{"id":265,"date":"2026-06-28T12:54:46","date_gmt":"2026-06-28T04:54:46","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/28\/2026-06-27\/"},"modified":"2026-06-28T12:54:46","modified_gmt":"2026-06-28T04:54:46","slug":"2026-06-27","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/28\/2026-06-27\/","title":{"rendered":"PH\u70ed\u699c | 2026-06-27"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-06-27<\/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 | 2026-06-27<\/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\/334A7LA6L6NHLW\" class=\"app-title\">Folio AI<\/a><\/p>\n<div class=\"one-liner\">Claude for PowerPoint, on steroids<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">290<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Folio AI\u662f\u4e00\u6b3e\u5b9e\u65f6AI\u5e7b\u706f\u7247\u526f\u9a7e\u9a76\uff0c\u76f4\u63a5\u5728PowerPoint\u6216Google Slides\u4e2d\u8fd0\u884c\uff0c\u901a\u8fc7\u5373\u65f6\u3001\u7cbe\u51c6\u7684\u5c40\u90e8\u7f16\u8f91\u6280\u672f\uff0c\u89e3\u51b3\u7528\u6237\u5236\u4f5c\u548c\u8fed\u4ee3\u6f14\u793a\u6587\u7a3f\u65f6\u8017\u65f6\u957f\u3001\u5de5\u5177\u8f93\u51fa\u8d28\u91cf\u5dee\u3001\u5e03\u5c40\u6613\u5d29\u574f\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\/20bf4588-4c35-430e-b02e-6af9ee6b0554.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6251b69e-6b39-41de-9c85-ca3e0c44e772.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5396515-d829-447d-be9d-cad74aca5c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c2e7843-1f52-400d-89ee-03ab786f1672.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\/19d6e6a3-d18b-4058-8071-1e38b310428b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Ndgx2Sc0wqw\"><source src=\"https:\/\/youtu.be\/Ndgx2Sc0wqw\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7b\u706f\u7247\u526f\u9a7e\u9a76<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u624b\u672f\u5200\u5f0f\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u6a21\u677f\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f4eToken\u6d88\u8017<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u624b\u672f\u5200\u5f0f\u201d\u7cbe\u51c6\u7f16\u8f91\u4e0e\u54c1\u724c\u6a21\u677f\u539f\u751f\u517c\u5bb9\u6027\uff0c\u89e3\u51b3\u91cd\u590d\u6574\u4f53\u751f\u6210\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5b9e\u65f6\u56fe\u8868\u4e0eGoogle Sheets\/Excel\u7684\u6570\u636e\u8054\u52a8\u3001\u590d\u6742\u5e03\u5c40\uff08\u59822×2\u7f51\u683c\uff09\u7684\u7ed3\u6784\u8f6c\u6362\u673a\u5236\uff0c\u4ee5\u53ca\u5904\u7406\u7528\u6237\u624b\u52a8\u7f16\u8f91\u4e0eAI\u7f16\u8f91\u51b2\u7a81\u7684\u7248\u672c\u63a7\u5236\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 Folio AI\u7684\u201cClaude for PowerPoint\u201d\u53e3\u53f7\u5e76\u975e\u81ea\u5938\uff0c\u800c\u662f\u51c6\u786e\u5730\u6307\u5411\u4e86\u5f53\u524dAI\u5e7b\u706f\u7247\u5de5\u5177\u7684\u96c6\u4f53\u8f6f\u808b\uff1a\u5b83\u4eec\u5927\u591a\u662f\u4e00\u628a\u201c\u94c1\u9524\u201d\uff0c\u628a\u6240\u6709\u5e7b\u706f\u7247\u90fd\u7838\u6210\u4e00\u6837\u7684\u788e\u7247\uff0c\u518d\u91cd\u65b0\u62fc\u51d1\u6210\u4e00\u5806\u534e\u800c\u4e0d\u5b9e\u7684\u201c\u62fc\u8d34\u753b\u201d\u3002\u7528\u6237\u6700\u75db\u82e6\u7684\u5e76\u975e\u201c\u4ece\u5934\u751f\u6210\u201d\uff0c\u800c\u662f\u201c\u8fed\u4ee3\u4fee\u6539\u201d\u3002\u4e00\u6b21\u6f02\u4eae\uff0c\u4e8c\u6b21\u5d29\u76d8\uff0c\u662f\u51e0\u4e4e\u6240\u6709\u7ade\u54c1\u7684\u9b54\u5492\u3002\n <\/p>\n<p class=\"ai-content\">\n Folio\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5207\u4e2d\u4e86\u201c\u8fed\u4ee3\u201d\u7684\u547d\u95e8\u3002\u5b83\u4e0d\u662f\u5728\u73a9\u6587\u5b57\u6e38\u620f\uff0c\u800c\u662f\u7528\u6280\u672f\u5b9e\u6253\u5b9e\u5730\u89e3\u51b3\u4e86\u95ee\u9898\u2014\u2014\u7528\u201c6\u500d\u5c11\u7684Token\u201d\u6765\u8868\u5f81\u5e7b\u706f\u7247\u7ed3\u6784\uff0c\u8ba9\u5176AI\u4ee3\u7406\u50cf\u5916\u79d1\u533b\u751f\u4e00\u6837\u53ea\u5bf9\u7279\u5b9a\u5143\u7d20\u505a\u201c\u5fae\u521b\u624b\u672f\u201d\uff0c\u800c\u975e\u6bcf\u6b21\u90fd\u6765\u4e00\u573a\u201c\u5168\u573a\u5927\u6362\u8840\u201d\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u7528\u6237\u201c\u653e\u5927\u56fe\u8868\u201d\u201c\u5706\u89d2\u5f62\u72b6\u201d\u8fd9\u6837\u7684\u7cbe\u7ec6\u9700\u6c42\uff0c\u800c\u4e0d\u4f1a\u628a\u7cbe\u5fc3\u8c03\u6574\u7684\u5176\u4ed6\u5e03\u5c40\u641e\u5f97\u4e00\u56e2\u7cdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u4ef7\u503c\u7684\u70b9\uff0c\u662f\u628a\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\u3002\u5b83\u539f\u751f\u5d4c\u5165PPT\/Google Slides\uff0c\u8bfb\u53d6\u5e76\u5fe0\u5b9e\u4e8e\u4f60\u7684\u54c1\u724c\u6a21\u677f\u548c\u5e03\u5c40\uff0c\u800c\u4e0d\u662f\u81ea\u641e\u4e00\u5957\u9694\u79bb\u7684\u201cAI\u5b87\u5b99\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u539f\u4f4d\u7f16\u8f91\u201d\u6a21\u5f0f\u51fb\u4e2d\u4e86\u9ad8\u9891\u7528\u6237\uff08\u54a8\u8be2\u3001\u91d1\u878d\uff09\u7684\u6838\u5fc3\u6050\u60e7\uff1a\u4eba\u5de5\u5fae\u8c03\u88abAI\u7684\u201c\u5168\u76d8\u91cd\u542f\u201d\u4e00\u952e\u62b9\u6740\u3002\u5f53\u7136\uff0c\u5b83\u5e76\u975e\u6ca1\u6709\u77ed\u677f\uff0c\u6bd4\u5982\u5bf9\u5b9e\u65f6\u6570\u636e\u6e90\u8fde\u63a5\u3001\u590d\u6742\u7ed3\u6784\u6027\u91cd\u6392\uff082\u53d84\uff09\u7684token\u673a\u5236\u4ecd\u5b58\u7591\uff0c\u4ee5\u53ca\u7248\u672c\u51b2\u7a81\u5904\u7406\u7b56\u7565\u7684\u6a21\u7cca\uff0c\u8fd9\u4e9b\u90fd\u662f\u8d44\u6df1\u7528\u6237\u624d\u4f1a\u5173\u6ce8\u7684\u6df1\u5c42\u67b6\u6784\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u5355\u603b\u7ed3\uff1aFolio\u4e0d\u662f\u5728\u6559\u4f60\u505a\u5e7b\u706f\u7247\uff0c\u800c\u662f\u5728\u4f60\u505a\u5230\u4e00\u534a\u65f6\uff0c\u9012\u7ed9\u4f60\u4e00\u628a\u7cbe\u51c6\u7684\u624b\u672f\u5200\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u53d6\u4ee3\u4f60\uff0c\u800c\u662f\u5f53\u597d\u4e86\u90a3\u4e2a\u771f\u6b63\u80fd\u5e2e\u5fd9\u7684\u201c\u526f\u9a7e\u9a76\u201d\u3002\u8fd9\u6bd4\u90a3\u4e9b\u53ea\u4f1a\u7a7a\u8c08\u201c\u4e00\u952e\u751f\u6210\u201d\u7684\u540c\u884c\uff0c\u9ad8\u4e86\u4e0d\u6b62\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Folio AI<\/span>\n <\/div>\n<div class=\"comment-content\">Folio AI is the first real-time AI copilot for slides. It works directly in PowerPoint or Google Slides. And it’s at least 6x faster than the competition, while being more performant.<\/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 Aymeric, co-builder of Folio \ud83d\udc4b<\/p>\n<p><strong>Making slides is a huge time sink<\/strong>. And the current “AI for Slides” tools are lame: they make you wait for minutes and lost focus, and produce broken output.<\/p>\n<p><strong>We built <\/strong><a href=\"https:\/\/get-folio.ai\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Folio<\/strong><\/a><strong> as the<\/strong> <strong>first real-time AI copilot for slides.<\/strong> It’s over 6x faster than competitors, and makes high quality slides that you can iterate on. It supports native charts, all kinds of shapes, LaTeX equations.<br \/>It also works directly from your layouts and assets, to preserve your brand<br \/>Here are examples of produced by Folio in one shot:<br \/>– <a href=\"https:\/\/1drv.ms\/p\/c\/DCBC5B18ABBE30B5\/IQCCZUOfkAKFS5Mq9W0XOwW6AebAqAlY85zkY-lrAY-TPv8?e=HOVIuI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Air France 2025 financial statements<\/a><br \/>– <a href=\"https:\/\/onedrive.live.com\/:p:\/g\/personal\/DCBC5B18ABBE30B5\/IQBDqwCUKsOyT6TVnKZJrDBRAU2WfgQ6G0q8K8EwpZ5uLEg?resid=DCBC5B18ABBE30B5!s9400ab43c32a4fb2a4d59ca649ac3051&ithint=file%2Cpptx&e=caKPBa&migratedtospo=true&redeem=aHR0cHM6Ly8xZHJ2Lm1zL3AvYy9EQ0JDNUIxOEFCQkUzMEI1L0lRQkRxd0NVS3NPeVQ2VFZuS1pKckRCUkFVMldmZ1E2RzBxOEs4RXdwWjV1TEVnP2U9Y2FLUEJh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">2025 State of AI by McKinsey<\/a><\/p>\n<p>We’ve been testing over the past few months with power users form consulting or finance teams. The feedback has been incredible. Most are saving hours on slide-intensive days, one user told us it’s like a ChatGPT moment for slides.<\/p>\n<p><strong>What makes Folio good? <\/strong>At the core of our tech is our slides engine: we have found a great way to represent and edit slides for an AI agent, combining both simplicity and expressivity, to burn 6x fewer tokens. We <a href=\"https:\/\/get-folio.ai\/blog\/prezeval-benchmarking-ai-agents\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">benchmarked<\/a> it against leading slides copilots : it takes top rank, by a wide margin.<\/p>\n<p>\ud83c\udf81 We made an exclusive promo code for Product Hunt: HUNT4FOLIO gives you one free month of Plus, on us!<\/p>\n<p>Try the full version right now <a href=\"https:\/\/workspace.google.com\/marketplace\/app\/folio_ai\/850526279524\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">on Google Slides<\/a>, or the demo on <a href=\"https:\/\/get-folio.ai\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">our homepage<\/a>.<\/p>\n<p>We’re looking forward to your feedback to improve the product! \ud83d\ude03<\/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\/@aymericroucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymericroucher<\/a>  how does Folio handle brand and template aherence 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aymericroucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymericroucher<\/a> The “6x fewer tokens” line is the part I’d dig into, that’s the whole game with an agent editing structured docs. Most tools dump the whole slide as JSON\/XML and the model drowns in it. What’s the representation under the hood, a diff-based format, a semantic layer over the slide tree? Same problem shows up anywhere an agent edits a structured artifact, not just slides. <\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aymericroucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymericroucher<\/a> Congrats on the launch! This is awesome! The native PowerPoint\/Google Slides integration with surgical in-place edits is a nice departure from the regenerate-everything pattern most AI slide tools default to. Curious how Folio handles version conflicts \u2014 if a user manually edits a slide in PowerPoint and then asks for an AI edit on that same slide, does it reconcile the manual changes, or does the AI edit just overwrite 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on another great launch! One thing I’m trying to picture – when I say “make the chart bigger” and it stops fitting the template grid, do you guys push the neighboring shapes? Or hold them as constraints?