p>\n<p>Also, what a great first date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@caseycapshaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caseycapshaw<\/a> 100% and, we also have a feature where you can do on a “double date” with someone you’re paired with for those that already have significant others! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool! and great to see AdRoll alumni building awesome things..!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@plc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plc<\/a> yesss! the sun never sets on the AdRoll empire \ud83d\ude09 ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thanks so much Dmitry – love this PH community. everyone is so supportive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great fun! I am unfortunately very happily married, so I’d love to see a non-dating focus in the future too \ud83d\ude42 Maybe a couples pickleball to meet friends and get fit too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_bull1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_bull1<\/a> 100% We actually do have a “doubles” feature where you and the person you match with can list yourselves together to match with other teams to play doubles with!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<\/p>\n<p>A few questions:<br \/>– Can non-single but ready to pickleball mingle players join?<br \/>– Is it all-levels friendly or more geared to competitive players?<br \/>– Is it live in Denver and\/or NYC?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nseldeib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nseldeib<\/a> thanks so much Nadia, I have so much love for the PH community<\/p>\n<ul>\n<li>\n<p>It’s definitely open to any\/all interests and orientations. there are folks on there that are married and just looking for new doubles partners or tournament partners. You can indicate your relationship status and interests on your profile.<\/p>\n<\/li>\n<li>\n<p>All-levels friendly. 15% of the people who come to our events have never played before! <\/p>\n<\/li>\n<li>\n<p>Our original launch markets are CO and LA, but we’ve now expanded to soft-launch nationwide! <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Such an awesome product! Y’all are nailing the pickleball scene, Would love to see this expand into more of a general “hobby match” app to help people make more connections through activities! Like SweatPals but better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ravi_bhankharia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_bhankharia<\/a> YESS!!! 100% that is also my long-term vision…. gotta say MahjongMatch has a kinda ring to it \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is hilarious and honestly kind of genius. Taking the pressure off first dates by making it an activity is so smart. 700 active profiles already is solid. The landing page could use a bit more about how the matching actually works, the app sounds great but the site doesn’t really sell it yet. Do you match based on skill level or is it more of a vibes thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> Thank you Daniel!! And great feedback on improving clarity on the website. <\/p>\n<\/p>\n<p>Matches are based on a number of filters (location, age, skill and interests). From there users see a feed of all the nearby players who fit their preferences.<\/p>\n<\/p>\n<p>Unlike other dating apps, we don’t gate-keep matches. You can see everyone who wants to match with you and everyone who matches your preferences <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Two qs:<br \/>1) Can it be used for regular pickleball matches too? Not sure if it’ll be a common ask, but I imagine people who just want to play might download the app. People who are already married, like me \ud83d\ude42<br \/>2)I like the intentional geo rollout. BUT, i have a challenge… Launch internationally! You might get surprised with traction in places you never imagined?!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pedro_branco3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pedro_branco3<\/a> thanks so much Pedro! <\/p>\n<ul>\n<li>\n<p>It’s definitely open to people looking to just play pickleball and seeking new doubles or tournament partners. You can indicate your relationship status and interests on your profile \ud83d\ude42 <\/p>\n<\/li>\n<li>\n<p>I’m down!! How’s the pickleball scene in Brazil?? <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting approach to what is a challenging market, in more ways than one!<br \/>\nBig fan of combining dating with physical activity, but then again my partner and I are both very active so I may be biased!<\/div>\n<div class=\"comment-actions\">\n<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\/@dr_simon_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_simon_wallace<\/a> I quite agree, but as I’m criminally addicted to pickleball, I too am biased lol. That being said, there’s strong research about how one of the key ingredients to building trust is repeat interactions over time and hobbies\/activities are a great organic way to build that. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@anneliese\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anneliese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anneliese<\/a>, congratulations on the PickleMatch launch! <\/p>\n<p>The idea is smart. You plan the first date around pickleball. This takes away the pressure of what should we do? <\/p>\n<p>I read your app description. One line is punchy: <strong>Skip the endless chatting, meet IRL on the court.<\/strong><\/p>\n<p>Many people are tired of texting for weeks and never meeting. One small thing I noticed. Your description says <strong>700+ active profiles<\/strong> & <strong>1,500 people on the waitlist.<\/strong> These are good numbers. <\/p>\n<p>But it also says \u201c100+ downloads\u201d on the Play Store. There is a big difference between these numbers. A new user might feel confused. They may think: \u201cIf so many people are on the waitlist, why are downloads so low?\u201d<\/p>\n<p>I attached two screenshots to show what I mean.<\/p>\n<p>I am curious…. how are you thinking about this? Is the waitlist mostly from iOS users? Or is something else happening?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45a5e96e-f031-43fa-ba5d-cbfb38b272fc.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4284e4e6-1bcf-49f5-8771-efa7cdd15849.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> ahh great question – we have 800+ users, but not everyone on the waitlist has downloaded because we aren’t live outside of the US yet and have slowly been launching new cities in the US. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Correct me if I am wrong but the matching logic will be similar to other dating apps and instead of meeting at cafe we meet at Pickle ball? is this correct or we have a completely new logic for matching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> There are slight differences in the matching logic because there are considerations like skill level, preferred courts, and interests that make a difference in the success of a match. <\/p>\n<\/p>\n<p>But, overall, we are most interested in matching people that both have intention to meet up to play pickleball, so we try to match users who are active \/ responsive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gj Anneliese! Have a nice 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\/@matvey_veretennikov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matvey_veretennikov<\/a> thank you Matvey <3 !! Let me know if you have any 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>Great idea Anneliese! Couple questions:<br \/>– I’m a tennis player OG who likes pickle (and other racket sports). Is it pickle specific or might you open it up to other racket sports (like Padel that is exploding right now)?<br \/>– Are you working in deals with Pickle establishments to get deals on courts, etc from within the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Some dating apps are optimized for conversation volume, which sounds good until you realize it’s the opposite of what people actually want. More matches, more chat, less meeting. The incentive structure quietly works against the user.<\/p>\n<\/p>\n<p>What’s interesting about Picklr is the inversion. Collapsing the gap between match and meeting isn’t just a UX choice; it’s a different philosophy about what the product is actually for. Chemistry discovered in motion beats chemistry performed in chat bubbles, and that insight is doing a lot of work underneath the surface.<\/p>\n<\/p>\n<p>The longer play here might not even be pickleball. It’s owning the activity of first dating as a category before anyone else names it. The sport is the wedge. The real product is a coordination system where real world interaction is the default, not the reward.<\/p>\n<\/p>\n<p>That framing is a much bigger story than a niche dating app for pickleball players.<\/p>\n<\/p>\n<p>How you’re thinking about expanding beyond a single sport without losing the simplicity that makes this click.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anneliese\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anneliese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anneliese<\/a> the world is so fed up with old-school dating apps, and it feels so good to see people notice and act on it. Thank you for taking a real step to re-ground our world in the sort of activities that form real relationships. \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<\/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\/NHYZG542W5KE2U\" class=\"app-title\">Universal CLI by Composio<\/a><\/p>\n<div class=\"one-liner\">Connect AI agents to 1000+ apps directly from your terminal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u7edf\u4e00\u547d\u4ee4\u884c\u63a5\u53e3\u7684\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u7ec8\u7aef\u76f4\u63a5\u8fde\u63a5\u8d85\u8fc71000\u4e2a\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u5de5\u5177\u96c6\u6210\u65f6\u9762\u4e34\u7684\u8ba4\u8bc1\u3001\u6743\u9650\u7ba1\u7406\u548c\u63a5\u53e3\u788e\u7247\u5316\u7b49\u5de5\u7a0b\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f644455-ce6e-4af7-b16b-2b0ff116f3fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/553f9268-75d0-40c5-aea8-2ccc7c048086.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/462e782d-35f0-467e-abdd-349331dfc957.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\/49cce586-8dd0-4af5-ac02-e395df2fd316.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QLu22TQo6Ks\"><source src=\"https:\/\/www.youtube.com\/watch?v=QLu22TQo6Ks\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00API\u5c42<\/span><br \/>\n <span class=\"tag\">\u8ba4\u8bc1\u4e0e\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u4e0eCLI\u878d\u5408<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7Agent\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">OAuth\u62bd\u8c61\u5c42<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u7edf\u4e00\u63a5\u53e3\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u62bd\u8c61\u7684OAuth\u7ba1\u7406\u548c\u6743\u9650\u63a7\u5236\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u56e2\u961f\u534f\u4f5c\u7684\u6743\u9650\u7c92\u5ea6\u3001\u9519\u8bef\u5904\u7406\u673a\u5236\u3001\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Rube\uff09\u7684\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u957f\u671f\u8fd0\u884c\u4e0b\u7684\u51ed\u8bc1\u5237\u65b0\u53ef\u9760\u6027\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u89e3\u51b3\u201c\u96c6\u6210\u5730\u72f1\u201d\uff0c\u800c\u975e\u5355\u7eaf\u63d0\u4f9b\u5927\u91cf\u5de5\u5177\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Universal CLI\u7684\u53d1\u5e03\uff0c\u8fdc\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u547d\u4ee4\u884c\u5de5\u5177\u4e0a\u7ebf\uff0c\u800c\u662f\u4e00\u6b21\u5bf9AI\u667a\u80fd\u4f53\u5de5\u5177\u751f\u6001\u201c\u63a5\u53e3\u6218\u4e89\u201d\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u201cMCP vs CLI\u201d\u7684\u65e0\u8c13\u7ad9\u961f\uff0c\u8f6c\u800c\u63d0\u51fa\u201c\u5e95\u5c42\u7edf\u4e00\uff0c\u63a5\u53e3\u9002\u914d\u201d\u7684\u52a1\u5b9e\u54f2\u5b66\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u964d\u7ef4\u6253\u51fb\uff1a\u5c06\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u6700\u80ae\u810f\u3001\u6700\u6613\u788e\u7684\u201c\u810f\u6d3b\u201d\u2014\u2014\u5373\u8de8\u670d\u52a1\u7684OAuth\u6d41\u7a0b\u3001\u4ee4\u724c\u751f\u547d\u5468\u671f\u3001\u6743\u9650\u8303\u56f4\u548c\u51ed\u8bc1\u5b89\u5168\u2014\u2014\u5c01\u88c5\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u3001\u6258\u7ba1\u5f0f\u7684\u6267\u884c\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u5728\u8bc4\u8bba\u4e2d\u5df2\u88ab\u70b9\u7834\uff1a\u65e8\u5728\u6210\u4e3a\u201c\u667a\u80fd\u4f53\u9886\u57df\u7684Stripe\u201d\u3002\u6b63\u5982Stripe\u62bd\u8c61\u4e86\u652f\u4ed8\u590d\u6742\u6027\uff0cComposio\u8bd5\u56fe\u62bd\u8c61\u6389\u667a\u80fd\u4f53\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u590d\u6742\u6027\u3002\u5176CLI\u754c\u9762\u53ea\u662f\u4e00\u4e2a\u5206\u53d1\u7b56\u7565\uff0c\u6838\u5fc3\u662f\u62a2\u5360\u201c\u6267\u884c\u5c42\u201d\u7684\u751f\u6001\u4f4d\u3002\u7528\u6237\u6b22\u547c\u7684\u201c\u4e00\u952e\u8fde\u63a5\u201d\u80cc\u540e\uff0c\u662f\u56e2\u961f\u5bf9\u751f\u4ea7\u73af\u5883\u4e2d\u667a\u80fd\u4f53\u6084\u7136\u5d29\u6e83\uff08\u5982\u4ee4\u724c\u6df1\u591c\u8fc7\u671f\uff09\u8fd9\u4e00\u75fc\u75be\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u5356\u7684\u4e0d\u662f\u5de5\u5177\u6570\u91cf\uff0c\u800c\u662f\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u8003\u9a8c\u3002\u9996\u5148\uff0c\u5b83\u5c06\u6240\u6709\u8ba4\u8bc1\u98ce\u9669\u4e0e\u5355\u70b9\u6545\u969c\u96c6\u4e2d\u4e8e\u81ea\u8eab\u5e73\u53f0\uff0c\u5176\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u5c06\u6210\u4e3a\u751f\u547d\u7ebf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9519\u8bef\u8868\u9762\u5316\u548c\u56e2\u961f\u6743\u9650\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u5176\u4ece\u201c\u597d\u7528\u5de5\u5177\u201d\u8fc8\u5411\u201c\u4f01\u4e1a\u7ea7\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u95e8\u69db\u3002\u5b83\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u7cbe\u7ec6\u7684\u7ba1\u63a7\u548c\u900f\u660e\u7684\u53ef\u89c2\u6d4b\u6027\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u4e2a\u4eba\u5f00\u53d1\u8005\u7684\u201c\u5229\u5668\u201d\u6210\u957f\u4e3a\u56e2\u961f\u534f\u4f5c\u7684\u201c\u652f\u67f1\u201d\u3002\u6700\u7ec8\uff0c\u8fd9\u573a\u7ade\u4e89\u80dc\u8d1f\u4e0d\u5728\u4e8e\u652f\u6301\u7684\u5de5\u5177\u6570\u91cf\uff0c\u800c\u5728\u4e8e\u8c01\u80fd\u66f4\u7a33\u5065\u3001\u66f4\u5b89\u5168\u5730\u627f\u8f7d\u90a3\u4e9b\u771f\u6b63\u521b\u9020\u5546\u4e1a\u4ef7\u503c\u7684\u81ea\u4e3b\u5316\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Universal CLI by Composio<\/span>\n <\/div>\n<div class=\"comment-content\">There\u2019s a lot of debate right now around how agents should use tools: MCP vs. CLI. We don\u2019t think there\u2019s one right answer. Universal CLI by Composio gives you a single interface to connect agents to tools, whether you’re working with MCP, APIs, or both. Same underlying system. Just another way to access it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello PH \ud83d\udc4b\ud83c\udffc I’m back with a banger launch.<\/p>\n<p>There’s a debate happening on Twitter right now: MCP vs CLI. Everyone’s picking sides.<\/p>\n<p>We’re here to settle it: the answer is both.<\/p>\n<p>Stoked to announce Universal CLI by Composio today. Your agents can get access to 1000+ tools instantly with one command in your terminal. Same Composio ecosystem you know, new interface for where a lot of you are actually building.<\/p>\n<p>The wave is here. We’re riding it \ud83c\udfc4<\/p>\n<p>If you have any questions\/feedback, me and my team will be hanging out in comments. Let’s chat.<\/p>\n<p>GO TEAM CLI \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@5harath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@5harath<\/a> This is really useful, congratulations 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH community. Soham, co-founder at Composio.<\/p>\n<p>We’re taking a side today: we go where our users are.<\/p>\n<p>And right now, a big chunk of them are in the terminal. Claude Code users. Agent builders running scripts. Teams with CI\/CD pipelines. They’ve been asking for this.<\/p>\n<p>MCP is a protocol. CLI is an interface. They solve different problems at different layers and we support both. But the timing for CLI is right, and we’re not going to sit on the sidelines while the ecosystem moves.<\/p>\n<p><strong>Announcing Universal CLI by Composio<br \/><\/strong><\/p>\n<pre><code> curl -fsSL <a href=\"https:\/\/composio.dev\/install\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/composio.dev\/install<\/a> | bash<\/code><\/pre>\n<p>With this one command your agent get to access:<br \/>– 1000+ tools<br \/>– managed auth<br \/>– scoped permissions <\/p>\n<p>All from your terminal.<\/p>\n<p>If you’re already on Composio via MCP, this is additive. Use whatever fits your environment.<\/p>\n<p>Building something with it? Drop it below \u2014 happy to go deep.<\/p>\n<p>Got any feedback? Let us know what you think in comments below.<\/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\/@soham_ganatra3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soham_ganatra3<\/a> For teams scoping permissions across multiple devs, how granular does the auth get? Can you lock it to specific tools\/actions per env\/user without boilerplate?<\/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 seems very helpful for solo developers. How do teams collaborate using this system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP vs CLI take is spot on. I’ve been going back and forth on which approach to use for my agent workflows and honestly it shouldn’t matter that much. One interface for both is the right call.<\/p>\n<p>How’s the OAuth handling work in practice? That’s always the part where things get messy when you’re connecting to like 10 different services.<\/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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> <\/p>\n<\/p>\n<p>Appreciate it Mihir! DevRel from Composio here!<\/p>\n<\/p>\n<p>And yeah, the OAuth piece is actually where Composio shines the most IMO. In practice, you don’t manage OAuth flows yourself at all. <\/p>\n<\/p>\n<p>When you try to execute a tool and the account isn’t connected yet, the CLI just tells you. Then you run `<strong>composio link <\/strong>` \u2014 it opens a browser-based auth flow, handles the token exchange, and stores the credentials on Composio’s side. <\/p>\n<\/p>\n<p>After that, every tool call for that service is automatically authenticated. <\/p>\n<\/p>\n<p>So for 10 services, it’s literally just `composio link github`, `composio link gmail`, `composio link slack`, etc. \u2014 one-time setup per service. <\/p>\n<\/p>\n<p>From that point on, whether you’re using `composio execute`, scripting with `composio run`, or even hitting raw API endpoints via `composio proxy`, <strong>auth is handled for you. <\/strong>No token refresh logic, no credential management in your codebase. <\/p>\n<\/p>\n<p>The key thing is Composio manages the auth layer – your agent just calls tools. <\/p>\n<\/p>\n<p>It never sees tokens or deals with OAuth scopes directly. That’s the same whether you’re coming in through the CLI or through Rube\/MCP.<\/p>\n<\/p>\n<p>Hope that makes sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’m a big fan of composio, I’ve been using <a href=\"https:\/\/www.producthunt.com\/products\/rube\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"rube\" target=\"_blank\" rel=\"noopener\">@Rube by Composio<\/a> for almost all my agents. I see that we can also install Composio natively into other agents aside from the CLI as well. How does the new launch and those other methods compare to Rube? Which do your recommend?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/177d3888-d228-4dcd-9122-ad5e4afac8f6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Hey Gabe! I work on the DevRel side at Composio so happy to clarify this.<\/p>\n<\/p>\n<p>Short answer: if you love Rube, keep using it! We still love MCP.<\/p>\n<\/p>\n<p>The CLI just brings that same tooling to the command line. So if you’re using Claude Code, Cursor, Codex, or any AI agent in your terminal, the CLI makes them way more powerful by giving them access to all 1000+ Composio tools right <strong>where they already work.<\/strong><\/p>\n<\/p>\n<p>Think of it as: Rube brings Composio to your apps, the CLI brings Composio to your terminal. <\/p>\n<\/p>\n<p>Same tools, just meeting you wherever you are.<\/p>\n<\/p>\n<p>Let me know if that makes sense!<\/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>Soham’s framing on this is right \u2014 MCP vs CLI is a false dichotomy. They operate at different layers and which you use depends on your runtime environment, not a philosophical stance. What I find compelling here is that the auth abstraction (managed OAuth, token refresh, scoped permissions) is the actual hard problem being solved. Any team that’s connected agents to 5+ services knows the OAuth hell that follows. The unified credential layer is the moat, not the CLI itself. One thing I’d push on: error surface. When a tool call fails mid-workflow at 2am because a token silently expired or a permission scope changed, how does your system surface that in a way an agent can understand and recover from? That’s the operational gap that kills autonomous workflows in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>W demo video guys<\/p>\n<\/p>\n<p>Been using the Composio CLI inside Claude Code to connect Notion, Slack, Gmail, and GitHub recently. It’s a massive unlock as a solopreneur. <\/p>\n<\/p>\n<p>One-click OAuth for all of them, no more context switching between apps. <\/p>\n<\/p>\n<p>Multi-Claude’ing + CLI is all you need<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 MCP vs CLI thing is genuinely annoying to navigate as someone who runs a bunch of terminal-based agents. I keep hitting cases where one tool works great over MCP but another only has a CLI wrapper. Having a unified interface that handles both underneath makes a lot of sense. Curious how you handle auth token refresh for long-running agents – that\u2019s usually where things break silently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Hi Mykola, <\/p>\n<\/p>\n<p>DevRel from Composio here.<\/p>\n<\/p>\n<p>This is the exact pain point that made makes Composio perfect for agent workflows.<\/p>\n<\/p>\n<p>On the auth refresh question \u2014 Composio manages the entire token lifecycle on their side. When you connect a service via `composio link`, the <strong>OAuth tokens are stored and refreshed by Composio, not your agent<\/strong>. <\/p>\n<\/p>\n<p>So your agent just calls `composio execute GMAIL_SEND_EMAIL` or whatever, and Composio handles whether that token needs a refresh before the call goes through. Your agent never touches tokens directly.<\/p>\n<\/p>\n<p>That’s the key difference from rolling your own integrations \u2014 there’s no silent breakage at 3am because a Google token expired and your refresh logic had an edge case. Composio sits in between as the auth layer.<\/p>\n<\/p>\n<p>And on the unified interface point, that’s exactly right. <\/p>\n<\/p>\n<p>It’s the same auth, same tool library, same permissions whether you’re coming in through MCP (Rube) or the Composio CLI. <\/p>\n<\/p>\n<p>We designed it to fit the interface that fits your environment, so we can support as many devs as possible.<\/p>\n<\/p>\n<p>Hope that makes sense!<\/p>\n<\/p>\n<p>Shawn<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Landon<\/p>\n<p><\/p>\n<p>The default in agent tooling is to treat intelligence and capability as someone else’s problem to connect. Composio collapses that gap, and what disappears in the process is worth naming clearly.<\/p>\n<\/p>\n<p>Auth, permissions, reliability, these aren’t glamorous problems, but they’re where most agent workflows quietly break in production. Abstracting that friction layer is the real unlock, not the volume of tools available on top of it.<\/p>\n<\/p>\n<p>The CLI move reads less like a feature and more like a distribution decision. Meeting builders where execution already happens rather than where demos live is a different kind of product thinking, and it signals where the real positioning sits.<\/p>\n<\/p>\n<p>Stripe for agent actions is the framing that sticks. Not an integrations provider, but the execution layer agents run on by default. That’s a category claim, and it’s a defensible one if the reliability holds.<\/p>\n<\/p>\n<p>Curious whether the long term wedge is owning execution or becoming the default interface between agents and the real world entirely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">A lot of teams worry about security boundaries with agents: where do credentials live, how are scopes enforced, and what audit\/logging exists. How does the Universal CLI handle least-privilege and credential lifecycle in practice, especially for multi-user teams and headless\/CI environments?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/APZSOK6TBYSX3F\" class=\"app-title\">Google Gemini Memory Import<\/a><\/p>\n<div class=\"one-liner\">Switch to Gemini without losing your AI memories <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Gemini\u63a8\u51fa\u8bb0\u5fc6\u4e0e\u804a\u5929\u5386\u53f2\u5bfc\u5165\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5207\u6362\u4e0d\u540cAI\u52a9\u624b\u65f6\u4e22\u5931\u4e2a\u4eba\u5316\u8bbe\u7f6e\u3001\u5bf9\u8bdd\u5386\u53f2\u548c\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5b9e\u73b0\u65e0\u7f1d\u8fc1\u79fb\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/540482e3-efc1-4dd4-b593-43d41a0fca4d.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\/e834a47c-1ebb-4fb8-b09e-e0258f962010.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/531f0c68-7448-4418-8376-e09556aef610.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3c776f7-5b16-4cfe-b3e3-a348c165d983.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0380636e-abbe-4b15-8276-37e401986118.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c561926e-a754-4ca2-8146-081573921b2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6df4bbed-9296-46a7-a4db-bc4000363b25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7da4ffc9-35bf-4e96-96b8-57eaa29028ef.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\/86031917-b00e-4db1-9648-a6f6868f58bf.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/HAvnz1f03ow?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/HAvnz1f03ow?