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> we leave this for the agent to decide ! It’s instructed to rearrange things only when needed, so depending on the conditions I imagine it will move other shapes only if relevant. But do you think holding some shapes as “locked” would be an important feature to add?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats for shipping this <a href=\"https:\/\/www.producthunt.com\/@aymericroucher\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aymericroucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymericroucher<\/a> qq. on the native charts can Folio link directly to live data in Google Sheets or Excel, or does it generate static charts?<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> hi Vikram thank you for your question, that’s a good point!<\/p>\n<p>You can just drop your Excel file to Folio as an attachment, and it will read all the data.<\/p>\n<p>But if what you want is a deep link to live-update charts, we don’t have this for now ; but we can prioritize this in our feature roadmap: would you use it in Google Sheets or Excel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aymeric_roucher\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aymeric_roucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymeric_roucher<\/a> I realize I might be spamming a bit, apologies. Quick additional question I had – what about web search? Asking as I\u2019m using LLMs for research on the side, being able to prompt something like \u00ab check this website and update financial figures with the latest from last quarter \u00bb?<\/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\/@aymeric_roucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymeric_roucher<\/a>  <a href=\"https:\/\/www.producthunt.com\/@marie_sergue1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marie_sergue1<\/a> haha no worries it’s great to have feedback!<\/p>\n<p>Folio does support web search : basically the agent can search by itself, both the web of course, but also in any documents you provided to it, we found that it vastly improves the relevance of the materials created!<\/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>“<em>we still get looksmaxxed on slides a little but we IQmog hard now.” – <\/em><a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a> <\/p>\n<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> thank you for your help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>C’est vraiment assez impressionnant. \u00c0 quel point on va pouvoir l’utiliser sur Google Slides, par exemple sur PowerPoint, je ne me rends pas trop compte. Mais je pense qu’en tant que consultant, \u00e7a peut vraiment changer ma vie. Merci beaucoup <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Perfect timing on this launch. I’m literally building a fundraising deck for my startup’s board this morning and I’m now thinking about switching over to try Folio mid-process.<\/p>\n<\/p>\n<p>The surgical in-place edit model is the thing I’ve always wanted. Every other AI slide tool I’ve tried feels like handing off your work to someone who comes back with something completely different. The “iterate without regressing” problem Mustafa mentioned is real and it’s what made me give up on most of these tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it seems cool! is it better than gamma?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gambatto_gregoire\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gambatto_gregoire<\/a> haha thanks! we’d say yes, of course, but you’ll have to try for yourself, try it with the promo code HUNT4FOLIO and tell 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>How does it compare vs Claude Cowork? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@laurent_meunier_3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laurent_meunier_3<\/a> it’s aimed at a slightly different target : while Claude Cowork will do some general work on your desktop, and can produce slides but you then have to edit them on your side, and you cannot just edit a deck, Folio lives directly in your PowerPoint or Google Slides as a sidebar to work directly alongside you ! It’s much more convenient for real slide work where you have to iterate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 achievement Aymeric, can Folio work with an existing template ? I have been struggling with that lately <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charles_azam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_azam<\/a> hi Charles, thank you for your question. Absolutely ! This is IMO one of the salient features that we propose : Folio works <strong><em>directly<\/em><\/strong> within your existing templates and models : it’s not jsut trying to reproduce them, it’s working in them. So it 100% natively sticks to your brand! Don’t hesitate if you want to know more on anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 iterate part is the thing that always breaks with AI slide tools. they generate something glossy on round 1 and then the second prompt regresses the whole layout.<\/p>\n<\/p>\n<p>how does folio handle rounds 2 through 5? if i say “make the chart bigger and move it left” does it preserve the rest, or does it regenerate everything and i have to redo the parts i liked?<\/p>\n<\/p>\n<p>that’s been the deal breaker on every AI slide tool i’ve tried this year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> great question, and that’s exactly the axis that we should have an edge on! Folio works in-place, doing a surgical edit to the slide that you asked for, but does not change anything else : you can even keep working on other slides while the agent is doing their changes. Please do give us 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> I’ve been using Folio for a bit so I can share some experience here – the first Aha moment I got was when the tool allowed my to point at a very specific shape and prompt something like “round the edges”. <\/p>\n<p>I like the “finesse” of it, and that’s probably why it is faster and leaner than the other tools. Feels like it works only on the things you asked it to (slide X and Y, text box selected, titles of all main sections, etc.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You mentioned optimizing your slide engine to bypass standard, bloated JSON\/XML trees. When a user prompts for a complex structural change (e.g., “convert this 3-column layout into a 2×2 grid”), how does your simplified representation layer convey that structural shifting to the agent without exploding the token count? Is it using an abstract, markdown-like layout schema, or are you passing localized coordinate deltas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 6x speed claim is interesting \u2014 the bottleneck with most AI slide tools isn’t generation quality, it’s the iteration loop. you generate something decent, then spend 20 minutes manually fixing layout issues the AI created. does Folio handle the “fix what the AI broke” step too, or is it mainly about the initial generation speed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Great product!<\/p>\n<p>I\u2019ve personally stopped using slides. My usual workflow is to generate HTML that includes slide types for display. I\u2019ll give it a try.<\/p>\n<p>However, what\u2019s your opinion on whether slides are no longer the right representation?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “works directly from your layouts and assets to preserve your brand” line is the part most slide-AI tools fake by dropping text onto a generic template, so the native charts and shapes claim is what actually makes this interesting. When it runs in PowerPoint, is it a local add-in acting on the open file, or does the deck get uploaded to your backend to process – and does it read my existing master\/theme on first run so brand styling isn’t a separate setup step? And when it iterates on a chart, is it editing the real native chart object so it stays editable, or swapping in an image?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 PowerPoint workflow is still one of the most painful places for business teams. The real value is not just generating slides, but getting from messy thinking to a presentation that has structure, hierarchy, and a clear decision path.<\/p>\n<p>I\u2019d be curious how Folio handles source material: does it preserve the user\u2019s argument and evidence, or does it reshape the narrative? That distinction matters a lot for consultants, founders, and operators using AI for serious decks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aymericroucher\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aymericroucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymericroucher<\/a> hello, The in-place editing part is what makes this interesting for me. Most AI slide tools are good at generating a first draft, but real slide work is usually about small edits, layout fixes, charts, and keeping the brand intact. Working directly inside PowerPoint and Google Slides feels much closer to how teams actually build decks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love this. AI for presentations is becoming a crowded space. What has been the biggest reason consulting and finance teams choose Folio over existing AI presentation tools?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “works from your layouts and assets to preserve brand” line is the real hook here. Most AI slide tools generate something that looks like a template fever dream. The moment you inject into an existing brand system rather than starting from scratch, the output actually survives a review from a real designer.<\/p>\n<\/p>\n<p>Curious how you handle edge cases where the brand guide conflicts with what the AI wants to do layout-wise. Does it defer to the existing deck structure, or override spacing to fit the content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product ! Does it integrate well with the Office 365 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuelfitouss10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuelfitouss10<\/a> thanks for your question! Yes you can use it directly in PowerPoint as a sidebar : you can install it in PowerPoint under Home -> Add-ins -> Search Folio AI. And of course every deck exported is pptx, fully compatible with PowerPoint.