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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Tech news<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u79fb\u690d\u6027<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u8bb0\u5fc6\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5386\u53f2\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316AI<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8fde\u7eed\u6027<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u5207\u6362<\/span><br \/>\n <span class=\"tag\">Google Gemini<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6240\u6709\u6743<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u666e\u904d\u8ba4\u4e3a\u8be5\u529f\u80fd\u89e3\u51b3\u4e86AI\u5de5\u5177\u5207\u6362\u65f6\u201c\u91cd\u7f6e\u611f\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u662f\u5b9e\u73b0AI\u6570\u636e\u53ef\u79fb\u690d\u6027\u548c\u7528\u6237\u6240\u6709\u6743\u7684\u91cd\u8981\u4e00\u6b65\u3002\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u80af\u5b9a\u5176\u964d\u4f4e\u8fc1\u79fb\u6210\u672c\u3001\u4fdd\u6301\u4e2a\u6027\u5316\u4f53\u9a8c\u7684\u4ef7\u503c\uff0c\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Google Gemini Memory Import \u770b\u4f3c\u662f\u4e00\u4e2a\u4fbf\u6377\u7684\u8fc1\u79fb\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u751f\u6001\u5361\u4f4d\u6218\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff08ZIP\u5bfc\u5165\u3001\u6570\u636e\u89e3\u6790\u5e76\u65e0\u592a\u9ad8\u58c1\u5792\uff09\uff0c\u800c\u5728\u4e8e\u6218\u7565\u4e0a\u5bf9\u201c\u7528\u6237AI\u8bb0\u5fc6\u201d\u8fd9\u4e00\u6838\u5fc3\u8d44\u4ea7\u7684\u4e89\u593a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u52a9\u624b\u529f\u80fd\u65e5\u8d8b\u540c\u8d28\u5316\u7684\u5f53\u4e0b\uff0c\u7528\u6237\u7684\u4e2a\u6027\u5316\u8bb0\u5fc6\u3001\u5bf9\u8bdd\u5386\u53f2\u548c\u504f\u597d\u8bbe\u7f6e\uff0c\u5df2\u6210\u4e3a\u6784\u5efa\u7ade\u4e89\u58c1\u5792\u6700\u6df1\u7684\u201c\u62a4\u57ce\u6cb3\u201d\u3002\u5b83\u9501\u5b9a\u4e86\u7528\u6237\u7684\u5207\u6362\u6210\u672c\u3002Google\u6b64\u4e3e\uff0c\u672c\u8d28\u662f\u53d1\u52a8\u4e86\u4e00\u573a\u201c\u4fa7\u7ffc\u8fdb\u653b\u201d\uff1a\u901a\u8fc7\u627f\u8bfa\u201c\u65e0\u635f\u8fc1\u79fb\u201d\uff0c\u76f4\u63a5\u74e6\u89e3\u7ade\u4e89\u5bf9\u624b\uff08\u5982ChatGPT\uff09\u901a\u8fc7\u957f\u671f\u4e92\u52a8\u79ef\u7d2f\u7684\u7528\u6237\u7c98\u6027\u3002\u5b83\u5411\u5e02\u573a\u4f20\u9012\u7684\u4fe1\u53f7\u662f\uff1a\u4f60\u7684AI\u8bb0\u5fc6\u4e0d\u5c5e\u4e8e\u4efb\u4f55\u5355\u4e00\u5e73\u53f0\uff0c\u800c\u5e94\u8ddf\u968f\u4f60\u81ea\u7531\u6d41\u52a8\u2014\u2014\u524d\u63d0\u662f\uff0c\u6d41\u5411\u6211\u7684\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4e00\u201c\u5f00\u653e\u201d\u59ff\u6001\u80cc\u540e\uff0c\u662f\u66f4\u6df1\u5c42\u6b21\u7684\u7ed1\u5b9a\u3002\u5c06\u8bb0\u5fc6\u5bfc\u5165Gemini\u540e\uff0c\u8fd9\u4e9b\u6570\u636e\u5c06\u4e0eGmail\u3001Photos\u7b49\u8c37\u6b4c\u670d\u52a1\u6df1\u5ea6\u96c6\u6210\uff0c\u5f62\u6210\u66f4\u5e9e\u5927\u7684\u7528\u6237\u753b\u50cf\u548c\u66f4\u5c01\u95ed\u7684\u4f53\u9a8c\u5faa\u73af\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u6570\u636e\u53ef\u79fb\u690d\u6027\u80dc\u5229\uff0c\u800c\u662f\u5c06\u7528\u6237\u4ece\u5bf9\u624b\u7684\u201c\u5c0f\u82b1\u56ed\u201d\u8fc1\u79fb\u5230\u81ea\u5bb6\u201c\u5927\u9646\u201d\u7684\u9ad8\u660e\u7b56\u7565\u3002\u5176\u98ce\u9669\u5728\u4e8e\uff0c\u82e5\u5bfc\u5165\u4f53\u9a8c\u5b58\u5728\u6298\u635f\uff08\u5982\u8bb0\u5fc6\u7ed3\u6784\u5316\u4e22\u5931\uff09\uff0c\u6216\u540e\u7eed\u7684\u4e2a\u6027\u5316\u54cd\u5e94\u672a\u8fbe\u9884\u671f\uff0c\u7528\u6237\u611f\u77e5\u5c06\u8fc5\u901f\u4ece\u201c\u89e3\u653e\u201d\u53d8\u4e3a\u201c\u53e6\u4e00\u79cd\u9501\u5b9a\u201d\u3002\u6b64\u4e3e\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5bfc\u5165\u529f\u80fd\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8eGemini\u5728\u5bfc\u5165\u540e\uff0c\u80fd\u5426\u771f\u6b63\u63d0\u4f9b\u663e\u8457\u4f18\u4e8e\u539f\u5e73\u53f0\u7684\u3001\u66f4\u5177\u6df1\u5ea6\u7684\u4e2a\u6027\u5316\u667a\u80fd\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u5165\u53e3\uff0c\u800c\u975e\u503c\u5f97\u505c\u7559\u7684\u5bb6\u56ed\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 Gemini Memory Import<\/span>\n <\/div>\n<div class=\"comment-content\">The Gemini app just made it easier to switch from another AI chat app, without starting from scratch. Google Gemini now lets you import memories, preferences, and full chat history from other AI apps, so you can switch without losing context. Skip the reset, keep continuity, and get personalized responses instantly across your workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Google Gemini just made switching AI assistants frictionless.<\/strong><\/p>\n<p>Switching AI tools usually means losing all your context, past chats, and personalization, making the experience feel \u201creset.\u201d Google <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a> is introducing memory + chat history import, solving exactly this.<\/p>\n<\/p>\n<p><strong>What it does: <\/strong>Instead of manual setup, Gemini automates onboarding by pulling structured memory + past conversations into one place. Lets you import your preferences, personal context, and even full chat history from other AI apps directly into Gemini.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Memory import (preferences, relationships, context)<\/p>\n<\/li>\n<li>\n<p>Chat history import via ZIP upload<\/p>\n<\/li>\n<li>\n<p>Search + continue past conversations<\/p>\n<\/li>\n<li>\n<p>Deep integration with Gmail, Photos, Search (for richer context)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Switching from another AI assistant without losing context<\/p>\n<\/li>\n<li>\n<p>More personalized responses instantly<\/p>\n<\/li>\n<li>\n<p>Continuity across tools and workflows<\/p>\n<\/li>\n<\/ul>\n<p>This is a good step toward AI portability + ownership of your context.<\/p>\n<p><strong>Check it out here<\/strong>: <a href=\"https:\/\/gemini.google\/import-memory\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/gemini.google\/import-memory\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ELWNBZSLWJFLG3\" class=\"app-title\">Oli<\/a><\/p>\n<div class=\"one-liner\">Scan any product to know it’s safe during pregnancy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oli\u662f\u4e00\u6b3e\u5b55\u671f\u5b89\u5168\u626b\u63cfAPP\uff0c\u901a\u8fc7\u626b\u63cf\u6761\u5f62\u7801\u3001\u641c\u7d22\u540d\u79f0\u6216\u62cd\u6444\u6210\u5206\u6807\u7b7e\uff0c\u4e3a\u5b55\u5987\u63d0\u4f9b\u5373\u65f6\u3001\u4e2a\u6027\u5316\u7684\u4ea7\u54c1\u5b89\u5168\u8bc4\u7ea7\uff0c\u89e3\u51b3\u4e86\u5b55\u671f\u5973\u6027\u5728\u9009\u8d2d\u98df\u54c1\u3001\u62a4\u80a4\u54c1\u7b49\u65e5\u5e38\u7528\u54c1\u65f6\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u9009\u62e9\u7126\u8651\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42aaae5f-145b-4044-a004-d3152a23736b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d04fe99-2f80-4d71-943b-4dd652428972.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1aafbb5b-d5c8-4be6-a4bf-16e34f0f8272.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/310d1de5-ef36-40c0-8930-22c17d759bea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c765c14-fcf0-4b52-b710-405fe981d03c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/454a6f90-5cc4-4158-a93b-e4e608a36da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a6edfb5-7945-4c8e-a513-b8e352692b77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5aae49a5-ac85-4865-8905-cc8fc0e0e1da.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\/59fa8f19-af17-493b-a937-b9b6f300ac02.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PlE-IVBChaA\"><source src=\"https:\/\/youtu.be\/PlE-IVBChaA\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b55\u671f\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">AI\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u54c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6210\u5206\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b55\u5987\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5973\u6027\u79d1\u6280<\/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\u201c\u4fe1\u606f\u7126\u8651\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u5173\u952e\u95ee\u9898\uff1aAI\u51b3\u7b56\u7684\u8d23\u4efb\u5f52\u5c5e\u4e0e\u4fe1\u4efb\u5efa\u7acb\u3001\u6570\u636e\u6e90\u51b2\u7a81\u5904\u7406\u3001\u5168\u7403\u9002\u7528\u6027\u4e0e\u6570\u636e\u8986\u76d6\u3001\u8bc6\u522b\u51c6\u786e\u7387\uff0c\u4ee5\u53ca\u5411\u66f4\u5e7f\u6cdb\u5b89\u5168\u5de5\u5177\u6269\u5c55\u7684\u53ef\u80fd\u6027\u3002\u5efa\u8bae\u5efa\u7acb\u72ec\u7acb\u5b98\u7f51\u4ee5\u52a9\u63a8\u5e7f\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 Oli\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u5782\u76f4\u7684\u5b55\u671f\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u6d88\u8d39\u65f6\u4ee3\u7684\u201c\u51b3\u7b56\u5c42\u201d\u3002\u5b83\u4e0d\u751f\u4ea7\u4fe1\u606f\uff0c\u800c\u662f\u538b\u7f29\u4fe1\u606f\u2014\u2014\u5c06\u7eb7\u7e41\u590d\u6742\u3001\u751a\u81f3\u76f8\u4e92\u77db\u76fe\u7684\u5b89\u5168\u6307\u5357\uff0c\u538b\u7f29\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u4e09\u5143\u6307\u4ee4\uff08\u5b89\u5168\/\u8c28\u614e\/\u907f\u514d\uff09\u3002\u8fd9\u79cd\u4ece\u201c\u641c\u7d22\u5f15\u64ce\u201d\u5230\u201c\u51b3\u7b56\u5f15\u64ce\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u624d\u662f\u5176\u98a0\u8986\u6027\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u9009\u62e9\u4e86\u5b55\u671f\u8fd9\u4e2a\u5207\u53e3\u3002\u5b55\u671f\u662f\u4e00\u4e2a\u9ad8\u654f\u611f\u3001\u9ad8\u7126\u8651\u3001\u9ad8\u4ed8\u8d39\u610f\u613f\u7684\u201c\u5b8c\u7f8e\u201d\u8bd5\u9a8c\u573a\uff1a\u7528\u6237\u51b3\u7b56\u538b\u529b\u5927\uff0c\u4f20\u7edf\u4fe1\u606f\u68c0\u7d22\u6210\u672c\u6781\u9ad8\uff0c\u4e14\u5bb9\u9519\u7387\u6781\u4f4e\u3002\u8fd9\u8feb\u4f7f\u4ea7\u54c1\u5fc5\u987b\u5728\u201c\u4fe1\u4efb\u6784\u5efa\u201d\u4e0a\u505a\u5230\u6781\u81f4\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u662f\u5176\u6700\u5927\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8d23\u4efb\u5f52\u5c5e\u4e0e\u6570\u636e\u6e90\u51b2\u7a81\u7684\u8d28\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5f53AI\u627f\u62c5\u4e86\u672c\u5e94\u7531\u4e13\u4e1a\u533b\u7597\u4eba\u5458\u63d0\u4f9b\u7684\u5224\u65ad\u65f6\uff0c\u5176\u80cc\u540e\u7684\u4f26\u7406\u3001\u6cd5\u5f8b\u4e0e\u4fe1\u4efb\u6846\u67b6\u8fdc\u672a\u5efa\u7acb\u3002\u4ec5\u9760\u5f15\u7528FDA\u3001NHS\u7b49\u4fe1\u6e90\u4f5c\u4e3a\u201c\u811a\u6ce8\u201d\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684\uff0c\u4fe1\u4efb\u5fc5\u987b\u5185\u5d4c\u4e8e\u6574\u4e2a\u4f53\u9a8c\u4e0e\u8d23\u4efb\u95ed\u73af\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6280\u672f\u67b6\u6784\uff08Claude API + \u5f00\u653e\u6570\u636e\u5e93\uff09\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5b9e\u73b0\u4e86\u5feb\u901f\u542f\u52a8\u4e0e\u5e7f\u6cdb\u8986\u76d6\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u51c6\u786e\u6027\u7684\u201c\u957f\u5c3e\u98ce\u9669\u201d\u548c\u51b3\u7b56\u7684\u201c\u9ed1\u7bb1\u201d\u7591\u8651\u3002\u5bf9\u4e8e\u5b55\u671f\u573a\u666f\uff0c\u8fc7\u5ea6\u8c28\u614e\u6216\u8bb8\u662f\u5b89\u5168\u7b56\u7565\uff0c\u4f46\u8fd9\u4f1a\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\uff1b\u800c\u4e00\u65e6\u51fa\u73b0\u8bef\u5224\uff0c\u540e\u679c\u4e0d\u582a\u8bbe\u60f3\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e2d\u201c\u6c9f\u901a\u4e0d\u4e00\u81f4\u6027\u201d\u7684\u505a\u6cd5\u662f\u8bda\u5b9e\u7684\uff0c\u4f46\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cOli\u7684\u4ef7\u503c\u951a\u70b9\u4e0d\u5e94\u5c40\u9650\u4e8e\u5b55\u671f\u3002\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff0c\u8fd9\u662f\u201c\u65e5\u5e38\u6d88\u8d39\u5b9e\u65f6\u5b89\u5168\u5c42\u201d\u7684\u65e9\u671f\u5f62\u6001\u3002\u5b55\u671f\u53ea\u662f\u8fd9\u4e2a\u9700\u6c42\u6700\u5c16\u9510\u7684\u4f53\u73b0\u3002\u82e5\u80fd\u8de8\u8d8a\u4fe1\u4efb\u4e0e\u6280\u672f\u7684\u9ad8\u95e8\u69db\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u6269\u5c55\u81f3\u8fc7\u654f\u539f\u8bc6\u522b\u3001\u513f\u7ae5\u5b89\u5168\u3001\u5b97\u6559\u996e\u98df\u89c4\u5b9a\u7b49\u66f4\u5e7f\u9614\u7684\u201c\u5b89\u5168\u51b3\u7b56\u201d\u5e02\u573a\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u5728\u5b55\u671f\u8fd9\u4e2a\u6700\u4e25\u82db\u7684\u8003\u573a\u4e2d\uff0c\u4ea4\u51fa\u5173\u4e8e\u51c6\u786e\u6027\u3001\u8d23\u4efb\u4e0e\u7edd\u5bf9\u4fe1\u4efb\u7684\u6ee1\u5206\u7b54\u5377\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\">Oli<\/span>\n <\/div>\n<div class=\"comment-content\">Oli is a pregnancy safety scanner. Scan a barcode, search by name, or photograph an ingredient label \u2014 get a clear answer in seconds: safe, caution, or avoid. Personalized to your trimester. Works on food, skincare, cleaning products, supplements, and more. Powered by AI informed by FDA, NHS, and OB-GYN research. Free to try, no credit card needed. iPhone only (Android coming soon).<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Oli because my wife and I got tired of the “is this safe during pregnancy?” Google spiral. You search one ingredient, get 10 conflicting answers, and end up more anxious than when you started.<\/p>\n<p>Oli gives you one clear answer \u2014 safe, caution, or avoid \u2014 for every ingredient, personalized to your trimester.<\/p>\n<p>The thing I’m most proud of: it works on everything, not just food. Skincare, cleaning products, supplements, hair care. My wife’s favorite moment was when she scanned her face cream and discovered it had retinol \u2014 something she had no idea to avoid.<\/p>\n<p>The tech: Expo (React Native), Supabase, Claude API for safety classification, and data from Open Food Facts + FDA.<\/p>\n<p>Would love your feedback \u2014 especially from anyone who’s been through this. What did I miss? What would make this more useful?<\/p>\n<p>\u2014 Felipe<\/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\/@pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> One of the most useful apps these days at PH. Congrats! Any plans to port it to other platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> I hope we soon get an android version too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> Brilliant reason to build something and brilliant idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The problem you’re solving isn’t lack of information; it’s the anxiety loop that comes from too much of it pulling in different directions. That’s a harder thing to name and a more valuable thing to fix.<\/p>\n<\/p>\n<p>What stands out isn’t the scanner. It’s the compression of uncertainty into a single trusted decision. Shifting from search engine to decision engine is a different product category entirely, and it carries a much bigger story than a pregnancy app.<\/p>\n<\/p>\n<p>Because this doesn’t feel like a pregnancy tool. It feels like the earliest version of a real time safety layer for everyday consumption. Pregnancy is just the sharpest, highest stakes edge of a need that extends a lot further.<\/p>\n<\/p>\n<p>That’s also why the trust model decides everything. Citing sources helps, but when someone outsources judgment at a moment that loaded, the trust has to be built into the experience itself, not just footnoted.<\/p>\n<\/p>\n<p>How are you thinking about making that visible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Good idea. Question on accountability though. The answer comes from Claude as you mention. If by any chance it makes a mistake and a pregnant woman gets some health\/pregnancy issue, who is to blaim? Or is there some banner\/disclaimer that you use on your own risk or something like that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is such a good idea. We built something similar for food with Biteme (AI scanning for calories) so I know how tricky getting the recognition right is. Love that it’s personalized by trimester. One thought, a landing page or website outside the App Store would probably help a lot with SEO and conversions. Right now the only link goes straight to the App Store which can lose people who want to learn more first. Are you planning to expand beyond pregnancy into general food safety?