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great!<\/p>\n<\/p>\n<p>I wonder if the agent is able to read notes and comments on the slides? Ideally I\u2019d like to use it \u00ab like a junior \u00bb, where I do batches of reviews and and it corrects afterwards<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marie_sergue1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marie_sergue1<\/a> yes, that’s a feature that we recently added : the agent will naturally see presenter notes, and edit them if needed! Please don’t hesitate if you have any more questions! \ud83d\ude03<\/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<\/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\/NSPNNAO4TQVQUD\" class=\"app-title\">QApilot’s CoWork<\/a><\/p>\n<div class=\"one-liner\">3x Mobile Automation. Same QE Team.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">279<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CoWork\u5c06\u56e2\u961f\u5df2\u6709\u7684\u81ea\u7136\u8bed\u8a00\u6216BDD\u6d4b\u8bd5\u7528\u4f8b\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u79fb\u52a8\u7aef\u81ea\u52a8\u5316\u811a\u672c\uff0c\u5728iOS\u3001Android\u548cFlutter\u771f\u673a\u4e0a\u8fd0\u884c\uff0c\u5e76\u901a\u8fc7AI\u89c4\u5212+\u4eba\u5de5\u5ba1\u6279\u7684\u6df7\u5408\u6a21\u5f0f\u89e3\u51b3UI\u53d8\u66f4\u5bfc\u81f4\u811a\u672c\u5931\u6548\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\/cd7023fb-d788-4de6-ad2d-ffa8f0893e2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84ecfbf1-1f8b-4c35-8ee2-3ac221ecea35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1ebeabc-0c90-45d7-8182-561c3a0f7506.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b300ff5-e6db-4463-ac6b-4eabe2c386d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a7cd356-03d0-4b50-b008-eac5ba50d0f7.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\/8033a715-78cf-4df9-9e16-fa5114dcf582.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/p0IOa6alAT0\"><source src=\"https:\/\/youtu.be\/p0IOa6alAT0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u52a8\u7aef\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u6d4b\u8bd5\u6267\u884c<\/span><br \/>\n <span class=\"tag\">BDD\/Gherkin<\/span><br \/>\n <span class=\"tag\">\u771f\u673a\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">Flutter\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">AI+\u4eba\u5de5\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u5c31\u7eea<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8AI\u5931\u6548\u65f6\u7684\u5904\u7406\u903b\u8f91\uff0c\u6838\u5fc3\u8bc9\u6c42\u96c6\u4e2d\u5728\uff1aUI\u53d8\u5316\u65f6\u5982\u4f55\u9632\u6b62\u201c\u5e7b\u89c9\u201d\u9020\u6210\u8bef\u5224\u3001\u52a8\u6001\u6d4b\u8bd5\u6570\u636e\uff08\u5982OTP\uff09\u7684\u5b9e\u65f6\u6ce8\u5165\u3001AI\u91cd\u65b0\u89c4\u5212\u540e\u662f\u5426\u7be1\u6539\u6d4b\u8bd5\u539f\u59cb\u610f\u56fe\u3001\u4ee5\u53ca\u957f\u671f\u4f7f\u7528\u540e\u7ef4\u62a4\u6210\u672c\u548c\u81ea\u52a8\u6062\u590d\u7387\u7684\u771f\u5b9e\u6570\u636e\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u65e9\u516c\u5f00\u8fd9\u4e9b\u57fa\u51c6\u6307\u6807\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 CoWork\u7684\u201cAI\u6267\u884c+\u4eba\u7c7b\u628a\u5173\u201d\u5b9a\u4f4d\u975e\u5e38\u52a1\u5b9e\uff0c\u7cbe\u51c6\u6233\u4e2d\u4e86\u79fb\u52a8\u7aef\u81ea\u52a8\u5316\u6700\u5927\u75db\u70b9\uff1a**\u7ef4\u62a4\u6210\u672c\u8fdc\u9ad8\u4e8e\u811a\u672c\u7f16\u5199\u6210\u672c**\u3002\u5b83\u6ca1\u6709\u50cf\u591a\u6570AI\u6d4b\u8bd5\u5de5\u5177\u90a3\u6837\u5984\u56fe\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u627f\u8ba4AI\u5728\u5173\u952e\u8282\u70b9\uff08\u5982OTP\u8f93\u5165\u3001\u610f\u56fe\u53d8\u66f4\uff09\u4e0d\u53ef\u9760\uff0c\u4e3b\u52a8\u8981\u6c42\u4eba\u7c7b\u4ecb\u5165\uff0c\u8fd9\u79cd\u201c\u8ba4\u6002\u201d\u53cd\u800c\u6bd4\u201c\u65e0\u8111\u81ea\u52a8\u4fee\u590d\u201d\u66f4\u53ef\u4fe1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u662f\u6267\u884c\u6548\u7387\u95ee\u9898\u3002\u5982\u679c\u6bcf\u6b21UI\u53d8\u5316\u90fd\u9700\u8981\u4eba\u5de5\u5ba1\u6279\uff0c\u5728\u6301\u7eed\u4ea4\u4ed8\u7684\u8282\u594f\u4e0b\uff0c\u5ba1\u6279\u672c\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u74f6\u9888\uff0c\u56e2\u961f\u6700\u7ec8\u662f\u628a\u201c\u6539\u811a\u672c\u7684\u65f6\u95f4\u201d\u6362\u6210\u4e86\u201c\u5ba1\u6279AI\u65b9\u6848\u7684\u65f6\u95f4\u201d\u3002Charan\u5728\u8bc4\u8bba\u4e2d\u627f\u8ba4\u201c\u5c1a\u672a\u516c\u5f00\u81ea\u52a8\u6062\u590d\u7387\u201d\uff0c\u6697\u793a\u8be5\u6570\u5b57\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u6ce2\u52a8\u6781\u5927\uff0c\u76ee\u524d\u7f3a\u4e4f\u901a\u7528\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u57fa\u4e8eAppium\u7684\u5e95\u5c42\u67b6\u6784\u610f\u5473\u7740\u5b83\u65e0\u6cd5\u6446\u8131Appium\u672c\u8eab\u5bf9Flutter\u7b49\u6846\u67b6\u7684\u539f\u751f\u5c40\u9650\uff0c\u5c3d\u7ba1\u4ed6\u4eec\u58f0\u79f0\u81ea\u5efa\u4e86\u4e2d\u95f4\u4ef6\uff0c\u4f46\u4e2d\u95f4\u4ef6\u7684\u7a33\u5b9a\u6027\u5c06\u662f\u53e6\u4e00\u5c42\u672a\u77e5\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u51b3\u5b9aCoWork\u4ef7\u503c\u7684\u4e0d\u662f\u5b83\u201c\u80fd\u505a\u4ec0\u4e48\u201d\uff0c\u800c\u662f**\u201c\u5b83\u80fd\u5728\u591a\u5927\u6bd4\u4f8b\u7684\u53d8\u5316\u4e2d\u8ba9QA\u53ea\u505a\u9009\u62e9\u9898\u800c\u4e0d\u662f\u586b\u7a7a\u9898\u201d**\u3002\u5982\u679c\u8fd9\u4e2a\u6bd4\u4f8b\u80fd\u8fbe\u523080%\u4ee5\u4e0a\uff0c\u5b83\u5c31\u662f\u9769\u547d\u6027\u5de5\u5177\uff1b\u5982\u679c\u4e0d\u523050%\uff0c\u5b83\u5c31\u53ea\u662f\u4e2a\u201c\u9ad8\u7ea7\u811a\u672c\u751f\u6210\u5668+\u4eba\u5de5\u5ba1\u6279\u6d41\u201d\uff0c\u4ef7\u503c\u6709\u9650\u3002\u671f\u5f85\u56e2\u961f\u5c3d\u5feb\u516c\u5e03\u57fa\u4e8e\u771f\u5b9e\u7528\u6237\u6570\u636e\u7684\u81ea\u52a8\u6062\u590d\u7387\u3001\u4eba\u5de5\u5e72\u9884\u9891\u7387\u548c\u603b\u7ef4\u62a4\u6210\u672c\u53d8\u5316\u66f2\u7ebf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">QApilot’s CoWork<\/span>\n <\/div>\n<div class=\"comment-content\">CoWork turns existing test cases into executable mobile automation with AI planning, human-approved replanning, and real-device execution on iOS, Android, and Flutter.<\/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, Charan from QApilot here.<\/p>\n<p>Every QA team knows what they want to test. “Log in, add an item to the cart, check the order confirmation.” Saying it takes ten seconds. Then the team spends six months turning that sentence into something a machine will run: step definitions, selectors, automation glue, flaky scripts that break on every UI change.<\/p>\n<p>The intent was never the hard part. The execution layer was the tax.<\/p>\n<p>CoWork takes your existing natural-language or BDD test cases, converts them into structured BDD\/Gherkin context, builds an execution plan, and runs the test on a real mobile device.<\/p>\n<\/p>\n<p>When the app behaves differently, like a changed label, unexpected popup, or interrupted flow, CoWork replans and asks for human approval before moving ahead. When it needs input, like an OTP, it pauses instead of guessing. If it can\u2019t proceed, it fails honestly instead of faking a pass.<\/p>\n<\/p>\n<p><strong>Who it\u2019s for:<\/strong> QA leaders, SDETs, mobile engineering teams, and product teams with existing test cases but low execution coverage before releases.<\/p>\n<\/p>\n<p><strong>Common use cases:<\/strong> Regression testing, Release readiness, checkout\/login flows, OTP-heavy journeys, app flows that break often, and teams trying to reduce manual execution without rewriting everything from scratch.<\/p>\n<p>What makes CoWork different is the balance: AI execution where it can move fast, human control where judgment matters.<\/p>\n<\/p>\n<p>If you run mobile tests, I\u2019d genuinely love your take. Try it here: <a href=\"https:\/\/qapilot.io\/product\/cowork\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/qapilot.io\/product\/cowork<\/a><\/p>\n<\/p>\n<p>Thanks for being here for the launch. I\u2019ll be in the thread all day reading every comment.<\/p>\n<\/p>\n<p>— Charan Tej, Product Guy <a href=\"https:\/\/www.producthunt.com\/products\/qapilot\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"qapilot\" target=\"_blank\" rel=\"noopener\">@QApilot’s CoWork<\/a> <\/p>\n<\/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\/@charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a>  The “fails honestly instead of faking a pass” line is underrated. Most automation lies to you when the UI shifts under it, and a test that drifts and silently passes is worse than no test. When CoWork hits a screen that no longer matches the plan, does the human-approved replanning re-anchor to the intent of the step or to the old UI path? That distinction is what separates flaky from durable.<\/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\">@david_marko – Exactly. We anchor to the intent of the step, not the old UI path.<\/p>\n<p>The old path is useful context, but it shouldn\u2019t become the source of truth. If the screen changes but the intent is still clear, CoWork replans against the current app state. If the new path could change what the test is actually validating, it asks for approval instead of silently continuing.<\/p>\n<p>That\u2019s the line we care about most: adapt to harmless UI change, but don\u2019t let the test drift into validating something else.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a> Congrats on the launch, Charan!! Positioning this as ‘execution layer tax’ instead of ‘AI does QA’ is smart. The human-approval gate helps to make this more trustworthy to teams who’ve been burned by automation that went rogue.<\/p>\n<\/p>\n<p>Of the use cases you listed, which one are you actually seeing as the wedge? Or are they all equally viable entry points for your first customers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! Aakash from QApilot here. <\/p>\n<p>I’m one of the makers behind CoWork, and I’m really excited to finally share what we’ve been building!<\/p>\n<p>CoWork helps AI and humans work together to make test automation more reliable instead of chasing full automation. We’d really appreciate your support on Product Hunt today, and I’d love to hear what you think. Thanks for checking us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey all ,<\/p>\n<p>Excited for the launch today I am part of the team that built cowork . Would love to hear your thoughts on this . <\/p>\n<p>I would be on the threads all day reading and replying to your thoughts .<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey folks! I\u2019m one of the makers behind CoWork.<\/p>\n<p>CoWork came out of a simple frustration: test cases are everywhere, AI is powerful but not always reliable, and humans end up double-checking everything anyway. So we thought – why not design a system where AI and humans actually CoWork (properly)?<br \/>\nHere\u2019s what we built:<br \/>\n1. Ingest test cases from wherever you maintain them (yes, the messy reality)<br \/>\n2. Use AI to generate and execute, but intelligently decide when humans should step in<br \/>\n3. Minimize verification effort instead of pretending it doesn\u2019t exist<br \/>\nWe didn\u2019t want to go all-in on rigid rules or blindly trust LLMs – CoWork is our attempt at a hybrid system that picks the right strategy at the right time.<\/p>\n<p>If this sparks curiosity (or skepticism), come talk to us.<br \/>\nWhat feels useful? What feels unnecessary? Where would you not trust this yet?<br \/>\nTell us where this would break in your world, and we\u2019ll happily show you how we\u2019re thinking about it.<br \/>\nLet\u2019s CoWork on making this actually useful, not just \u201cAI-sounding.\u201d<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey builders \ud83d\udc4b<\/p>\n<p>I am one of the makers behind CoWork!<\/p>\n<p>We built CoWork – an AI agent that drives real mobile apps step by step, planning each action, reading the screen, and adapting when things go off-script.<\/p>\n<p>We kept hitting the same wall: mobile automation breaks the moment a layout shifts. So we wanted something that actually sees and reasons about the screen instead of leaning on brittle scripts.<\/p>\n<p>We’d love your feedback and support. Drop your thoughts\/questions in the comments below and one of us will reply!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">No matter how many tools exist in this market, we need more to solve a mountain of a problem i.e. mobile app testing. Thanks to CoWork for enabling the solution. I wish many more adopt this tool.<\/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\">@pradeepsoundararajan – Thank you, Pradeep. Means a lot coming from you.<\/p>\n<p>Completely agree. Mobile testing is not just a tooling problem, it is a context and execution problem. With CoWork, the goal is to reduce the execution tax while keeping human judgment where it matters.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is agent behaviour humanlike? Or it feels more like an executioner? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> That’s an interesting question. I\u2019d say it\u2019s intentionally a mix. CoWork behaves humanlike in how it understands intent, reads app context, and adapts when the flow changes. But it executes with the discipline of an automation system.<\/p>\n<\/p>\n<p>So it\u2019s not just a blind executioner, and it\u2019s not trying to \u201cpretend\u201d to be human either. When it\u2019s confident, it moves. When it needs judgment or input, it asks.<\/p>\n<\/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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vidushee_geetam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vidushee_geetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vidushee_geetam<\/a> The idea makes sense technically, but I\u2019m interested in the operational impact.<\/p>\n<p>If a team already has a mature manual regression process, what changes after six months of using CoWork? Is the biggest improvement shorter release cycles, higher regression coverage, fewer flaky tests, or simply less engineering time spent maintaining automation?<\/p>\n<p>I\u2019d be interested to know which metric your existing customers see improve first because that\u2019s ultimately what teams will justify the investment with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@josh_bennett1 Thanks Josh. Agree. The biggest value for our existing customers is shorter and more confident release cycles. Testing teams have always played catchup with development and now, more than ever, with increasing speed of development, testing has become the bottleneck leading to delay in release readiness. This is the exact problem our existing customers had before QApilot. What CoWork and QApilot on a broader level aims to do is to reduce this release anxiety and help teams to achieve release confidence faster. High Coverage, Less Time Spent, etc., are happy by-products but faster release readiness is the north star.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charan_tej_kammara\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a> The biggest challenge with mobile automation has never been writing the first version. It\u2019s what happens after the app changes for the tenth or twentieth release.<\/p>\n<p>You mention CoWork can replan execution when screens, labels or flows change, while still asking for human approval before changing intent. How much of that actually happens automatically in production? For teams using this every sprint, what percentage of failures end up needing manual intervention versus successfully recovering on their own?<\/p>\n<p>That number would tell me more than any feature list because maintenance is usually where automation becomes expensive.<\/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\">@moh_codokiai – Fair question, and I agree this is the number that matters.<\/p>\n<p>CoWork doesn\u2019t try to auto-recover everything. UI changes like labels, waits, layouts, or expected popups can often be handled. If the next step could change test intent, it asks for approval. If it needs input like an OTP, it pauses. If the app is broken, it fails honestly.<\/p>\n<p>We\u2019re tracking auto-recovery, approval replans, input pauses, and hard failures separately. I don\u2019t want to quote a broad percentage yet because it varies by app and flow, but that\u2019s exactly the benchmark we plan to publish as usage grows.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@charan_tej_kammara\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a> <a href=\"https:\/\/www.producthunt.com\/@jsurendranathreddy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jsurendranathreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jsurendranathreddy<\/a> <a href=\"https:\/\/www.producthunt.com\/@vidushee_geetam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vidushee_geetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vidushee_geetam<\/a> ! <\/p>\n<\/p>\n<p>Love the framing that the real bottleneck isn’t writing test cases and agreed it’s the execution layer.<\/p>\n<\/p>\n<p>Curious: when CoWork replans after encountering an unexpected UI change, how do you prevent it from “hallucinating” a valid path and accidentally masking a genuine regression instead of surfacing it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@harkirat_singh3777 Precisely! The real bottleneck is the execution layer. <\/p>\n<p>Talking about hallucinations, we ground our plan\/replan decisions using a knowledge graph. It is built using an app crawler that we built in-house.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys!!<\/p>\n<p>Nice idea! Is the generated automation framework-agnostic, or does it target a specific testing framework?<\/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\/@barath_kanna_bk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barath_kanna_bk<\/a> Hello Bharat. Thank you! On a fundamental level, all the automation is an Appium Script. However, Appium notoriously falls short for quite a few use cases, especially on Flutter. We also built a middleware on top of Appium to handle the limitations. So, in essence, it’s a combination of Appium and QApilot middleware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The selector breakage problem is real…. we’ve seen entire automation suites go down after a single navigation update.<\/p>\n<p>Curious how CoWork handles dynamic test data mid-execution. if a flow requires an OTP or an auth password during the run, can that be injected in real time or does everything need to be pre-configured before the session starts?<\/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\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> There are a couple of we handle test data on CoWork, depending on the type of the test data. The user can choose to plug in the test data as part of the natural language test context that is given to CoWork. CoWork will make use of it as needed. <\/p>\n<p>Otherwise, if CoWork comes across an input field like an OTP during its journey, it prompts the user to enter the input, and once the user does that, it continues to autonomously execute the rest of the steps. So, yes. Depending upon the test data and user preference, it can be injected in real-time or pre-configured.<\/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 six-months-to-automate part is real. my team gave up automating our iOS app last year because every release broke the selectors. went back to manual regression and shipped slower for 6 months.<\/p>\n<\/p>\n<p>what i’d want to know about qapilot: when an iOS update changes the entire navigation hierarchy, does the AI re-plan or does it break the same way our selectors did? that’s the test for whether this actually saves a QA team or just shifts the breakage to a different 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\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> That’s a real pain, especially for fast moving mobile app teams. We built CoWork’s planning module such that it intelligently replans, finds new correct selectors, and executes the tests. The QA can choose to update these selectors as default for the future automation runs too. Essentially saving QA’s time and effort to focus on test intent rather than maintenance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>When scale testing mobile applications, how does CoWork handle deep state synchronization or state flakiness across parallel test instances? Is it actively maintaining a synchronized virtual state tree across the instances, or relying on aggressive DOM\/view re-verification loops to prevent false negatives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juno_dost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juno_dost<\/a> – Great question. CoWork doesn\u2019t maintain one shared virtual state tree across parallel runs. Each device\/run keeps its own execution context and validates against the app model, test intent, and current screen state.