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 barcode scanning is smart – navigating ingredient lists during pregnancy is genuinely overwhelming. curious how accurate the AI gets with edge cases where research is still evolving? seems like the kind of thing where being overly cautious is probably the right call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch<\/p>\n<p>I was wondering what type of barcodes would work? and can it work globally?<br \/>if so, how do you make sure you get the data for most products<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmad_bassime\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmad_bassime<\/a> hi Ahmad, Oli works globally, we are actively building our own database with barcodes from many countries. Also our AI is capable of identifying ingredients from a picture so we also use that in our analysis!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@pipe_abello\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> how do you handle cases where FDA and NHS actually disagree on the same ingredient?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@pipe_abello @denious hi Denis! This is a great question; we communicate that to the user. We also have been identifying the ones that the FDA doesn\u2019t have a posture on, in general herbal or supplements (arnica for example), and we haven\u2019t found other sources yet to be able to confidently say if it\u2019s safe or not to use. So we communicate that, but I\u2019d love to be able to have an opinion. Ideas? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DZTSCXIGG52XGG\" class=\"app-title\">Supapin<\/a><\/p>\n<div class=\"one-liner\">Scans your site to create pins + SEO\u2011optimized descriptions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u626b\u63cf\u7f51\u7ad9\u5185\u5bb9\u3001\u751f\u6210\u4e13\u4e1aPin\u56fe\u5e76\u64b0\u5199SEO\u63cf\u8ff0\uff0c\u5b9e\u73b0Pinterest\u5168\u6d41\u7a0b\u81ea\u52a8\u53d1\u5e03\u7684\u5de5\u5177\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u7535\u5546\u5356\u5bb6\u89e3\u51b3\u4e86\u624b\u52a8\u8fd0\u8425\u8017\u65f6\u8017\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8c6b191-704d-4006-ab18-453194d68cdd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72665def-071d-4c39-9dd6-45bced97000f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8efeac02-a65d-4e13-a4c3-3f561b9a9f59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d33535e1-46b3-4b8e-a2ab-27f9ea747a5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82bb43d1-a221-4b88-b241-faacc0ac0775.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\/002e2d25-11e4-47f8-ab11-6b4f6bfa9396.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=E53MOw0_0E4\"><source src=\"https:\/\/www.youtube.com\/watch?v=E53MOw0_0E4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Pinterest\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u5f15\u6d41<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u589e\u957f<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span 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Supapin\u770b\u4f3c\u662f\u53c8\u4e00\u6b3e\u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9Pinterest\u6d41\u91cf\u903b\u8f91\u7684\u7cbe\u51c6\u624b\u672f\u5f0f\u5207\u5165\u3002\u5b83\u6ca1\u6709\u505c\u7559\u5728\u7b80\u5355\u7684\u201c\u53d1\u5e03\u8c03\u5ea6\u201d\u8868\u5c42\uff0c\u800c\u662f\u76f4\u51fb\u201c\u5185\u5bb9\u8d44\u4ea7\u590d\u5229\u5316\u201d\u8fd9\u4e00\u6df1\u5c42\u9700\u6c42\u2014\u2014\u5c06\u7f51\u7ad9\u65e2\u6709\u7684\u3001\u53ef\u80fd\u6c89\u5bc2\u7684\u5185\u5bb9\u5e93\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3aPinterest\u8fd9\u4e2a\u89c6\u89c9\u641c\u7d22\u5f15\u64ce\u6301\u7eed\u6293\u53d6\u7684\u201c\u7d22\u5f15\u5165\u53e3\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u4ea7\u4e86\u591a\u5c11\u5f20Pin\uff0c\u800c\u5728\u4e8e\u4ee5\u8fd1\u4e4e\u96f6\u8fb9\u9645\u6210\u672c\u7684\u65b9\u5f0f\uff0c\u4e3a\u6bcf\u4e00\u6761\u5b58\u91cf\u5185\u5bb9\u589e\u52a0\u4e86\u88ab\u53d1\u73b0\u7684\u201c\u6982\u7387\u8868\u9762\u79ef\u201d\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\u5de5\u5177\u7684\u6548\u7387\u4e0e\u5e73\u53f0\u751f\u6001\u89c4\u5219\u5b58\u5728\u56fa\u6709\u5f20\u529b\u3002\u6279\u91cf\u751f\u6210\u7684\u5185\u5bb9\u5982\u4f55\u5728Pinterest\u7684\u63a8\u8350\u7b97\u6cd5\u4e2d\u4fdd\u6301\u7ade\u4e89\u529b\uff0c\u907f\u514d\u88ab\u5224\u5b9a\u4e3a\u4f4e\u8d28\u91cf\u6216\u91cd\u590d\u5185\u5bb9\uff0c\u662f\u60ac\u800c\u672a\u51b3\u7684\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5b9e\u9645\u5f15\u6d41\u6548\u679c\u201d\u7684\u8d28\u7591\uff0c\u6b63\u70b9\u4e2d\u4e86\u81ea\u52a8\u5316\u8425\u9500\u5de5\u5177\u6700\u8106\u5f31\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u5b83\u4fdd\u969c\u4e86\u8f93\u51fa\u91cf\uff0c\u5374\u65e0\u6cd5\u62c5\u4fdd\u7ed3\u679c\u3002\u5176\u6b21\uff0c\u5176\u201c\u5168\u81ea\u52a8\u201d\u7684\u5356\u70b9\u4e0e\u7528\u6237\u5bf9\u54c1\u724c\u8c03\u6027\u63a7\u5236\u7684\u8bc9\u6c42\u5b58\u5728\u6f5c\u5728\u77db\u76fe\u3002\u867d\u7136\u63d0\u4f9b\u4e86\u624b\u52a8\u7f16\u8f91\u9009\u9879\uff0c\u4f46\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u662f\u89e3\u653e\u4eba\u529b\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u54c1\u724c\u8f93\u51fa\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u4e2a\u6027\u5316\u201d\u4e4b\u95f4\u5931\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSupapin\u662f\u4e00\u573a\u7cbe\u660e\u7684\u8d4c\u6ce8\uff1a\u8d4c\u7684\u662fPinterest\u4f5c\u4e3a\u6d41\u91cf\u6e20\u9053\u7684\u957f\u671f\u4ef7\u503c\uff0c\u4ee5\u53ca\u201c\u89c4\u6a21\u4f18\u5148\uff0c\u4f18\u5316\u540e\u7f6e\u201d\u7684\u8fd0\u8425\u7b56\u7565\u5728\u5f53\u524d\u9636\u6bb5\u7684\u53ef\u884c\u6027\u3002\u5b83\u6700\u9002\u5408\u7684\u5ba2\u6237\u5e76\u975e\u8ffd\u6c42\u6bcf\u4e00Pin\u90fd\u7cbe\u81f4\u6253\u78e8\u7684\u54c1\u724c\uff0c\u800c\u662f\u62e5\u6709\u5927\u91cf\u5185\u5bb9\u5e93\u5b58\u3001\u6025\u9700\u51b7\u542f\u52a8\u6216\u653e\u5927\u957f\u5c3e\u6d41\u91cf\u7684\u52a1\u5b9e\u578b\u73a9\u5bb6\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u81ea\u52a8\u5316\u5de5\u5382\u201d\u8fdb\u5316\u6210\u201c\u667a\u80fd\u4f18\u5316\u5f15\u64ce\u201d\uff0c\u7528\u6570\u636e\u8bc1\u660e\u5176\u4ea7\u751f\u7684Pin\u4e0d\u4ec5\u662f\u591a\u4e86\uff0c\u800c\u4e14\u662f\u66f4\u201c\u51c6\u201d\u4e86\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\">Supapin<\/span>\n <\/div>\n<div class=\"comment-content\">Supapin scans your site, creates professional pin designs, writes SEO-optimized descriptions, and publishes to Pinterest automatically. More pins, more traffic. All on autopilot.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Hunters! \ud83d\udc4b<\/p>\n<p>Today I’m excited to introduce <a href=\"https:\/\/supapin.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Supapin<\/strong><\/a><strong>.<\/strong><br \/>A tool my brother (@campvictors) and I have been building to solve a problem we kept running into: Pinterest is one of the best sources of organic traffic, but creating and publishing pins consistently is painfully manual and time-consuming.<\/p>\n<p><em>Supapin automates the entire Pinterest workflow.<\/em><br \/>It scans your website, generates professional pin designs using your content, writes SEO-optimized descriptions, and publishes them to Pinterest on autopilot. \ud83d\udccc\ud83e\udd16<\/p>\n<p>We built this for bloggers, e-commerce store owners, and marketers who know Pinterest drives traffic but don’t have the time to manage it manually every day.<\/p>\n<p>We’re offering <strong>50% OFF for 3 months<\/strong> for the PH community. Use code <strong>PH50<\/strong> at checkout.<\/p>\n<p>I’d love to hear your feedback and how you’re currently handling Pinterest. <br \/>Thanks for checking it out! \ud83d\ude0a<\/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\/@campvictors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campvictors<\/a> <a href=\"https:\/\/www.producthunt.com\/@camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> Supapin seems like a powerful way to automate Pinterest growth!<\/p>\n<\/p>\n<p>I tried exploring the site and was curious do first-time users immediately know which step to take to see value quickly?<\/p>\n<\/p>\n<p>Love how many features are packed in would be interesting to hear how you guide new users through the experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@campvictors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campvictors<\/a> <a href=\"https:\/\/www.producthunt.com\/@camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> <\/p>\n<\/p>\n<p>Nice!! Congrats, guys \ud83d\udc4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@campvictors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campvictors<\/a> <a href=\"https:\/\/www.producthunt.com\/@camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> This is super clever and will save so much time for anyone using Pinterest. Just gave it an upvote and can\u2019t wait to try automating my pin workflow with Supapin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the Supapin launch, <a href=\"https:\/\/www.producthunt.com\/@camposped\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> & <a href=\"https:\/\/www.producthunt.com\/@campvictors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"campvictors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campvictors<\/a>! Good product… you scan a website and it automatically turns everything into pins. This kind of automation saves time.<\/p>\n<p>I like this line in your testimonials: \u201c<strong>Set it up on Monday, had 200 pins scheduled by Tuesday<\/strong>.\u201d That line is very strong. It makes people stop and pay attention.<\/p>\n<p>One small thing I noticed. Your homepage says \u201cup and running in 3 minutes.\u201d It shows a 4-step process. <\/p>\n<p>Step 1 is clear: \u201cPaste your website URL.\u201d <\/p>\n<p>But Step 2 says \u201cPick your pin style.\u201d <\/p>\n<p>There is no picture or example of what the pin styles look like. A new user might feel confused. They may wonder: \u201cWhat am I choosing?\u201d before they start.<\/p>\n<p>I attached a screenshot to show what I mean.<\/p>\n<p>I am curious… have you tried showing pictures of the pin styles earlier? This might help people decide faster.<\/p>\n<p>Thanks!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2798caf8-9500-4438-9f23-112af89f3f19.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>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\/@camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> <a href=\"https:\/\/www.producthunt.com\/@campvictors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campvictors<\/a> <a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great feedback on the pin style previews. That’s the kind of thing that seems small but makes a huge difference for new users trying to decide.<\/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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> <a href=\"https:\/\/www.producthunt.com\/@dan16\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> Thanks so much for the detailed feedback, really appreciate it!<\/p>\n<p>What actually happens in that step is that we show a live preview of the pin designs using your website’s own branding. So by the time you’re choosing a style, you’re already seeing how your actual pins would look. <\/p>\n<p>It’s one of those things that makes more sense once you’re inside the flow, but you’ve given us a good nudge to make that clearer on the homepage itself. We’ll work on showing that preview experience earlier. <\/p>\n<p>Thanks again!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sounds very interesting <a href=\"https:\/\/www.producthunt.com\/@camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> ! Let me know if you are planning to run any discounts. I run a bunch of blogs and would love to try out supapin. I have never really paid attention to pinterest as a channel so far. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi<a href=\"https:\/\/www.producthunt.com\/@ambikaiyer29\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ambikaiyer29<\/a> !<\/p>\n<\/p>\n<p>Yes! We are offering a <strong>50% OFF discount<\/strong> for our launch today.<\/p>\n<p>You can use <strong>PH50<\/strong> at checkout to get the discount.<\/p>\n<\/p>\n<p>Please let me know what you think of our tool and 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>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>Congrats on the launch Pedro! Amazing product<\/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>Thanks, <a href=\"https:\/\/www.producthunt.com\/@glauberramos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glauberramos<\/a> !<\/p>\n<p>Glad you liked our tool \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 loved it <a href=\"https:\/\/www.producthunt.com\/@camposped\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"camposped\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camposped<\/a> , congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>Supapin looks great, planning to use it.<\/p>\n<p>Is there a way to schedule the creation? If not, is there a plan\/timeline on when this would be available?<\/p>\n<\/p>\n<p>Cheers!<\/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\/@sudoferraz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sudoferraz<\/a> appreciate the comment!<\/p>\n<\/p>\n<p>The initial pins are created in the initial setup and scheduled for the month. Then, next month, when your credits renew, we email you a new batch of generated pins for you to approve.<\/p>\n<p>You can also modify the content and the design of each one individually in the editor.