<\/p>\n<\/p>\n<p>It\u2019s not just repeated view polling either. We use contextual re-verification, checkpoints, and bounded replanning to handle mobile state quirks.<\/p>\n<\/p>\n<p>If the journey is still valid, it continues. If the state is polluted or behavior has changed, it surfaces the issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 replanning loop is what gets me here \u2014 most AI test tools fail silently when the UI changes, and you end up with flaky tests nobody trusts. Human-approved replanning before re-execution is the right call.<\/p>\n<p>Curious how CoWork handles cases where the AI’s planned steps diverge significantly from the original test intent \u2014 does the human reviewer see a diff of the original vs proposed plan, or just the new steps in isolation?<\/p>\n<p>Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@renaldo_loko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renaldo_loko<\/a> – Thank you, and Great question. The human reviewer does see the diff. The original plan vs the adapted plan. And the decision is with the human whether or not to accept the adapted plan for the future runs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">It\u2019s a great idea. I apologize for my limited understanding. Considering the increasing cost-effectiveness and reliability of code production, why should we rely on agentic testing? I understand that specifications can fail due to changes like button renames, but (at least in our suite), it\u2019s expected that tests will fail, and specifications need to be updated accordingly. Wouldn\u2019t it be more efficient to use deterministic testing combined with a non-deterministic report generator?<\/div>\n<div class=\"comment-actions\">\n<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\/@shibin_tv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shibin_tv<\/a> Great question, Shibin. We don\u2019t see agentic testing as a replacement for deterministic tests. Those should stay where behavior is fixed and repeatable.<\/p>\n<\/p>\n<p>The challenge is mobile execution. The same flow can behave differently across devices, OS versions, permissions, keyboards, overlays, network states, and timing delays.<\/p>\n<\/p>\n<p>Traditional tests often fail on these execution quirks even when the user journey is still valid. CoWork tries to handle that in-run: continue when it is safe, ask when judgment is needed, and fail honestly when the product behavior has truly changed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 replanning-on-UI-change part is the real claim here – most mobile suites die exactly when a label moves or an unexpected popup shows up, so an agent that recovers is genuinely useful. When CoWork replans around a changed label, does it persist the adapted step back into the BDD\/Gherkin definition so the next run is deterministic, or does it re-infer the path every run (which would make pass\/fail non-reproducible across CI runs)? And does execution happen on a hosted device farm or on my own connected devices – that matters for builds behind auth or internal-only distribution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> Wonderful question. We gave that control to the human in the loop – to decide whether to save the adapted steps as the default for all the future runs or to roll back the adapted steps. Once CoWork replans and completes a run, the user can choose to accept the test steps and ingest them into the test suite or reject them and re-run CoWork as needed. <\/p>\n<\/p>\n<p>We believe that the judgement better lie in the hands of the human.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mobile QA is a strong place for automation because the bottleneck is rarely one test; it is the repeated device, environment, and regression coverage that slows teams down.<\/p>\n<p>The \u201csame QE team, 3x automation\u201d positioning is interesting. I\u2019d be curious how QApilot handles flaky tests and app-state changes, because reliability is usually what determines whether QA teams trust automation or keep falling back to manual checks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rahulbhavsar – Test Flakiness and Maintenance are a real pain, especially for mobile testing teams. We built CoWork to replan tests dynamically during execution to bypass flakiness and continue with the tests as long as the intent stays intact.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can this be used for scraping\/automation tasks as well as testing?<\/div>\n<div class=\"comment-actions\">\n<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\">@tkeith – Hi trevor. That’s an interesting use case. As of now, we built CoWork for mobile testing only. But it would be interesting to explore more use cases for CoWork and. QApilot in general.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@charan_tej_kammara\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a> The \u201cfails honestly instead of faking a pass\u201d part is the strongest detail for me. In QA, a test that silently adapts in the wrong direction can be more dangerous than a broken test. Human-approved replanning around the original test intent feels like the right balance between speed and trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@alpertayfurr – Exactly. The last thing mobile testing teams need is the false-positives and false release confidence.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Reusing existing BDD test cases instead of asking teams to rewrite everything feels like a smart adoption strategy. Has that been the biggest driver of customer interest so far?<\/div>\n<div class=\"comment-actions\">\n<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\">@luki_notlowkey – Definitely. The biggest bottlenecks teams have been facing is not writing test cases but actually running them. So, the ability to execute existing test cases using CoWork has been a game-changer for the users.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> looks cool! can it work on my local device? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@zoya_aziz – Yes, it does. You just need download a local launcher of QApilot and you’d be good to create and execute test cases on your local devices.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would this compare to doing UI automation testing with a tool like Selenium or CypressJS<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@schott_taylor – Thanks for asking. The biggest pain with scripting frameworks like selenium or Appium is the maintenance effort, especially considering the rapidly changing nature of the mobile applications. We have built CoWork to precisely handle that problem. So that teams can focus on test intent over maintenance.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83d\ude80<\/p>\n<p>I like the human-approved replanning approach. Mobile automation often breaks on small UI changes, popups, so having AI adapt while still asking for approval feels like the right balance.<\/p>\n<p>Curious how CoWork handles flaky test behavior across different real devices and OS versions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@prashant_patil14 – Thank you! Yes, one of the biggest problems with mobile app testing is device fragmentation and the flakiness that comes with it. We have a layer of self-healing on our product that handles the quirks of different screen sizes and OEMs. <\/p>\n<p>Basically, with CoWork, you create a set of automatable test cases on any single device and be able to execute on any other device without coming across flakiness. We do a combination of image processing and parent-child hierarchies.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow. Nice one. Do it have the same operational function for web? How variety of the test cases this cover?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mark_ph_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_ph_m<\/a> Hello Mark. Thank you. We’ve built QApilot’s CoWork specifically for mobile application testing. It is capable of testing web views within mobile apps. That is the extent of our focus. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “human-approved replanning” step is the detail that makes this production-viable. Most AI automation tools pitch full autonomy, but that is exactly where QA teams lose confidence in the output. Having the AI propose the plan change and a human sign off before execution means you get the speed gains without the “the bot went rogue on staging” stories.<\/p>\n<\/p>\n<p>How does the replanning loop work when a test fails mid-run? Does it pause for approval every time, or only when the deviation is above some threshold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mohammed_abd_ilah_neggache\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohammed_abd_ilah_neggache<\/a> – Precisely. You’ve captured the core of CoWork’v value. The replanning happens automatically as long as the original test intent holds true. Any interruption handling, Label changes, etc., will be handled by CoWork autonomously through replanning. <\/p>\n<\/p>\n<p>However, if the CoWork had to replan such that the test intent changes, it goes for human approval. So, the original test intent acts as the threshold of deviation here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The human-approved replanning is the right call for mobile. One question: when a test needs to switch between apps mid-flow (e.g., grab an OTP from email, then switch back), does CoWork handle that as one session, or does cross-app context reset?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a>Currently, we work with static OTPs for testing. However, we understand that switching between apps for certain test cases is a real need and we are seeing more and more requirements for the same. Something to think about for my team. Thank you for bringing that up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/CXYMRDKNHH5ONF\" class=\"app-title\">Nada<\/a><\/p>\n<div class=\"one-liner\">Compose music with just your voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">224<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nada \u662f\u4e00\u6b3e\u80fd\u8ba9\u7528\u6237\u901a\u8fc7\u54fc\u5531\u3001\u53e3\u54e8\u6216\u6b4c\u58f0\u76f4\u63a5\u8f6c\u5316\u4e3a MIDI \u97f3\u4e50\u7684\u624b\u673a\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u201c\u6709\u65cb\u5f8b\u7075\u611f\u5374\u4e0d\u4f1a\u4e50\u5668\u6216\u590d\u6742\u7f16\u66f2\u8f6f\u4ef6\u201d\u7684\u97f3\u4e50\u521b\u4f5c\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\/228e58b8-1d33-4d13-ba4c-aaaa3b8a7a86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/063c0429-9006-4aa0-8204-4d26ffaa4319.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81f789c0-b0c1-47b6-a4fe-470ee740820b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c022dbba-09de-4372-885d-f796b1e1ee65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83ae277e-0b59-40db-85e7-d73f566623a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c41c9fcf-5b57-4478-85c9-da0b505aa9e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3baf9a2-9c3f-4d67-828e-3dceb87a04b4.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\/a18757a0-0562-40dc-a016-f477db02e856.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=RwWxaGHyJZc\"><source src=\"https:\/\/www.youtube.com\/watch?v=RwWxaGHyJZc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">Electronic Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u97f3\u4e50\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6cMIDI<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u6570\u5b57\u97f3\u9891\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">\u4eba\u58f0\u6355\u6349<\/span><br \/>\n <span class=\"tag\">\u65cb\u5f8b\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u65e0AI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u548c\u5f26\u57ab<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u6355\u6349\u7075\u611f\u800c\u975eAI\u751f\u6210\u201d\u7684\u7406\u5ff5\u3002\u4e3b\u8981\u7591\u95ee\u805a\u7126\u4e8e\u97f3\u9ad8\u91cf\u5316\u5982\u4f55\u533a\u5206\u6709\u610f\u8d70\u97f3\u4e0e\u9519\u8bef\u3001\u8282\u594f\u51c6\u786e\u6027\u662f\u4fdd\u7559\u539f\u6837\u8fd8\u662f\u81ea\u52a8\u91cf\u5316\u3002\u56e2\u961f\u56de\u5e94\u79f0\u63d0\u4f9b\u97f3\u9636\u9009\u62e9\u548c\u624b\u52a8\u7f16\u8f91\u91cf\u5316\u529f\u80fd\u3002\u6b64\u5916\uff0c\u7528\u6237\u671f\u5f85\u5b89\u5353\u7248\u672c\uff0c\u5e76\u5efa\u8bae\u4f7f\u7528\u6709\u7ebf\u8033\u673a\u4ee5\u83b7\u5f97\u6700\u4f73\u5f55\u97f3\u6548\u679c\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 Nada \u5728\u201cAI\u4e00\u952e\u751f\u6210\u97f3\u4e50\u201d\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u9009\u62e9\u4e86\u4e00\u6761\u770b\u4f3c\u66f4\u201c\u7b28\u201d\u4f46\u53ef\u80fd\u66f4\u806a\u660e\u7684\u8def\u2014\u2014\u5b83\u4e0d\u505a\u4f5c\u66f2\u8005\uff0c\u53ea\u505a\u8f6c\u5f55\u5458\u3002\u8fd9\u79cd\u201c\u65e0AI\u751f\u6210\u201d\u7684\u5b9a\u4f4d\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u521b\u4f5c\u8005\u5bf9AI\u97f3\u4e50\u5de5\u5177\u201c\u5931\u53bb\u63a7\u5236\u611f\u201d\u7684\u96c6\u4f53\u7126\u8651\u3002\u4ece\u4ea7\u54c1\u672c\u8d28\u4e0a\uff0cNada \u89e3\u51b3\u7684\u5e76\u975e\u201c\u6211\u4e0d\u4f1a\u5199\u6b4c\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u201c\u6211\u6709\u7075\u611f\u4f46\u6211\u5f55\u4e0d\u4e0b\u6765\u201d\u7684\u6548\u7387\u95ee\u9898\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u628a\u8bed\u97f3\u5907\u5fd8\u5f55\u548c\u4e13\u4e1aMIDI\u7f16\u8f91\u5668\u4e4b\u95f4\u90a33-4\u6b65\u7684\u7e41\u7410\u5de5\u4f5c\u6d41\uff08\u5f55\u97f3\u2192\u89e3\u7801\u2192\u624b\u52a8\u6252\u8c31\u2192\u8f93\u5165DAW\uff09\u780d\u6389\u4e86\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\uff1a\u201c\u54fc\u5531\u8f6cMIDI\u201d\u7684\u51c6\u5ea6\u4e0a\u9650\uff0c\u4ee5\u53ca\u201c\u79fb\u52a8\u7aef\u89e6\u63a7\u7f16\u66f2\u201d\u7684\u4f53\u9a8c\u4e0b\u9650\u3002\u4ece\u8bc4\u8bba\u4e2d\u56e2\u961f\u5bf9\u8282\u62cd\u91cf\u5316\u95ee\u9898\u7684\u56de\u7b54\uff08\u63d0\u4f9b\u624b\u52a8\u9009\u9879+\u81ea\u52a8\u6e05\u7406\uff09\u6765\u770b\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u201c\u53e3\u888b\u5f55\u97f3\u68da\u8349\u7a3f\u672c\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u7f16\u66f2\u5de5\u4f5c\u7ad9\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u7684\u70ed\u4e4e\u52b2\u8fc7\u53bb\uff0c\u4ed6\u4eec\u4f1a\u53d1\u73b0\u4ece\u4e00\u5206\u949f\u7684\u54fc\u5531\u8349\u7a3f\u5230\u4e00\u9996\u5b8c\u6574\u7684\u7f16\u6392\u4f5c\u54c1\u4e4b\u95f4\uff0c\u8fd8\u6709\u5de8\u5927\u7684\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n Nada \u7684\u6f5c\u529b\u5728\u4e8e\uff0c\u5b83\u6070\u597d\u7ad9\u5728\u201c\u4f20\u7edfDAW\u592a\u590d\u6742\u201d\u548c\u201cAI\u751f\u6210\u592a\u65e0\u8111\u201d\u4e4b\u95f4\u7684\u5e73\u8861\u70b9\u4e0a\u3002\u4f46\u98ce\u9669\u4e5f\u5728\u4e8e\uff0c\u8fd9\u4e2a\u4f4d\u7f6e\u7a76\u7adf\u662f\u4e00\u4e2a\u575a\u5b9e\u7684\u57fa\u7840\uff0c\u8fd8\u662f\u4e00\u4e2a\u96be\u4ee5\u505a\u5927\u7684\u4e00\u4eba\u516c\u53f8\u5f0f\u5229\u57fa\u5e02\u573a\uff0c\u4ecd\u6709\u5f85\u5e02\u573a\u9a8c\u8bc1\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\">Nada<\/span>\n <\/div>\n<div class=\"comment-content\">Nada is the easiest way to turn your voice into music. Hum, sing, or whistle an idea, and instantly convert it into MIDI. Arrange your melodies on mobile, choose from a variety of instruments, and build songs wherever inspiration strikes. No AI generation involved, just your own creativity, captured faster.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Last November, my friends and I started thinking about how we could make it easier for musicians to create music anywhere, anytime.<\/p>\n<p>At the time, we watched the making of video for Stromae\u2019s \u201cAlors on danse.\u201d It was funny, but also inspiring. It made us wonder: what if people could create music using only their voice?<\/p>\n<p>A lot of people have great musical ideas, but they cannot always play an instrument. Traditional DAWs can also feel too complex, especially when all you want to do is capture an idea quickly. But almost everyone can hum, sing, or whistle a melody.<\/p>\n<p>That was the moment everything clicked.<\/p>\n<p>We decided to build Nada, which means \u201ctune\u201d in Indonesian. At first, we imagined it as a better voice notes app for musicians, something simple for capturing musical ideas. But as we kept building, it slowly became a mini DAW: voice-to-MIDI, instruments, arrangement, beats, and music production features, all designed to stay simple and not overwhelming.<\/p>\n<p>Today, we\u2019re excited and proud to finally share Nada on Product Hunt.<\/p>\n<p>We built Nada for musicians, creators, and anyone who has ever had a melody in their head but struggled to turn it into music.<\/p>\n<p>We\u2019d love to hear your feedback, ideas, and thoughts. And if you\u2019re a musician, creator, investor, partner, or someone who believes music creation should be more accessible, we\u2019d love to connect.<\/p>\n<p>For more inquiries, you can contact us via email: <a href=\"mailto:tunelabid@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tunelabid@gmail.com<\/a><\/p>\n<\/p>\n<p>Thank you for checking out Nada!<\/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\/@bregas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bregas<\/a> Awesome job with the launch! The “no AI generation, just capture” philosophy is refreshing in a launch cycle full of generative-everything tools. How does the pitch quantization tell the difference between a singer hitting an intentional blue note or microtonal slide versus an actual pitch error it should correct?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">That’s really interesting! Love such things.<br \/>\nWaiting for Android version to try it. Good luck with your developments.<\/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\/@arthen_factory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthen_factory<\/a> Thanks!! Native android & desktop are still on developments! Working hard on it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthen_factory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthen_factory<\/a> Android developer here! We’re working hard on the Android version right now. Appreciate the love, man! Will let you know as soon as it’s live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For the best experience with Nada, we highly recommend using wired earphones with a built-in microphone, such as Apple USB-C EarPods or any similar wired headset.<\/p>\n<\/p>\n<p>Wired earphones help produce better-quality results because they reduce latency and prevent speaker audio from interfering with pitch detection. Wireless earphones may introduce noticeable latency, while using Nada through speakers can reduce pitch detection accuracy.<\/p>\n<\/p>\n<p>For the most accurate voice-to-MIDI result, wired earphones are highly recommended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you haven’t tried the Chord Pads yet, please give it a spin! It’s one of our standout features, designed to help you generate chord progressions and kickstart your music ideas. Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s amazing to finally see Nada live on Product Hunt! \ud83c\udf89 been watching this idea grow from a simple thought into a tool that helps people turn melodies into music has been such a journey. Really proud of what Tunelab team built. Hope Nada helps more creators bring their musical ideas to life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “no AI generation” framing is actually the right call here – the value is capturing <em>your<\/em> musical idea, not generating a new one. Musicians who can hear melodies but can’t play piano have been stuck with voice memos + manual transcription forever. Cutting that to hum-to-MIDI directly removes 3-4 steps from a genuinely painful workflow.<\/p>\n<\/p>\n<p>Curious how it handles rhythm accuracy – is the MIDI timing quantized automatically or does it preserve your exact phrasing? That’s usually where voice-to-MIDI tools live or die for people who care about their groove.<\/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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> So for accuracy, the first you can do in Nada is to choose your scale or disable note that you don’t want to hit. This way you will always sing in scale, work kinda like autotune.