<\/p>\n<\/p>\n<p>We\u2019re soon adding an option to run it fully on autopilot so it creates, schedule and publish pins without you even have to access our app \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@sudoferraz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sudoferraz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sudoferraz<\/a> ! <br \/>Yes, scheduling is already built in. You set how many pins you want published per day (we recommend 3\u20135), and Supapin automatically creates and publishes them on a rolling schedule. Once you connect your website and Pinterest account, it runs on its own every day. <\/p>\n<p>Give it a try and let me know if you have any questions! \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Automating creation is one part. The harder part is usually whether those pins actually get picked up and drive anything back. How this holds up once it\u2019s running for a while, not just in terms of output but what kind of traffic it actually brings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fair point, <a href=\"https:\/\/www.producthunt.com\/@arun_tamang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a>. Pinterest still needs to do its job. What we see so far is that consistency is the biggest factor: accounts that pin daily for 2-3 months are the ones that start seeing real traffic. Supapin handles the boring part, Pinterest does the rest \ud83e\udd1e <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Pinterest is so underrated for traffic. The auto board matching is what got me, that’s usually the most annoying part. How accurate is it after a few hundred pins?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@dan16\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dan16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan16<\/a> ! \ud83d\udc4a\ud83c\udffb<br \/>I completely agree. Pinterest is one of the most underrated traffic channels out there.<\/p>\n<p>Regarding accuracy, board matching uses page content (title, description, main text) to find the best match among your existing boards. It’s accurate most of the time. But even so, you have full control to reassign before publishing. The more descriptive your board names are, the more accurate the match will be.<\/p>\n<p>There’s also the option to generate AI-generated boards with better names and descriptions for your website.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Pedro!<\/p>\n<p>Do you plan on adding an API for it in the future? I was thinking I could use my OpenClaw instance (or Claude Code) to operate it for me in the future, this will make it really easy to do \ud83d\ude42<\/p>\n<p>It would be awesome to ask it “What are the upcoming pins for this week” and have it from there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting idea, how do you handle sites with lots of different products\/pages without the generated pins feeling too repetitive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cosmin1907\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmin1907<\/a> thanks for the comment!<\/p>\n<\/p>\n<p>We allow the user to select which pages he wants pins generated for, how many of those pages you want to repeat pins for and set other rules for scheduling.<\/p>\n<\/p>\n<p>Also, the user can manually modify, reject or aprove each pin before scheduling it for publishing.<\/p>\n<p>Or run it on autopilot \ud83d\ude0a<\/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>Pinterest has always had an unusual ROI problem. The returns are real, but the consistency required to capture them kills momentum for almost every team that tries. Supapin goes after that specific failure point, and the approach is smarter than Pinterest automation makes it sound.<\/p>\n<\/p>\n<p>The shift worth naming is this: treating Pinterest as a compounding distribution channel rather than a design task changes what the product actually is. You’re not selling pin creation. You’re selling continuous surface area, more indexed visuals, more entry points, and more shots at discovery without additional effort per piece of content.<\/p>\n<\/p>\n<p>That reframes Supapin from a scheduling tool into something closer to a traffic multiplier for content that already exists. And that framing carries a lot more weight with the founder who’s sitting on a library of underperforming content than automating your Pinterest does.<\/p>\n<\/p>\n<p>Curious whether the vision stays Pinterest-native or expands into a broader visual distribution layer across platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/T6FQOWZ5UIDGBH\" class=\"app-title\">Noctiluca<\/a><\/p>\n<div class=\"one-liner\">A new remote desktop for macOS<\/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>Noctiluca\u662f\u4e00\u6b3e\u57fa\u4e8e\u81ea\u7814Sirius\u534f\u8bae\u7684\u9ad8\u6027\u80fd\u8fdc\u7a0b\u684c\u9762\u8f6f\u4ef6\uff0c\u4e13\u4e3amacOS\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u8de8\u5e73\u53f0\u3001\u8de8\u64cd\u4f5c\u7cfb\u7edf\u8fdc\u7a0b\u8bbf\u95eeMac\u65f6\u9047\u5230\u7684\u5ef6\u8fdf\u9ad8\u3001\u753b\u8d28\u5dee\u3001\u952e\u4f4d\u51b2\u7a81\u7b49\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u5728Linux\u6216Windows\u73af\u5883\u4e0b\u6d41\u7545\u4f7f\u7528MacOS\u751f\u6001\u7684\u4e13\u4e1a\u5f00\u53d1\u8005\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65fef279-0009-46f4-8e6c-0ba3cca3f9f7.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\/13f1813e-29a2-4f91-b79c-8520723b698b.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\/13c65101-5fae-4799-9680-d5dc21cfbb89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/490a7ec0-fe3a-48c5-a3ad-9e41c4b4951c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7eb4abd-d3d6-44f6-a932-e83a1d4d5c61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9508d11f-30f1-43c9-a26a-c7978496d67a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2dae9da-37c0-4e33-ad5d-1463c71cd658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c02cd95d-f5cd-4676-922d-1bb7cafdd272.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\/852be569-fb18-415a-bad4-bd3fbf7807c0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WRdfhBiir2I\"><source src=\"https:\/\/youtu.be\/WRdfhBiir2I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u684c\u9762\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">macOS\u8fdc\u7a0b\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u591a\u663e\u793a\u5668\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u6001\u7cfb\u7edf\u6865\u63a5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\uff1a\u521b\u59cb\u4eba\u56e0\u8de8\u5e73\u53f0\u5f00\u53d1\u75db\u70b9\uff08VNC\u5ef6\u8fdf\u3001Chrome\u8fdc\u7a0b\u684c\u9762\u952e\u4f4d\u51b2\u7a81\uff09\u800c\u81ea\u7814\uff0c\u4ea7\u54c1\u54f2\u5b66\u5f3a\u8c03\u201c\u6323\u8131\u751f\u6001\u675f\u7f1a\u201d\u800c\u975e\u5355\u7eaf\u201c\u8fdc\u7a0b\u63a5\u5165\u201d\u3002\u957f\u8fdc\u613f\u666f\u662f\u901a\u8fc7\u5f00\u6e90Sirius\u534f\u8bae\uff0c\u6210\u4e3a\u8fde\u63a5\u5c01\u95ed\u751f\u6001\u7cfb\u7edf\u7684\u6865\u6881\uff0c\u5e76\u6700\u7ec8\u5b9e\u73b0\u5e94\u7528\u6d41\uff08AppStream\uff09\u4ee5\u5f7b\u5e95\u6253\u7834\u64cd\u4f5c\u7cfb\u7edf\u8fb9\u754c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Noctiluca\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u8fdc\u7a0b\u684c\u9762\u5de5\u5177\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\u7684\u98a0\u8986\u6027\u5c1d\u8bd5\uff1a\u5728\u6280\u672f\u5c42\uff0c\u5b83\u629b\u5f03\u4e86\u9648\u65e7\u7684VNC\u548c\u590d\u6742\u7684RDP\uff0c\u57fa\u4e8eQUIC\u81ea\u7814Sirius\u534f\u8bae\uff0c\u5e76\u4f18\u5148\u96c6\u6210macOS\u7684\u786c\u4ef6\u7f16\u89e3\u7801\u80fd\u529b\uff0c\u8fd9\u76f4\u51fb\u4e86\u8fdc\u7a0b\u684c\u9762\u6838\u5fc3\u7684\u6027\u80fd\u4e0e\u753b\u8d28\u987d\u75be\uff0c\u662f\u52a1\u5b9e\u7684\u6280\u672f\u9769\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u6218\u7565\u5c42\u5b9a\u4f4d\u3002\u521b\u59cb\u4eba\u7684\u4e2a\u4eba\u53d9\u4e8b\u548c\u4ea7\u54c1\u613f\u666f\u63ed\u793a\u4e86\u4e00\u79cd\u201c\u53cd\u5411\u63a5\u5165\u201d\u54f2\u5b66\uff1a\u5176\u7ec8\u6781\u76ee\u6807\u201cAppStream\u201d\u65e8\u5728\u5c06\u7279\u5b9a\u5e94\u7528\uff08\u5982Xcode\uff09\u4ecemacOS\u4e2d\u5265\u79bb\u3001\u6d41\u5f0f\u4f20\u8f93\u5230\u5176\u4ed6\u8bbe\u5907\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u64cd\u4f5c\u7cfb\u7edf\u5784\u65ad\u548c\u786c\u4ef6\u6346\u7ed1\u53d1\u8d77\u7684\u6311\u6218\u3002\u5b83\u5c06\u8fdc\u7a0b\u684c\u9762\u4ece\u201c\u8bbf\u95ee\u5de5\u5177\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u751f\u6001\u89e3\u8026\u5668\u201d\u3002\u540c\u65f6\uff0c\u5c06\u6838\u5fc3\u534f\u8bae\u5f00\u6e90\uff0c\u610f\u56fe\u4f7fSirius\u6210\u4e3a\u8de8\u82f9\u679c\u3001Linux\u3001Windows\u7b49\u5c01\u95ed\u82b1\u56ed\u7684\u201c\u516c\u5171\u6865\u6881\u201d\uff0c\u8fd9\u6b65\u68cb\u82e5\u80fd\u6210\u529f\uff0c\u5c06\u4f7f\u5176\u4ece\u5355\u4e00\u4ea7\u54c1\u8dc3\u5347\u4e3a\u4e8b\u5b9e\u6807\u51c6\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u540c\u6837\u663e\u8457\u3002\u5b8f\u4f1f\u7684\u201c\u7834\u58c1\u201d\u613f\u666f\u4f9d\u8d56\u5c1a\u5728\u5b9e\u9a8c\u4e2d\u7684AppStream\u529f\u80fd\uff0c\u4e14\u9762\u4e34\u5f3a\u5927\u7684\u65e2\u6709\u751f\u6001\u58c1\u5792\u3002\u5f00\u6e90\u534f\u8bae\u662f\u6784\u5efa\u751f\u6001\u7684\u5229\u5668\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u6838\u5fc3\u6280\u672f\u4f18\u52bf\u88ab\u5feb\u901f\u7a00\u91ca\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u4e3a\u7279\u5b9a\u9ad8\u7aef\u573a\u666f\uff08\u5982\u8de8\u5e73\u53f0\u5f00\u53d1\u8005\uff09\u670d\u52a1\u7684\u950b\u5229\u5de5\u5177\uff0c\u80fd\u5426\u4ece\u201c\u4ffa\u5f97\u201d\u8d70\u5411\u201c\u8ab0\u5f97\u201d\uff0c\u6210\u957f\u4e3a\u771f\u6b63\u7684\u8de8\u751f\u6001\u6865\u6881\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u5f00\u6e90\u793e\u533a\u7684\u8fd0\u8425\u80fd\u529b\u3001\u5927\u578b\u79d1\u6280\u516c\u53f8\u7684\u6001\u5ea6\uff0c\u4ee5\u53ca\u5176\u80fd\u5426\u5728\u201c\u534f\u8bae\u5e73\u53f0\u201d\u4e0e\u201c\u5546\u4e1a\u4ea7\u54c1\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\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\">Noctiluca<\/span>\n <\/div>\n<div class=\"comment-content\">Noctiluca is a remote desktop server\/client for macOS, built on Sirius \u2014 our custom protocol over QUIC. \u26a1 HW-accelerated H.265\/H.264 via VideoToolbox \ud83d\udda5\ufe0f Multi-display with detachable windows \ud83d\udd11 SSH key authentication \ud83c\udf10 Free cross-platform clients (macOS, iOS, Windows, Linux) \ud83c\udfa8 Experimental HDR streaming Sirius protocol spec is open source. Client reference library (libsirius) coming this summer. https:\/\/github.com\/team-unstablers\/SiriusProtocol<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There’s a Japanese internet slang “\u8ab0\u5f97” (daretoku) \u2014 roughly meaning “who even benefits from this?” And the classic comeback is “\u4ffa\u5f97\u3060\uff01” (oretoku da!) \u2014 “I do!” That’s exactly how this app started. I built Noctiluca because I needed it.<\/p>\n<p>I’ve been a Linux desktop user for nearly 15 years, mostly on KDE Plasma. After starting a small company, iOS development became a bigger part of my work, so I reluctantly bought a Mac \u2014 and reluctantly made it my main machine.<\/p>\n<p>I tried everything to stay on Linux. VNC? Painfully slow on non-Mac clients. Chrome Remote Desktop? Better than VNC, but still laggy \u2014 and being browser-based, it can’t grab system keys. xrdp? I actually built a predecessor to Noctiluca called ‘\u9e97 ~Ulalaca~’ (<a href=\"https:\/\/github.com\/team-unstablers\/ulalaca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/team-unstable…<\/a>), but gave up due to the sheer complexity of the RDP specification.<\/p>\n<p>I wanted to build something like RDP \u2014 but for Mac.<\/p>\n<p>Building this app is also my journey back to Linux. My ultimate goal: plug my iPhone into my Linux laptop, have it recognized by a Mac in another room, and use Noctiluca’s ‘AppStream’ to run just Xcode \u2014 as if it were a native Linux app.<\/p>\n<p>There’s also a deeply personal motivation behind this app and the Sirius protocol. Someone very dear to me, who is no longer with us, first taught me programming through Perl. He loved Linux and open-source software. When the time is right, I plan to open-source the Qt-based Linux\/Windows Noctiluca Navigator and libsirius. I want to see my software officially packaged in Debian\/Ubuntu distributions \u2014 and show that to him, wherever he is.<\/p>\n<p>Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The framing that keeps standing out is independence over access. Remote desktop tools optimize for getting in. Sirius optimizes for getting out, and that’s a fundamentally different product philosophy hiding inside a familiar category.<\/p>\n<\/p>\n<p>The portability angle is where it gets interesting. This stops being remote desktop for macOS the moment AppStream lands. At that point you’re not competing with VNC or RDP; you’re chipping away at OS boundaries entirely. That’s a much larger conversation to be in.<\/p>\n<\/p>\n<p>The open protocol move is the real leverage point, though. If others build on Sirius, Noctiluca stops being a product and starts becoming the default bridge between locked ecosystems. That kind of positioning doesn’t get claimed by explaining features; it gets claimed by naming the category before anyone else does.<\/p>\n<\/p>\n<p>The long term vision is Sirius as an open standard others adopt or something that stays tightly coupled to your own stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Gyuhwan, 15 years on Linux and then being forced onto a Mac for iOS dev sounds painful. Was there a specific day where you tried VNC or Chrome Remote Desktop, hit the lag or the missing system keys issue again, and just thought okay I need to build something better myself?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Hey, thank you for the comment!<\/p>\n<\/p>\n<p>At the time, Chrome Remote Desktop was actually the best option I had. It was reasonably stable and smooth. But the keybinding issue was a dealbreaker I just couldn’t work around. Certain key combinations would close the browser tab or trigger a page refresh \u2014 and when you’re trying to work in a remote desktop session, that’s absolutely maddening.<\/p>\n<\/p>\n<p>That frustration reminded me of xrdp, which I’d used years earlier. I thought, “xrdp is open source \u2014 I can just write a plugin for it myself!” That’s how the early version of <a href=\"https:\/\/github.com\/team-unstablers\/ulalaca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u9e97 ~Ulalaca~<\/a> was born.<\/p>\n<\/p>\n<p>But I eventually hit a wall \u2014 the RDP specification is incredibly complex to implement, and Microsoft had effectively abandoned RemoteFX\/GFX, which was the graphics pipeline I needed. So I decided to start from scratch and design both Noctiluca and the Sirius protocol from the ground up.<\/p>\n<\/p>\n<p>Looking back, that browser keybinding issue was the spark that set everything in motion. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5G3QGI4OAYWJV7\" class=\"app-title\">CapCut Video Studio<\/a><\/p>\n<div class=\"one-liner\">Transform Ideas Into Stunning AI Videos<\/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>\u4e00\u6b3e\u57fa\u4e8e\u753b\u5e03\u7684AI\u89c6\u9891\u751f\u4ea7\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u96c6\u6210\u4ece\u6784\u601d\u5230\u5bfc\u51fa\u7684\u5168\u6d41\u7a0bAI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u3001\u5236\u4f5c\u95e8\u69db\u9ad8\u7684\u75db\u70b9\uff0c\u52a9\u529b\u521b\u4f5c\u8005\u9ad8\u6548\u4ea7\u51fa\u89c6\u9891\u5185\u5bb9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7535fef2-8102-4313-9ef3-4469f9c1200e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1101d7d0-5c60-420b-9728-59b2e28cd165.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a66398e-b88e-4673-9c1d-d1902ba6f659.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3a1ea4e-7555-4976-9fae-9b51fae5aa67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4d352f9-24c3-4f5d-b16f-3d8872f4c369.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\/f7cfb3b6-2295-4e92-8c21-5cea832120ec.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=O06PwuM3b8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=O06PwuM3b8g\" 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\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u6545\u4e8b\u677f<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u811a\u672c<\/span><br \/>\n <span class=\"tag\">\u753b\u5e03\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/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>\u8bc4\u8bba\u6570\u91cf\u8f83\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\u3002\u4e3b\u8981\u89c2\u70b9\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u662f\u5411\u201c\u4e00\u4f53\u5316AI\u89c6\u9891\u751f\u4ea7\u201d\u8fc8\u51fa\u7684\u91cd\u8981\u4e00\u6b65\uff0c\u6574\u5408\u4e86\u4ece\u6784\u601d\u5230\u5bfc\u51fa\u7684\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u4ee5\u5f80\u9700\u8981\u591a\u5de5\u5177\u5207\u6362\u7684\u75db\u70b9\u3002\u6709\u7528\u6237\u8868\u793a\u56e0\u5176\u5728\u8425\u9500\u63a8\u5e7f\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\u800c\u770b\u597d\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 CapCut Video Studio\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u5b57\u8282\u8df3\u52a8\u5bf9\u5176\u62f3\u5934\u526a\u8f91\u5de5\u5177CapCut\u7684\u4e00\u6b21\u201c\u81ea\u6211\u9769\u547d\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u65b0\u589e\u67d0\u4e2a\u5355\u9879AI\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5bf9\u4f20\u7edf\u201c\u65f6\u95f4\u7ebf\u201d\u89c6\u9891\u751f\u4ea7\u8303\u5f0f\u7684\u5f7b\u5e95\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7528\u201c\u65e0\u9650\u753b\u5e03\u201d\u53d6\u4ee3\u201c\u7ebf\u6027\u65f6\u95f4\u7ebf\u201d\uff0c\u8fd9\u7edd\u975e\u7b80\u5355\u7684\u754c\u9762\u6539\u52a8\uff0c\u800c\u662f\u5c06\u89c6\u9891\u521b\u4f5c\u4ece\u201c\u526a\u8f91\u601d\u7ef4\u201d\u8f6c\u5411\u201c\u7a7a\u95f4\u8bbe\u8ba1\u4e0e\u53d9\u4e8b\u601d\u7ef4\u201d\u3002\u5176\u5ba3\u79f0\u7684\u4ece\u201c\u60f3\u6cd5\u5230\u5bfc\u51fa\u201d\u7684\u4e00\u7ad9\u5f0f\u6d41\u7a0b\uff0c\u5c24\u5176\u662f\u5185\u7f6eAI\u4ee3\u7406\u6784\u601d\u4e0e\u6545\u4e8b\u677f\u529f\u80fd\uff0c\u76f4\u51fb\u4e1a\u4f59\u53ca\u534a\u4e13\u4e1a\u521b\u4f5c\u8005\u6700\u6838\u5fc3\u7684\u75db\u70b9\uff1a\u542f\u52a8\u9636\u6bb5\u7684\u201c\u7a7a\u767d\u9875\u6050\u60e7\u201d\u4e0e\u53d9\u4e8b\u7ed3\u6784\u6df7\u4e71\u3002\u8fd9\u8bd5\u56fe\u5c06\u4e13\u4e1a\u524d\u671f\u7b56\u5212\u6d41\u7a0b\uff08\u5982\u811a\u672c\u3001\u5206\u955c\uff09AI\u5316\u3001\u5e73\u6c11\u5316\uff0c\u662f\u6bd4\u5355\u7eaf\u751f\u6210\u89c6\u9891\u7247\u6bb5\u66f4\u5177\u91ce\u5fc3\u7684\u201c\u521b\u4f5c\u4e2d\u53f0\u201d\u601d\u8def\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\u201cAll-in-One\u201d\u5de5\u5177\u5e38\u9677\u5165\u201c\u5168\u80fd\u5168\u4e0d\u7cbe\u201d\u7684\u7a98\u5883\uff0c\u9762\u5bf9\u4e13\u4e1a\u7528\u6237\u7684\u6df1\u5ea6\u9700\u6c42\u4e0e\u5782\u76f4AI\u5de5\u5177\uff08\u5982Sora\u3001Pika\uff09\u7684\u751f\u6210\u8d28\u91cf\uff0c\u5176\u6bcf\u4e2a\u6a21\u5757\u80fd\u5426\u4fdd\u6301\u7ade\u4e89\u529b\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u521b\u4f5c\u538b\u7f29\u8fdb\u5355\u4e00\u753b\u5e03\uff0c\u53ef\u80fd\u5e26\u6765\u754c\u9762\u6df7\u4e71\u4e0e\u6027\u80fd\u8d1f\u62c5\uff0c\u5f71\u54cd\u6838\u5fc3\u7684\u7f16\u8f91\u4f53\u9a8c\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ece\u201c\u514d\u8d39\u526a\u8f91\u201d\u8f6c\u5411\u201cAI\u7b97\u529b\u6d88\u8017\u201d\uff0c\u7528\u6237\u5728\u4e3aAI Credits\u4ed8\u8d39\u540e\uff0c\u80fd\u5426\u83b7\u5f97\u4e0e\u4e4b\u5339\u914d\u7684\u4ea7\u51fa\u6548\u7387\u4e0e\u8d28\u91cf\uff0c\u5c06\u662f\u7559\u5b58\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d107\u7684\u6295\u7968\u6570\u7565\u663e\u5e73\u6de1\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u201c\u53c8\u4e00\u6b3eAI\u89c6\u9891\u5de5\u5177\u201d\u7684\u5ba1\u614e\u6001\u5ea6\u3002\u5b83\u7684\u771f\u6b63\u8bd5\u91d1\u77f3\uff0c\u5728\u4e8e\u80fd\u5426\u51ed\u501f\u65e0\u7f1d\u7684\u6d41\u7a0b\u6574\u5408\uff0c\u5f62\u6210\u8d85\u8d8a\u529f\u80fd\u5806\u780c\u7684\u201c\u521b\u4f5c\u4f53\u9a8c\u62a4\u57ce\u6cb3\u201d\uff0c\u4ece\u800c\u5728\u62e5\u6324\u7684AI\u89c6\u9891\u8d5b\u9053\u4e2d\uff0c\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u89c6\u9891\u751f\u4ea7\u5de5\u5177\u7684\u65b0\u6807\u51c6\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\">CapCut Video Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Video Studio is your canvas-based AI production workspace, built for creators at every level to bring great stories to life.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters <\/p>\n<p>I am excited to hunt <strong>CapCut Video Studio<\/strong> \ud83c\udfac<\/p>\n<\/p>\n<p>This is a <em>timeline-free<\/em>, canvas-based AI workspace that completely rethinks how videos are created on CapCut Web.<\/p>\n<p>Instead of juggling tools, you can now go from <strong>idea \u2192 storyboard \u2192 generation \u2192 editing \u2192 export<\/strong> all in one place.<\/p>\n<\/p>\n<p>What stands out:<\/p>\n<ul>\n<li>\n<p>AI agent to help with ideation & scripting<\/p>\n<\/li>\n<li>\n<p>Built-in storyboard for structuring your story<\/p>\n<\/li>\n<li>\n<p>Powerful image & video generation (with omni reference)<\/p>\n<\/li>\n<li>\n<p>Full editing toolkit on a single unlimited canvas<\/p>\n<\/li>\n<\/ul>\n<p>Whether you’re creating <strong>short films, ads, animations, or explainers<\/strong>, this feels like a big step toward all-in-one AI video production.<\/p>\n<\/p>\n<p>\ud83d\udca1 Bonus: You get free credits to try it out!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been tinkering with AI videos for launches and promotions for so long, this looks very promising <a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/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<\/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\/MPDWA5BH6DCLT7\" class=\"app-title\">1DevTool<\/a><\/p>\n<div class=\"one-liner\">Multi-project IDE with persistent terminals and 9 dev tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e86\u7ec8\u7aef\u3001\u6d4f\u89c8\u5668\u3001API\u5ba2\u6237\u7aef\u3001\u6570\u636e\u5e93\u7b49\u4e5d\u5927\u5f00\u53d1\u5de5\u5177\u7684\u591a\u9879\u76eeIDE\uff0c\u901a\u8fc7\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u548c\u5171\u4eab\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u540c\u65f6\u5904\u7406\u591a\u4e2a\u9879\u76ee\u65f6\u7a97\u53e3\u6df7\u4e71\u3001\u73af\u5883\u91cd\u5efa\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u7684\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c34c51f-da63-486d-b694-6455351c0eaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26b5fdac-1b9a-4223-a097-280a86d331df.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\/1b59e55d-b27a-4fde-8443-701ed8f1e42b.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\/e7e6545e-1ef0-4077-87bd-8b6feae62bd7.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\/b504bf22-2ae3-4637-8453-b9665a33fdaa.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\/91c71eed-72e8-4dc1-abfc-0afce6e09519.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\/c27b2766-f245-4f5a-a15c-8963657798d5.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\/f1f2c128-cabe-4fc1-8a15-6b3162d9e28a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UOpsEVB4JIU\"><source src=\"https:\/\/www.youtube.com\/watch?v=UOpsEVB4JIU\" 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\">\u96c6\u6210\u5f00\u53d1\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u591a\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177\u805a\u5408<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u591a\u9879\u76ee\u7a97\u53e3\u7ba1\u7406\u6df7\u4e71\u548c\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u6838\u5fc3\u75db\u70b9\u3002\u79ef\u6781\u53cd\u9988\u5305\u62ec\uff1a\u5de5\u5177\u96c6\u6210\u5ea6\u9ad8\u3001AI\u4e0a\u4e0b\u6587\u5171\u4eab\u5b9e\u7528\u3001\u7ec8\u7aef\u6301\u4e45\u5316\u4f53\u9a8c\u597d\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\uff1a\u81ea\u52a8\u7c98\u8d34\u526a\u8d34\u677f\u5b58\u5728bug\u9700\u4fee\u590d\uff1b\u8fdb\u4e00\u6b65\u8be2\u95eeAI\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u9694\u79bb\u673a\u5236\u4e0e\u672a\u6765\u5de5\u5177\u6269\u5c55\u8ba1\u5212\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 1DevTool \u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u505a\u201c\u5de5\u5177\u7684\u7f1d\u5408\u602a\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u96c6\u6210\u73af\u5883**\u3002\u5b83\u5c06\u4f20\u7edf\u5206\u6563\u7684\u7ec8\u7aef\u3001\u6d4f\u89c8\u5668\u3001\u6570\u636e\u5e93\u5ba2\u6237\u7aef\u7b49\u5de5\u5177\u7f6e\u4e8e\u540c\u4e00\u5e95\u5c42\u6c99\u7bb1\uff0c\u5b9e\u73b0\u4e86\u72b6\u6001\u4e0e\u4e8b\u4ef6\u7684\u4e92\u8054\u4e92\u901a\u3002\u8fd9\u76f4\u63a5\u5e26\u6765\u4e86\u4e24\u5927\u8d28\u53d8\uff1a\u4e00\u662f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u65e0\u7f1d\u7684\u3001\u8fde\u7eed\u7684\u5de5\u4f5c\u6d41\u4f53\u9a8c\uff0c\u5c06\u201c\u590d\u5236\u7c98\u8d34\u65e5\u5fd7\u201d\u7684\u8c03\u8bd5\u6a21\u5f0f\u5347\u7ea7\u4e3a\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u5bf9\u8bdd\u6a21\u5f0f\uff1b\u4e8c\u662f\u4e3a\u5185\u7f6eAI\u4ee3\u7406\u63d0\u4f9b\u4e86\u771f\u5b9e\u3001\u5b9e\u65f6\u3001\u5168\u9762\u7684\u7cfb\u7edf\u72b6\u6001\u89c6\u56fe\uff0c\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86AI\u4e0e\u5f00\u53d1\u8005\u201c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u201d\u7684\u95ee\u9898\uff0c\u4f7fAI\u4ece\u57fa\u4e8e\u6587\u672c\u731c\u6d4b\u7684\u201c\u76f2\u4eba\u987e\u95ee\u201d\u8f6c\u53d8\u4e3a\u62e5\u6709\u4e0a\u5e1d\u89c6\u89d2\u7684\u201c\u534f\u4f5c\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u7528\u201c\u9879\u76ee\u5de5\u4f5c\u7a7a\u95f4\u201d\u4f5c\u4e3a\u9694\u79bb\u5355\u5143\uff0c\u65e2\u4fdd\u8bc1\u4e86\u591a\u4efb\u52a1\u73af\u5883\u7684\u7eaf\u51c0\uff0c\u53c8\u901a\u8fc7\u201cChannels\u201d\u529f\u80fd\u652f\u6301\u4e86\u9879\u76ee\u5185\u7684\u591a\u4ee3\u7406\u534f\u4f5c\uff0c\u5728\u7075\u6d3b\u6027\u4e0e\u79e9\u5e8f\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u5176\u57fa\u4e8etmux\u7684\u7ec8\u7aef\u6301\u4e45\u5316\uff0c\u66f4\u662f\u76f4\u51fb\u4e86\u5f00\u53d1\u8005\u6bcf\u65e5\u91cd\u5efa\u73af\u5883\u7684\u6838\u5fc3\u75d2\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u96c6\u6210\u6df1\u5ea6\u201d\u4e0e\u201c\u5de5\u5177\u4e13\u4e1a\u6027\u201d\u7684\u6c38\u6052\u77db\u76fe\u3002\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u3001\u6d41\u7545\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u5355\u4e2a\u5de5\u5177\uff08\u5982IDE\u3001\u6570\u636e\u5e93\u5ba2\u6237\u7aef\uff09\u7684\u6df1\u5ea6\u529f\u80fd\u9700\u6c42\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u6210\u4e3a\u4e00\u4e2a\u201c\u5076\u5c14\u7528\u7528\u7684\u4fbf\u6377\u5de5\u5177\u201d\uff0c\u8fd8\u662f\u5f00\u53d1\u8005\u613f\u610f\u957f\u671f\u9a7b\u7559\u7684\u201c\u4e3b\u5de5\u4f5c\u7ad9\u201d\u3002\u6b64\u5916\uff0c\u5176AI\u529f\u80fd\u7684\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u4e0b\u6587\u7684\u8d28\u91cf\u4e0e\u5e7f\u5ea6\uff0c\u76ee\u524d\u770b\u6765\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u8c03\u8bd5\u526f\u9a7e\u9a76\u201d\uff0c\u8ddd\u79bb\u5176\u613f\u666f\u4e2d\u201c\u9884\u6d4b\u6027AI\u5efa\u8bae\u201d\u7684\u667a\u80fd\u73af\u5883\u5c1a\u6709\u8ddd\u79bb\u3002\u5b83\u5f00\u542f\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u6218\u5f79\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\">1DevTool<\/span>\n <\/div>\n<div class=\"comment-content\">1DevTool puts 9 dev tools \u2014 browser, API client, DB, terminal & more \u2014 in one window. Your AI agent sees exactly what you see: browser errors, API logs, DB queries. No copy-pasting context. Send logs directly to AI terminals. Orchestrate multiple agents via chat with @mentions. Terminals backed by tmux \u2014 persistent across sessions. Running 3 projects at once? Each gets its own terminal, browser tab, and AI agent \u2014 all in one persistent workspace. No lost context when switching projects.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I usually work on 5\u20136 projects at the same time.<br \/>Each coding session is like 2\u20133 projects, each project has 3\u20134 terminals, plus IDE, browser to check console + network, Postman, DB client\u2026<br \/>I even organized desktops on macOS to keep things clean.<br \/>But the moment I plug\/unplug an external monitor, everything explodes. Terminals jump desktops, windows stack everywhere \ud83d\ude35<br \/>And I also have the habit of closing everything to keep things tidy.<br \/>Next day? Rebuild the whole workspace again.