<\/p>\n<\/p>\n<p>During recording it preserve exact timing and phrasing from user voice, if there’s a mistake, you can always fix it in our midi editor and we provide automatic cleaning option in the editor that fix common vocal mistake when using Nada. We also have many quantization option in the editor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I\u2019m Tika, part of the design team behind Nada. \ud83d\udc4b<\/p>\n<\/p>\n<p>From the very beginning, we knew we wanted to create something that lived at the intersection of creativity and productivity. Since we all share a love for music, it naturally became the heart of what we wanted to build together.<\/p>\n<\/p>\n<p>Designing this app has been both incredibly fun and challenging, and I feel privileged to have been part of it since day one. I\u2019ve watched Nada grow from messy whiteboard sketches into an intricate app that continues to evolve with innovative features we never even imagined at the start. It has become a product we\u2019re all genuinely passionate about.<\/p>\n<\/p>\n<p>What makes this journey especially meaningful isn\u2019t just the product itself, but the team behind it. I\u2019m deeply grateful to be part of this amazing group of people and excited for what lies ahead for Nada. We believe there\u2019s still so much to explore in refining the creative process for musicians, and perhaps even embracing AI to unlock new ways of creating, capturing, and shaping musical ideas.<\/p>\n<\/p>\n<p>This launch feels less like the finish line and more like the first note of a much longer song. \ud83c\udfb5\ud83d\ude80<\/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>Nada Coder here. I really enjoyed building this product and felt excited throughout the entire development process. From the very beginning, during the ideation phase, our goal was to create a product that is not only enjoyable for us to build as developers, but also enjoyable and valuable for users to use in their daily experience. We continuously focused on understanding user needs, collecting feedback, and improving the product based on the experiences and insights we received along the way.<\/p>\n<\/p>\n<p>Throughout this journey, I learned a lot because this product was something completely new to me and pushed me to explore many areas that I had never worked on before. During the development process, I encountered various technical challenges, unexpected issues, and many moments where I needed to learn quickly in order to solve problems effectively. Those experiences helped me improve not only my technical skills, but also the way I think about problem solving, product development, and collaboration within a team.<\/p>\n<\/p>\n<p>What made this experience especially valuable for me was seeing how an idea can slowly evolve into a real product through continuous iteration and learning. Building this product taught me that creating good software is not only about writing code, but also about understanding users, adapting to feedback, making improvements consistently, and being willing to learn from mistakes. Overall, this journey gave me a lot of new knowledge and became an experience that helped me grow significantly as a developer.<\/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\">I really like the philosophy of helping people capture ideas instead of generating them!!! I’m curious though… have you seen more adoption from experienced musicians looking for a faster workflow, or from complete beginners who don’t play an instrument?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi product hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m one of the designers behind Nada. It\u2019s been really fun watching this app grow from early designs into something people can actually use.<\/p>\n<\/p>\n<p>I\u2019ve mostly been involved in making the product and visuals feel easier to understand and more enjoyable to use. Seeing people turn a simple hum into something they can build on has been one of the coolest parts of working on this project.<\/p>\n<\/p>\n<p>Excited to finally share it here, and I\u2019d genuinely love to hear what you think. Thanks for checking out Nada! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Wow Bregas! This is really impressive. Music creators gonna love you. Wish you all the best<\/div>\n<div class=\"comment-actions\">\n<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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For the voice-to-midi translation engine, how are you separating expressive articulation (like pitch bends, vibrato, or dynamics) from the raw musical notes? Are you mapping those vocal nuances directly to standard MIDI CC data in real time, or handling them post-processing through a secondary latent-space conditioning layer?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 that this is “capture your own idea” and not “AI makes a song for you.” Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_marker3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_marker3<\/a> Thankk youuu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@bregas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bregas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bregas<\/a> This would honestly save so many random voice notes on my phone. The idea of humming something quickly and turning it into MIDI before the melody disappears feels super useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/WTMDXV5MSCWOU3\" class=\"app-title\">RetroMac<\/a><\/p>\n<div class=\"one-liner\">Turn your Mac into a time machine.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RetroMac \u4e3a\u4f60\u7684Mac\u5957\u4e0a\u7ecf\u5178\u7535\u8111\u7cfb\u7edf\u7684\u89c6\u89c9\u76ae\u80a4\uff08CRT\u626b\u63cf\u7ebf\u3001\u590d\u53e4Dock\/\u4efb\u52a1\u680f\u3001\u5c0f\u6e38\u620f\u7b49\uff09\uff0c\u5e76\u53ef\u5c06\u590d\u53e4\u6444\u50cf\u5934\u6548\u679c\u5e26\u5165Zoom\u7b49\u89c6\u9891\u4f1a\u8bae\uff0c\u6ee1\u8db3\u6000\u65e7\u7231\u597d\u8005\u4e0e\u521b\u610f\u5de5\u4f5c\u8005\u7684\u201c\u6570\u5b57\u626e\u88c5\u201d\u9700\u6c42\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\/57e323ad-d0a2-48ef-8f41-1372b72874c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3561fff7-6438-47ea-91d1-81a20d342b68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e44b319b-ade0-4b63-8626-cb5c96f7950a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0cb0eb7-21e7-438f-aa00-2fd4a2a09fbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6cdbd040-72f5-473a-848d-d8a4aa17b5ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afe26bb3-e034-40f2-b31b-880cf6b4792d.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\">Funny<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u4e3b\u9898<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u684c\u9762<\/span><br \/>\n <span class=\"tag\">CRT\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">Windows XP\/98\u4e3b\u9898<\/span><br \/>\n <span class=\"tag\">macOS\u7f8e\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u591a\u663e\u793a\u5668\u652f\u6301\u3001\u6027\u80fd\u6d88\u8017\uff08Intel vs Apple Silicon\uff09\u3001\u4e00\u952e\u5207\u6362\u6a21\u5f0f\u9ad8\u5ea6\u5173\u6ce8\u3002\u53cd\u9988\u96c6\u4e2d\u5728\uff1aCRT\u7740\u8272\u5668\u5bf9GPU\u7684\u65e5\u5e38\u5f71\u54cd\u3001Windows\u7248\u4f55\u65f6\u63a8\u51fa\u3001\u662f\u5426\u4f1a\u4ece\u4e00\u65f6\u65b0\u9c9c\u53d8\u4e3a\u6301\u7eed\u4f7f\u7528\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u6709\u6027\u80fd\u6a21\u5f0f\u3001\u5916\u63a5\u5c4f\u5e55\u5df2\u652f\u6301\uff0cWindows\u7248\u9884\u8ba12\u4e2a\u6708\u5185\u63a8\u51fa\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 RetroMac \u7684\u5de7\u5999\u5728\u4e8e\u5b83\u5e76\u4e0d\u53ea\u662f\u201c\u6362\u76ae\u201d\u2014\u2014\u901a\u8fc7\u865a\u62df\u6444\u50cf\u5934\u5c06\u590d\u53e4\u6ee4\u955c\u5e26\u8fdb\u4f1a\u8bae\u8f6f\u4ef6\uff0c\u5b83\u4ece\u7eaf\u7cb9\u7684\u684c\u9762\u6000\u65e7\u5de5\u5177\u5347\u7ea7\u4e3a\u4e00\u79cd\u5e26\u6709\u8868\u6f14\u5c5e\u6027\u7684\u793e\u4ea4\u9053\u5177\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6293\u4f4f\u4e86\u4e24\u4e2a\u5fc3\u7406\uff1a\u4e00\u662f\u4e2a\u6027\u5316\u8868\u8fbe\u7684\u6e34\u671b\uff08\u5728\u5343\u7bc7\u4e00\u5f8b\u7684\u73b0\u4ee3UI\u4e2d\u7a81\u663e\u81ea\u5df1\u7684\u54c1\u5473\uff09\uff0c\u4e8c\u662f\u5bf9\u65e0\u610f\u4e49\u5de5\u4f5c\u6548\u7387\u7684\u9690\u79d8\u53cd\u6297\uff08\u628a\u4e25\u8083\u7684\u5de5\u4f5c\u73af\u5883\u5077\u5077\u53d8\u6210\u6e38\u4e50\u573a\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u590d\u53e4\u89c6\u89c9\u7684\u65b0\u9c9c\u611f\u4f1a\u8fc5\u901f\u6d88\u9000\uff0c\u5c24\u5176\u5f53\u5b83\u5f00\u59cb\u5e72\u6270\u65e5\u5e38\u5de5\u4f5c\u6d41\u65f6\uff08\u4f8b\u5982CRT\u626b\u63cf\u7ebf\u8ba9\u6587\u672c\u9605\u8bfb\u53d8\u5403\u529b\uff09\u3002\u76ee\u524d\u7684\u5f00\u6e90\u514d\u8d39+\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\u662f\u806a\u660e\u7684\u59a5\u534f\u2014\u2014\u8ba9\u7528\u6237\u96f6\u6210\u672c\u5c1d\u9c9c\uff0c\u518d\u9760\u201c\u6444\u50cf\u5934\u52a0\u6301\u201d\u7b49\u4e13\u4e1a\u529f\u80fd\u7b5b\u9009\u4ed8\u8d39\u610f\u613f\u3002\u7136\u800c\uff0c\u82e5\u672a\u80fd\u5c06\u201c\u5076\u5c14\u88c5\u626e\u201d\u8f6c\u5316\u4e3a\u201c\u65e5\u5e38\u4e60\u60ef\u201d\uff08\u5982\u96c6\u6210\u7cfb\u7edf\u7ea7\u5feb\u6377\u952e\u3001\u4e0e\u5f00\u53d1\u5de5\u5177\u8054\u52a8\u7b49\uff09\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u4e0b\u8f7d\u540e\u622a\u56fe\u79c0\u4e00\u6b21\u201d\u7684\u58c1\u7eb8\u66ff\u6362\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u60a3\u662f\u6027\u80fd\u3002\u5c3d\u7ba1\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86Lite\u6a21\u5f0f\uff0c\u4f46\u5168\u5c4f\u7740\u8272\u5668\u5bf9Intel Mac\u7528\u6237\u4ecd\u662f\u529d\u9000\u9879\uff0c\u800cApple Silicon\u7528\u6237\u672a\u5fc5\u613f\u610f\u4e3a\u89c6\u89c9\u8da3\u5473\u727a\u7272\u7eed\u822a\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u5b83\u4e0emacOS\u539f\u751f\u7a97\u53e3\u7ba1\u7406\u7684\u517c\u5bb9\u6027\uff08\u5982\u622a\u56fe\u3001\u5206\u5c4f\u3001\u901a\u77e5\uff09\u53ef\u80fd\u6210\u4e3a\u957f\u671f\u5410\u69fd\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRetroMac\u662f\u4e00\u6b3e\u6267\u884c\u529b\u51fa\u8272\u7684\u8f7b\u91cf\u7ea7\u4ea7\u54c1\uff0c\u7cbe\u51c6\u670d\u52a1\u4e8e\u6000\u65e7\u793e\u533a\u7684\u201c\u4eea\u5f0f\u611f\u201d\u521a\u9700\u3002\u4f46\u82e5\u60f3\u8df3\u51fa\u5c0f\u4f17\u5708\u5b50\uff0c\u5b83\u9700\u8981\u56de\u7b54\u4e00\u4e2a\u66f4\u6b8b\u9177\u7684\u95ee\u9898\uff1a\u5f53\u4eba\u4eec\u4e0d\u518d\u6000\u5ff5\u65e7\u7cfb\u7edf\u4e4b\u540e\uff0c\u4f60\u8fd8\u5269\u4e0b\u4ec0\u4e48\uff1f\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\">RetroMac<\/span>\n <\/div>\n<div class=\"comment-content\">RetroMac wraps your everyday macOS in the look and feel of classic computers: authentic CRT shaders over your whole screen, themed docks and desktops (Mac OS 9, Windows XP\/98, BeOS, Amiga\u2026), retro widgets and games, and a virtual webcam that pipes the CRT look into Zoom, Meet or Teams. Open source, free to use with an optional one-time upgrade for extra presets and webcam support.