<br \/>After doing that over and over, I couldn\u2019t take it anymore \u2014 so I built 1DevTool.<br \/>1 app = 1 project workspace.<br \/>Terminal, browser, IDE, AI agent \u2014 all inside one window.<br \/>But the key point isn\u2019t just putting tools together.<br \/>Because when everything lives in the same place, they know each other. The browser knows what page you\u2019re on. The DB client knows what query you ran. The API client knows which request failed.<br \/>So AI already has the context \u2014 you don\u2019t need to explain or copy logs.<br \/>You just ask.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5beaf6d-c023-421c-9fd8-8fe26865060e.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a568542-2f71-4e37-8da1-5757af66ff42.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b0fa9f3-0c3b-43f0-a0e1-3e4cf4eb03a9.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Here are some things that already work:<br \/>\ud83d\udd17 Send to AI \u2014 Error in browser, DB client, or HTTP client? Click one button and AI gets the exact context: DOM, interaction logs, query logs, HTTP request. No copy-paste. Eventually AI will auto-detect errors.<br \/>\u270d\ufe0f Agent Input (Cmd+I) \u2014 Expandable prompt editor. Drag files, images, markdown, even edit screenshots. If you\u2019re writing prompts in Notes\/Obsidian and pasting them into the terminal, this replaces that.<br \/>\ud83d\udcbe Terminal persistence \u2014 Powered by tmux under the hood. Close your laptop, reopen it later, sessions are still there. Layouts: 2\u00d72 grid, vertical tabs, columns, rows, canvas.<br \/>\ud83d\udd01 Resume \u2014 Revisit previous AI chats visually. Combine chats from multiple AIs (Claude, Codex, etc.) into a new session. Prompt history and reusable skills included.<\/p>\n<p>Other stuff included:<br \/>Markdown Reader Mode, AI completion notifications, a Kanban dashboard for all terminals (idle \/ running \/ needs review), plus Docker, DB client, HTTP client, Git, and a basic design tool \u2014 enough to avoid opening a bunch of separate apps.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6e2f172-c19c-4d16-bb59-1b8fb6d8fbe5.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p>You can try it free at 1devtool.com \u2014 includes 1 project + 4 terminals.<br \/>Curious: how do you manage multiple projects at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>working on three projects at once usually means chaos on my screen. A persistent workspace for each one keep things under control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anil_yadav38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yadav38<\/a> 100%, that’s exactly the problem I built this to solve. Each project keeps its own terminals, open files, layout, database connections, HTTP requests – everything. Switch away, come back, it’s all exactly where you left it. Your terminals even survive app restarts. No more “wait, which tab was that in again?” chaos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>what kind of tools are included right now, and do you plan to keep expanding the list?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> <br \/>Right now, 1DevTool includes:<\/p>\n<ul>\n<li>\n<p><strong>Terminal with multi-pane grid layout<\/strong> and built-in AI agent support <em>(Claude, Codex, Gemini, and others)<\/em><\/p>\n<\/li>\n<li>\n<p><strong>Code editor<\/strong> powered by Monaco <em>(the same engine used in VS Code)<\/em><\/p>\n<\/li>\n<li>\n<p><strong>Built-in browser<\/strong> for live preview, record interactions, console, networks<\/p>\n<\/li>\n<li>\n<p><strong>HTTP client<\/strong> for API testing<\/p>\n<\/li>\n<li>\n<p><strong>Database client<\/strong> supporting <strong>13+ engines<\/strong> \u2014 PostgreSQL, MySQL, MongoDB, Redis, Elasticsearch, Kafka, ClickHouse, and more<\/p>\n<\/li>\n<li>\n<p><strong>Git client<\/strong> for visual Git operations<\/p>\n<\/li>\n<li>\n<p><strong>Channels<\/strong> for multi-agent AI collaboration<\/p>\n<\/li>\n<li>\n<p><strong>Toolbox with 17 utilities<\/strong> \u2014 JSON formatter, JWT decoder, regex tester, diff viewer, Base64 tools, UUID generator, and more<\/p>\n<\/li>\n<\/ul>\n<p>And we\u2019re definitely <strong>not stopping here<\/strong>.<\/p>\n<\/p>\n<p>Design tools, more <strong>AI-powered features<\/strong>, and <strong>testing tools<\/strong> are already in the pipeline.<\/p>\n<\/p>\n<p><strong>The vision:<\/strong><\/p>\n<p>Make it the <strong>only window you need open while coding <\/strong>and you can Send to AI from everywhere <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khoa_nvk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"khoa_nvk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khoa_nvk<\/a>Congrats on the launch) <\/p>\n<p>How does the AI handle context across multiple projects simultaneously \u2014 does each get isolated memory or is it one shared context?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks Denis! Each project gets its own fully isolated workspace – separate terminals, files, environment variables, and AI sessions. So if you’re running Claude in Project A and Codex in Project B, they’re completely independent. <\/p>\n<p>Nothing bleeds across. We also have a Channels feature where you can have multiple AI agents collaborate together, and even those conversations are scoped to the project you’re working in. So yeah, no cross-world \u2014 each project is its own little world. <\/p>\n<p>I used tmux & node-pty behind the scene<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Some screenshots from the apps<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09ab5c58-e51c-4be9-bec9-2f78bc2a585b.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Context fragmentation is the silent productivity killer most dev workflows never fully solve. Switching between terminals, browsers, databases, and Postman tabs isn’t just friction; it’s a concentration tax that compounds across every session.<\/p>\n<\/p>\n<p>What 1DevTool gets right is the layer underneath the consolidation. Tools that can see each other and share context automatically aren’t a workspace aggregator; they’re a self aware environment. That distinction changes what’s actually possible inside it, for developers and AI agents alike.<\/p>\n<\/p>\n<p>The shift from reactive to continuous is where the real story lives. Debugging, testing, and iterating starts to feel like one unbroken conversation rather than a game of copy-paste and window juggling. That experience is hard to explain in a feature list and immediately obvious the first time you feel it.<\/p>\n<\/p>\n<p>Curious whether shared context eventually opens a path toward predictive AI suggestions across projects, not just responses to what’s already happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 shared context angle is interesting – most agent setups I\u2019ve run have a problem where the agent\u2019s view of state diverges from what\u2019s actually in the browser. having the agent read from the same error logs and API traces you\u2019re seeing removes a whole class of debugging problems. how does it handle concurrent agents – do they each get isolated views or a shared session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just downloaded it today to try it out. One thing I noticed pretty quickly is the desktop notifications, when a terminal task finishes or AI sends a response it pops up on my desktop. I was running a few commands and switched to another tab, then the notification showed up when it finished, small thing but actually pretty nice. There are some buggy when opening the Agent Input, it auto pasted the clipboard that\u2019s quite annoying. Please fix that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive product Khoa, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vunguyentuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vunguyentuan<\/a> Thanks Vu, really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DC7H3S72EE4GMC\" class=\"app-title\">DashPane<\/a><\/p>\n<div class=\"one-liner\">Switch apps at the speed of thought<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DashPane\u662f\u4e00\u6b3emacOS\u6781\u901f\u7a97\u53e3\u5207\u6362\u5de5\u5177\uff0c\u901a\u8fc7\u5feb\u6377\u952e\u548c\u6a21\u7cca\u641c\u7d22\u5b9e\u73b0\u7cbe\u51c6\u7a97\u53e3\u8df3\u8f6c\uff0c\u89e3\u51b3\u4e86\u591a\u5e94\u7528\u591a\u7a97\u53e3\u573a\u666f\u4e0b\u4f20\u7edfCommand-Tab\u5faa\u73af\u5207\u6362\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76b53612-cec9-4d47-bc51-17025f783a09.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\/033ade72-11e2-405e-bd65-7c218a251316.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\/d12dda69-4c6f-49e8-b4f0-d1a68f59226b.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\/76953bb0-3961-4d92-8225-52dbeeb7f627.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\/c7c72e37-73f2-417b-975f-689ffb5d247b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=iPhFKuCJXbo\"><source src=\"https:\/\/www.youtube.com\/watch?v=iPhFKuCJXbo\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u6a21\u7cca\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u542f\u52a8\u5668\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u591a\u663e\u793a\u5668\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u624b\u52bf\u4fa7\u8fb9\u680f<\/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\u7cbe\u51c6\u7a97\u53e3\u5207\u6362\u548c\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u4e0eRaycast\u7b49\u96c6\u6210\u5de5\u5177\u7684\u5dee\u5f02\u5316\u3001\u540e\u53f0\u8d44\u6e90\u5360\u7528\uff0c\u4ee5\u53ca\u591a\u663e\u793a\u5668\/\u591a\u5de5\u4f5c\u7a7a\u95f4\u4e0b\u7684\u9002\u914d\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u5176\u4e13\u6ce8\u3001\u8f7b\u91cf\u53ca\u6301\u7eed\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 DashPane\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u4e60\u60ef\u6027\u5fcd\u53d7\u201d\u7684\u7ec6\u5fae\u75db\u70b9\uff1amacOS\u539f\u751f\u7a97\u53e3\u5207\u6362\u5728\u591a\u4efb\u52a1\u573a\u666f\u4e0b\u7684\u4f4e\u6548\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53d1\u660e\u201d\u4e86\u7a97\u53e3\u641c\u7d22\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u6781\u81f4\u7684\u4e13\u6ce8\u548c\u539f\u751f\u4f53\u9a8c\uff0c\u5c06\u8fd9\u4e00\u529f\u80fd\u4ece\u201c\u96c6\u6210\u7279\u6027\u201d\u63d0\u5347\u4e3a\u201c\u65e0\u7f1d\u808c\u8089\u8bb0\u5fc6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u9887\u5177\u5de7\u601d\u3002\u5728Raycast\u3001Alfred\u7b49\u201c\u745e\u58eb\u519b\u5200\u201d\u7edf\u6cbb\u7684\u6548\u7387\u5de5\u5177\u9886\u57df\uff0c\u5b83\u6ca1\u6709\u9009\u62e9\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u53cd\u5176\u9053\u884c\u4e4b\uff0c\u505a\u4e00\u628a\u201c\u624b\u672f\u5200\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u7cbe\u51c6\u6355\u83b7\u4e86\u4e24\u7c7b\u7528\u6237\uff1a\u4e00\u662f\u8ffd\u6c42\u6781\u81f4\u6d41\u7545\u3001\u538c\u6076\u590d\u6742\u914d\u7f6e\u7684\u7eaf\u7cb9\u4e3b\u4e49\u8005\uff1b\u4e8c\u662f\u867d\u7528Raycast\u4f46\u5bf9\u5176\u7a97\u53e3\u5207\u6362\u4f53\u9a8c\u4e0d\u6ee1\u3001\u5bfb\u6c42\u4e13\u9879\u589e\u5f3a\u7684\u7528\u6237\u3002\u5f00\u53d1\u8005\u201c\u4e0eRaycast\u5171\u5b58\u800c\u975e\u66ff\u4ee3\u201d\u7684\u56de\u5e94\uff0c\u65e2\u662f\u52a1\u5b9e\uff0c\u4e5f\u662f\u806a\u660e\u7684\u5e02\u573a\u533a\u9694\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\u5355\u4e00\u529f\u80fd\u5de5\u5177\u201d\u7684\u5929\u82b1\u677f\u660e\u663e\uff0c\u7528\u6237\u4e3a\u4e00\u4e2a\u5c0f\u75db\u70b9\u5355\u72ec\u4ed8\u8d39\u5e76\u5e38\u9a7b\u540e\u53f0\u7684\u610f\u613f\u9700\u8981\u6301\u7eed\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u4ea4\u4e92\u903b\u8f91\uff08\u6a21\u7cca\u641c\u7d22\u8df3\u8f6c\u7a97\u53e3\uff09\u5df2\u88ab\u4e3b\u6d41\u542f\u52a8\u5668\u5e7f\u6cdb\u96c6\u6210\uff0c\u867d\u4f53\u9a8c\u53ef\u80fd\u7a0d\u900a\uff0c\u4f46\u201c\u514d\u8d39\u4e14\u4e00\u7ad9\u5f0f\u201d\u7684\u5438\u5f15\u529b\u5de8\u5927\u3002\u6700\u540e\uff0c$4.99\u7684\u4e00\u6b21\u6027\u5b9a\u4ef7\u867d\u5728\u60c5\u611f\u4e0a\u8d62\u5f97\u597d\u611f\uff0c\u4f46\u4ece\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u770b\uff0c\u80fd\u5426\u652f\u6491\u957f\u671f\u7684\u66f4\u65b0\u3001\u4f18\u5316\u4ee5\u53ca\u5bf9\u590d\u6742\u7cfb\u7edf\u9002\u914d\uff08\u5982\u591a\u5de5\u4f5c\u7a7a\u95f4\uff09\u7684\u6df1\u5ea6\u5f00\u53d1\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cDashPane\u662f\u5bf9\u201c\u5de5\u5177\u7406\u6027\u201d\u7684\u4e00\u6b21\u56de\u5f52\u6d4b\u8bd5\uff1a\u5728\u96c6\u6210\u5316\u3001\u5e73\u53f0\u5316\u7684\u8d8b\u52bf\u4e0b\uff0c\u4e00\u4e2a\u5c06\u5355\u4e00\u4f53\u9a8c\u505a\u5230\u6781\u81f4\u7684\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u7a76\u7adf\u80fd\u8d62\u5f97\u591a\u5c11\u7528\u6237\u4e3a\u5176\u7eaf\u7cb9\u6027\u4e70\u5355\uff1f\u5b83\u6216\u8bb8\u65e0\u6cd5\u6210\u4e3a\u5927\u4f17\u4ea7\u54c1\uff0c\u4f46\u5f88\u53ef\u80fd\u6210\u4e3a\u7279\u5b9a\u751f\u4ea7\u529b\u72c2\u70ed\u8005\u7684\u201c\u79d8\u5bc6\u6b66\u5668\u201d\u3002\u5176\u6210\u8d25\uff0c\u5c06\u662f\u5bf9macOS\u6548\u7387\u5de5\u5177\u5e02\u573a\u7ec6\u5206\u6df1\u5ea6\u7684\u4e00\u6b21\u6709\u8da3\u63a2\u9488\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\">DashPane<\/span>\n <\/div>\n<div class=\"comment-content\">DashPane is a lightning-fast window switcher for macOS. Stop cycling through apps with Command-Tab. Just press a shortcut, type a few letters, and instantly jump to any window. Fuzzy search, gesture sidebar, multi-display support<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! I’m Jayesh, the maker of DashPane.<\/p>\n<p>I built this because Command-Tab has frustrated me for years. When you have 10+ apps open, cycling through them wastes so much time.<\/p>\n<p>With DashPane, I press Control+Space, type “sl” and I’m in Slack instantly. Type “te” and I’m in Terminal. It’s become muscle memory.<\/p>\n<p>Key things that make it different:<br \/>– Fuzzy search (type “chr” to find Chrome)<br \/>– Shows individual windows, not just apps<br \/>– Beautiful native macOS design<br \/>– $4.99 one-time, no subscriptions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! Congrats on your launch! <\/p>\n<p>I\u2019m curious about how you see this fitting alongside tools like Raycast, which already offer window switching as part of a broader (and free) workflow. For users like me who are already pretty embedded in Raycast, it\u2019d be interesting to understand what would make DashPane a compelling switch or addition.<\/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\/@enhancedjax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enhancedjax<\/a> Thanks! Fair question. Raycast is excellent and if it’s already working for you, honestly stick with it.<\/p>\n<\/p>\n<p>The difference is focus. Raycast does a hundred things, DashPane does gets one thing right (at the moment): get you to the right window as fast as possible. No launcher, no extensions, no setup. Just hover the edge or hit your shortcut and you’re there.<\/p>\n<\/p>\n<p>Some people find that a dedicated tool with zero cognitive overhead fits better alongside Raycast than replacing it. Others prefer keeping everything in one place. Both are valid.<\/p>\n<\/p>\n<p>If you’re curious, try it for a week. If it doesn’t change how you switch windows, a refund if you don’t enjoy it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Idea is quite new but does this affects the performance? since it will be running all the time biting in to RAM? if not then its a great product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great question, performance was a core priority. DashPane is built in pure SwiftUI and stays extremely lightweight. CPU usage is ~zero when idle, and RAM footprint is minimal. It’s designed to sit quietly in the background and only wake up when you need it.<\/p>\n<\/p>\n<p>And yes, I’m continuously optimizing it \u2014 every update will make it leaner. As a solo dev, I care about this stuff personally. I run it on my own machine all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Good question. If a tool like this stays lightweight in the background, the UX win is huge, but resource usage absolutely matters for something you rely on all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Command Tab works fine until it doesn’t. The moment you hit ten or more windows, it stops being navigation and starts being a guessing game. DashPane solves for the specific frustration most people have learned to tolerate rather than fix.<\/p>\n<\/p>\n<p>The precision is what stands out. Jumping to a specific window rather than cycling through an app entirely is a small change in interaction and a significant change in flow. That distinction is also the sharper positioning angle; window first navigation lands differently than app switcher or launcher. One is a marginal improvement; the other is a different mental model for how you move through your work.<\/p>\n<\/p>\n<p>The one time $4.99 price is doing quiet work too. In a space full of subscriptions, it signals confidence in the value without making the user do the math every month.<\/p>\n<\/p>\n<p>Curious how this holds up across multi display, multi workspace setups and whether that’s where the real power user story emerges.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HFFJUYO3VVMKWV\" class=\"app-title\">Stakpak Autopilot<\/a><\/p>\n<div class=\"one-liner\">Keep Your Apps Running 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Stakpak Autopilot\u662f\u4e00\u6b3e\u5f00\u6e90\u81ea\u4e3b\u8fd0\u7ef4\u4ee3\u7406\uff0c\u901a\u8fc7\u5728\u670d\u52a1\u5668\u4e0a\u6301\u7eed\u8fd0\u884c\u5e76\u81ea\u4e3b\u4fee\u590d\u5e94\u7528\u6545\u969c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u975e\u5de5\u4f5c\u65f6\u95f4\u88ab\u62a5\u8b66\u9891\u7e41\u5524\u9192\u5e76\u624b\u52a8\u5904\u7406\u7ebf\u4e0a\u4e8b\u6545\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ec346a0-21ce-4bab-812a-01355e81ed5a.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\/f1f88784-624a-430c-97a2-d71b5f1fc604.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\/2159fe3e-0237-47b6-88c0-a0195252bf09.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\/a4692b59-f69e-4164-a62b-3375fdd62883.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\/743aa160-0541-4360-bd54-8595a8105f50.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/60Krvl71PsQ\"><source src=\"https:\/\/youtu.be\/60Krvl71PsQ\" 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\">\u81ea\u4e3b\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">AIOps<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90Rust<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u62a4\u680f<\/span><br \/>\n <span class=\"tag\">\u544a\u8b66\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u201c\u81ea\u4e3b\u4fee\u590d\u201d\u7406\u5ff5\u548c\u5f00\u6e90\u6a21\u5f0f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u751f\u4ea7\u73af\u5883\u4f7f\u7528\u7684\u5b89\u5168\u6027\u3001\u4ee3\u7406\u884c\u4e3a\u7684\u8fb9\u754c\u63a7\u5236\uff08\u5982\u9632\u6b62\u7834\u574f\u6027\u64cd\u4f5c\uff09\u4ee5\u53ca\u5982\u4f55\u5efa\u7acb\u5bf9AI\u4ee3\u7406\u51b3\u7b56\u7684\u4fe1\u4efb\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u901a\u8fc7\u201cWarden\u201d\u5b89\u5168\u5c42\u548c\u6c99\u7bb1\u673a\u5236\u5e94\u5bf9\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 Stakpak Autopilot\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u89c2\u6d4b\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u66ff\u4ee3\u521d\u7ea7\u8fd0\u7ef4\u4eba\u529b\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66f4\u667a\u80fd\u7684\u76d1\u63a7\uff0c\u800c\u662f\u5c06\u201c\u68c0\u6d4b-\u51b3\u7b56-\u6267\u884c\u201d\u7684\u95ed\u73af\u81ea\u52a8\u5316\uff0c\u8bd5\u56fe\u5c06\u8fd0\u7ef4\u6a21\u5f0f\u4ece\u201c\u4eba\u7c7b\u9a71\u52a8\u201d\u8f6c\u53d8\u4e3a\u201c\u8f6f\u4ef6\u8fd0\u884c\u8f6f\u4ef6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u73b0\u4ee3\u8fd0\u7ef4\u7684\u8352\u8c2c\u5faa\u73af\uff1a\u6295\u5165\u5927\u91cf\u7cbe\u529b\u8bbe\u7f6e\u544a\u8b66\uff0c\u53ea\u4e3a\u5728\u51cc\u6668\u4e09\u70b9\u88ab\u5524\u9192\u53bb\u6267\u884c\u4e00\u4e2a\u53ef\u811a\u672c\u5316\u7684\u4fee\u590d\u64cd\u4f5c\u3002\u5b83\u7528AI\u4ee3\u7406\u66ff\u4ee3\u4e86\u8fd9\u4e2a\u5faa\u73af\u4e2d\u201c\u8bca\u65ad\u201d\u548c\u201c\u6267\u884c\u201d\u73af\u8282\u7684\u4eba\u529b\uff0c\u4ec5\u5c06\u771f\u6b63\u9700\u8981\u590d\u6742\u5224\u65ad\u7684\u73af\u8282\u4e0a\u62a5\u7ed9\u4eba\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4f7f\u5176\u8df3\u51fa\u4e86\u7ea2\u6d77\u822c\u7684\u53ef\u89c2\u6d4b\u6027\u5e02\u573a\uff0c\u8fdb\u5165\u4e86\u66f4\u5177\u98a0\u8986\u6027\u7684\u201c\u81ea\u4e3b\u8fd0\u7ef4\u201d\u8d5b\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u201d\u3002\u5c06\u751f\u4ea7\u73af\u5883\u7684\u4fee\u590d\u6743\u9650\u6388\u4e88AI\uff0c\u5373\u4fbf\u6709\u6c99\u7bb1\u3001\u7b56\u7565\u5f15\u64ce\u548c\u4eba\u5de5\u5ba1\u6279\u73af\u8282\uff0c\u5bf9\u5927\u591a\u6570\u4f01\u4e1a\u800c\u8a00\u4ecd\u662f\u5fc3\u667a\u4e0a\u7684\u5de8\u5927\u8de8\u8d8a\u3002\u8bc4\u8bba\u4e2d\u7684\u5b89\u5168\u6027\u8d28\u7591\u5c31\u662f\u8fd9\u79cd\u62c5\u5fe7\u7684\u76f4\u89c2\u4f53\u73b0\u3002\u4ea7\u54c1\u7684\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176\u201c\u5b89\u5168\u62a4\u680f\u201d\uff08\u5982Warden\uff09\u80fd\u5426\u88ab\u9a8c\u8bc1\u4e3a\u7edd\u5bf9\u53ef\u9760\uff0c\u4ee5\u53ca\u5176\u51b3\u7b56\u8fc7\u7a0b\u662f\u5426\u8db3\u591f\u201c\u53ef\u89e3\u91ca\u201d\u3002\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u4e00\u4e2a\u53ef\u80fd\u201c\u534a\u591c\u5220\u5e93\u201d\u7684\u9ed1\u76d2\uff0c\u800c\u662f\u4e00\u4e2a\u8c28\u614e\u3001\u900f\u660e\u3001\u884c\u4e3a\u53ef\u9884\u6d4b\u7684\u667a\u80fd\u526f\u9a7e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\u80fd\u8fc5\u901f\u83b7\u53d6\u6280\u672f\u56e2\u961f\u4fe1\u4efb\u5e76\u6784\u5efa\u751f\u6001\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u53ef\u80fd\u8ba9\u5927\u578b\u4f01\u4e1a\u5bf9\u5176\u5728\u590d\u6742\u79c1\u6709\u73af\u5883\u4e0b\u7684\u7a33\u5b9a\u6027\u548c\u652f\u6301\u80fd\u529b\u5b58\u7591\u3002\u5b83\u63cf\u7ed8\u7684\u672a\u6765\u5f88\u7f8e\u597d\u2014\u2014\u8ba9\u544a\u8b66\u75b2\u52b3\u6210\u4e3a\u53ef\u9009\u3001\u8ba9\u503c\u73ed\u6210\u4e3a\u4e00\u79cd\u8bbe\u8ba1\u9009\u62e9\u3002\u4f46\u8981\u5b9e\u73b0\u8fd9\u4e00\u613f\u666f\uff0c\u5b83\u9700\u8981\u8de8\u8d8a\u7684\u4e0d\u4ec5\u662f\u6280\u672f\u95e8\u69db\uff0c\u66f4\u662f\u7ec4\u7ec7\u5bf9\u81ea\u52a8\u5316\u6839\u6df1\u8482\u56fa\u7684\u8c28\u614e\u4e0e\u6050\u60e7\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\">Stakpak Autopilot<\/span>\n <\/div>\n<div class=\"comment-content\">An open source agent that lives on your machines 24\/7, keeps your apps running, and only pings when it needs a human. Install Stakpak -> Run \/init curl -sSL https:\/\/stakpak.dev\/install.sh | sh<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! we really appreciate your support reaching 1.2K stars on GitHub<\/p>\n<p>Open-source self-driving infra is here! We didn\u2019t build this to monitor your apps. We built Stakpak Autopilot to resolve 3am incidents <strong>AUTONOMOUSLY<\/strong>, and <strong>SAFELY<\/strong>!<\/p>\n<p>We’re killing this loop: You spend hours setting up alerts, You get an alert, You wake up, You fix it yourself.<\/p>\n<p>So we built something to babysit your apps in production:<\/p>\n<p>Stakpak Autopilot doesn\u2019t just watch your infra, it <strong>sets up its own alerts, and actually fixes issues in production<\/strong>. And when something really needs a human,<strong> it escalates, pings you on Whatsapp\/Telegram\/Slack.<\/strong><\/p>\n<p>No 5+ observability tools, No manual setup, No dashboards, No alerts waking you up for things that could\u2019ve fixed themselves.<\/p>\n<p>1) install stakpak (single Rust Binary) <br \/>2) run \/init<\/p>\n<p>Open-source, single binary, and state of the art network guardrails with a Cedar policy engine.<\/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>Hi Everyone\ud83d\udc4b\ud83c\udffb<\/p>\n<p>Stakpak Autopilot watches your app like a dev would, fixes what\u2019s safe, and only pulls you in when it actually matters.<\/p>\n<p>So you can keep shipping.<\/p>\n<p>Install Stakpak and run \/init<br \/><a href=\"http:\/\/www.stakpak.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>www.stakpak.dev<\/strong><\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84b441ca-64bf-48cd-9238-c56c1c6a7d43.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Hey everyone \ud83d\udc4b<\/p>\n<p>We built Stakpak because we kept seeing the same pattern: teams either give full production access to AI tools (scary) or don’t use them for infra at all (wasteful). We wanted a middle ground.<\/p>\n<p>Stakpak Autopilot is an open-source Rust agent that runs as a system service on your machines \u2014 systemd on Linux, launchd on macOS. It watches your infrastructure on a cron schedule, runs pre-flight check scripts, and only spins up the AI agent when something actually needs attention.<\/p>\n<p>What makes it different:<\/p>\n<ul>\n<li>\n<p>Security-first: secrets are automatically redacted using gitleaks patterns before they ever reach the LLM. Tool execution happens inside Docker sandboxes. mTLS by default.<\/p>\n<\/li>\n<li>\n<p>No lock-in: works with Claude, GPT, Gemini, or any OpenAI-compatible endpoint. Your infra stays yours.<\/p>\n<\/li>\n<li>\n<p>Connects where your team already is: Slack, Telegram, Discord \u2014 the agent reports what it found and asks for approval when it needs to do something risky.<\/p>\n<\/li>\n<li>\n<p>Profile system: define different behavior profiles (what tools are allowed, what gets auto-approved, which model to use) for different jobs \u2014 monitoring vs. deployment vs. debugging.<\/p>\n<\/li>\n<\/ul>\n<p>We’ve been dogfooding this on our own infrastructure and the shift from “get paged, SSH in, diagnose, fix” to “get a Slack message with the fix already applied” has been huge.<\/p>\n<p>Install with one command: curl -sSL <a href=\"https:\/\/stakpak.dev\/install.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/stakpak.dev\/install.sh<\/a> | sh<\/p>\n<p>Would love your feedback \u2014 especially around what checks\/automations you’d want to schedule first!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey @georgefahmy congrats on the launch and for Open Source of such a product.<br \/>\nbut just from security point of view how secure is this to be used in production ?<br \/>\nand with all critical workloads is there any allowed rule for these agents to do specific actions , can we define some boundaries so that in case it goes wrong then disruption will be minimal…..<\/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\/@georgefahmy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@georgefahmy<\/a> <a href=\"https:\/\/www.producthunt.com\/@randhir_kumar7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@randhir_kumar7<\/a> <\/p>\n<\/p>\n<p>We have stakpak warden it will prevent the agent from doing any destructive actions <\/p>\n<\/p>\n<p>Or in other words it wont be able to delete your db<\/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\">@noureldin_ehab then it’s great…..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@randhir_kumar7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@randhir_kumar7<\/a> we built a state of the art L7 guardrail called “Warden”, you can read the detailed threat model and security layers in this post <a href=\"https:\/\/georgebuilds.dev\/blog\/agent-security\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/georgebuilds.dev\/blog\/agent-security\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between self healing infra as a promise and as a reality is usually a human sitting on call waiting for an alert. Stakpak closes that gap in a way that actually changes the operational model, not just the dashboard.<\/p>\n<\/p>\n<p>Owning the incident from detection to resolution is a different product category than monitoring. It’s not observability; it’s trust in software to run software. And that framing shift matters because it changes who the buyer is and what conversation you’re walking into.<\/p>\n<\/p>\n<p>The positioning angle worth leaning into: StackPak as the pilot layer sitting above all other infra. Alert fatigue becomes optional. On call rotations become a design choice rather than a requirement. That’s a much larger story than smarter monitoring.<\/p>\n<\/p>\n<p>The trust question is the one that decides adoption speed, though. 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