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83c\udd95 What\u2019s new since our first launch?<br \/>\nThis is RetroMac\u2019s second Product Hunt launch, and the app has grown a lot!<\/p>\n<p>\ud83d\udc49 Dock Mode & a quick launcher. RetroMac can live in your Dock; click its icon for a slim launcher to switch themes and flip the shader or virtual camera on\/off. There\u2019s also a floating launcher button you can drag anywhere on screen.<\/p>\n<p>\ud83d\ude33 Shaders on every display. Multi-monitor setups now get the CRT treatment on all screens, not just the main one.<\/p>\n<p>\ud83d\udc49 New \u201cRetro Crisis\u201d shaders (GDV-NTSC composite & RGB) and softer, more authentic CRT phosphor masks . No more \u201cfly-screen\u201d sharpness; it looks like a real tube now.<\/p>\n<p>\ud83d\udc4b Authentic Windows taskbar: Windows 98 and XP show one elongated taskbar button per open window; click to minimize\/restore, just like the real thing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maik_klotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maik_klotz<\/a> how’s the performance impact when running a ful-screen CRT shader 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<div class=\"reply-item\">\n<div class=\"reply-content\">@maik_klotz This caught my attention because nostalgia-based products usually attract people fast\u2026 but keeping them engaged long term is where things get interesting.<\/p>\n<p>Curious, do you see this becoming more of a one-time experience product, or something users keep coming back to regularly?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@maik_klotz That actually changes the positioning quite a bit.<\/p>\n<p>Once a product moves from novelty into something users can integrate gradually without disrupting existing habits, the challenge stops being product design and starts becoming market education.<\/p>\n<p>Because now people need to understand why they should adopt it beyond the nostalgia factor.<\/p>\n<p>That shift usually changes how growth has to be approached entirely.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dock for classic mac OS 9 is the unlocked badge of every developer who’s quietly been wanting this since they were 14. shut up and take my money.<\/p>\n<\/p>\n<p>real question though: does the CRT shader work with external monitors? half my screen real estate is at 27″ and i don’t trust most shader presets to scale clean across resolutions.<\/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\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> yes! I use it with my external Monitor as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I saw this relaunch and immediately saw something good was coming (and I was right)!<\/p>\n<\/p>\n<p>Anyways, whens the windows version coming…<\/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\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> Thank you! I hope a win version ios coming within the next 2 months \u25e1\u0308 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love these Retro series and now incorporated the Simpsons! \ud83d\ude00 You are a genius! <\/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> thank you! \u25e1\u0308<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>The attention to detail is impressive, especially recreating the Windows 98\/XP taskbar behavior instead of just changing the visuals.<\/p>\n<p>I’m curious: since the shaders run across the whole desktop, how much GPU overhead do they add during everyday work or video calls? It would be interesting to know how they perform on older Intel Macs versus Apple Silicon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> There is a performance mode so your Mac doesn’t need that many resources. And a bunch of “lite” presets, which are pretty fast 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This launch got me \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From a systems-level perspective, how are you intercepting the window server\/compositor to inject the vintage display rendering and retro behaviors without triggering major layout lag or shattering native macOS window-snapping frameworks?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 genuinely delightful. The CRT shader on a single window is a nice touch \u2014 you can keep your workflow normal and just make the one app you’re vibing with look like 1987.<\/p>\n<p>Curious whether the shaders work with external displays or if it’s limited to the built-in screen. And is there any performance hit on M-series chips running the full-screen presets?<\/p>\n<p>Solid free tier strategy too \u2014 let people fall in love with it before asking for money.<\/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><a href=\"https:\/\/www.producthunt.com\/@maik_klotz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maik_klotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maik_klotz<\/a> This is the kind of app people open \u201cjust to try once\u201d and then accidentally spend an hour changing their whole setup. The virtual webcam part is a fun touch too \u2014 showing up to a call with a CRT look is weirdly tempting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 urgently need this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/XMLOOUK5PH6Y6V\" class=\"app-title\">Cloud World Model<\/a><\/p>\n<div class=\"one-liner\">Simulate AWS, GCP & DigitalOcean without paying the bill<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cloud World Model\u662f\u4e00\u6b3e\u65e0\u9700\u5b9e\u9645\u90e8\u7f72\u5373\u53ef\u6a21\u62dfAWS\u3001GCP\u3001Azure\u7b49\u591a\u4e2a\u4e91\u5e73\u53f0\u67b6\u6784\u7684\u4eff\u771f\u5de5\u5177\uff0c\u5e2e\u52a9\u5b66\u4e60\u8005\u548cAI\u4ee3\u7406\u5728\u4e0d\u4ea7\u751f\u771f\u5b9e\u8d26\u5355\u7684\u60c5\u51b5\u4e0b\u9884\u6d4b\u6210\u672c\u3001\u6027\u80fd\u548c\u5bb9\u707e\u80fd\u529b\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3c87498-b6d1-433c-ad52-7e530a621ced.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8489eff2-6b21-40ed-92fd-34edbb0bcad6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ef40c4d-ea70-4525-bfa9-cb2b5c10f000.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09645030-4183-46e0-8dc2-e30edcac1b37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5b9066b-4e05-4ee0-b26f-94597b6cb03b.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\/f8040704-27ee-4ec1-9a85-86235ac8177f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rDZfctnxr_I\"><source src=\"https:\/\/www.youtube.com\/watch?v=rDZfctnxr_I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e91\u67b6\u6784\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6df7\u6c8c\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">Infra as Code<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\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\u5173\u6ce8\u4eff\u771f\u4e0e\u771f\u5b9e\u73af\u5883\u7684\u51c6\u786e\u5ea6\u5dee\u8ddd\uff0c\u5c24\u5176\u662f\u9690\u85cf\u6210\u672c\uff08\u5982\u8de8AZ\u6d41\u91cf\uff09\u4e0eIAM\u7b56\u7565\u7684\u6a21\u62df\u7f3a\u5931\u3002\u5efa\u8bae\u589e\u52a0\u62d6\u62fd\u8fde\u7ebf\u3001\u5bfc\u51faTerraform\/Pulumi\u3001\u63d0\u4f9bGo SDK\u7b49\u6613\u7528\u6027\u529f\u80fd\u3002\u591a\u6570\u53cd\u9988\u5e0c\u671b\u6210\u672c\u9884\u6d4b\u80fd\u7ec6\u5316\u5230\u5355\u9879\u8d44\u6e90\uff0c\u5e76\u5bf9RL API\u7684\u5956\u52b1\u673a\u5236\u900f\u660e\u5ea6\u63d0\u51fa\u8981\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cloud World 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agent\u8bad\u7ec3\uff0c\u800c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5956\u52b1\u673a\u5236\u4e0d\u900f\u660e\u201d\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\u2014\u2014\u4e00\u4e2a\u53ea\u4f18\u5316\u6210\u672c\u800c\u5ffd\u7565\u53ef\u9760\u6027\u7684agent\u6bd4\u4eba\u66f4\u5371\u9669\u3002\u56e2\u961f\u76ee\u524d\u672a\u516c\u5f00reward\u6a21\u578b\uff0c\u4e5f\u672a\u63d0\u4f9b\u7528\u6237\u53ef\u8c03\u6743\u91cd\uff0c\u8fd9\u5728\u4e25\u8083\u7684\u751f\u4ea7\u7ea7\u573a\u666f\u4e2d\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\u3002\u540c\u6837\uff0cIAAS\u5c42\u9762\u7684\u529f\u80fd\u8986\u76d6\u9762\u4e0d\u8db3\uff1a\u7f51\u7edc\u51fa\u53e3\u6210\u672c\u3001IAM\u7b56\u7565\u3001\u8fc1\u79fb\u6210\u672c\u7b49\u201c\u6697\u5751\u201d\u5c1a\u672a\u6a21\u62df\uff0c\u800c\u8fd9\u6070\u6070\u662f\u5b9e\u9645\u8d26\u5355\u7206\u70b8\u7684\u4e3b\u8981\u539f\u56e0\u3002UI\u4ea4\u4e92\u751f\u786c\u3001\u7f3a\u5c11Terraform\u5bfc\u51fa\u7b49\u5de5\u7a0b\u7ec6\u8282\u4e5f\u662f\u963b\u788d\u7528\u6237\u4ece\u201c\u4f53\u9a8c\u201d\u5230\u201c\u4f9d\u8d56\u201d\u7684\u7eca\u811a\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u4ea7\u54c1\u5728\u201c\u4e91\u4eff\u771f\u6a21\u62df\u201d\u9886\u57df\u7684\u5361\u4f4d\u7cbe\u51c6\uff0c\u6838\u5fc3\u529f\u80fd\u5df2\u8dd1\u901a\uff0c\u4f46\u82e5\u60f3\u4ece\u201c\u521d\u7ea7\u5b66\u4e60\u5de5\u5177\u201d\u8dc3\u5347\u81f3\u201c\u751f\u4ea7\u7ea7\u51b3\u7b56\u5f15\u64ce\u201d\uff0c\u4ecd\u9700\u5728AI agent\u5b89\u5168\u673a\u5236\u3001\u6210\u672c\u6a21\u62df\u6df1\u5ea6\u548c\u5de5\u7a0b\u5316\u96c6\u6210\u4e0a\u6295\u5165\u786c\u529f\u592b\u3002\u76ee\u524d\u7684\u6280\u672f\u58c1\u5792\u5c1a\u6d45\uff0c\u5927\u5382\uff08\u5982LocalStack\uff09\u4e00\u65e6\u8ddf\u8fdb\uff0c\u5f62\u52bf\u5c06\u77ac\u95f4\u9006\u8f6c\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\">Cloud World Model<\/span>\n <\/div>\n<div class=\"comment-content\">Simulate AWS, GCP, Azure, OCI & DigitalOcean architectures to predict cost, performance, and resilience without provisioning real resources or paying a cloud bill. Built for learners practicing cloud skills and AI agents training on cloud optimization.<\/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! I’m Kevin Brown, one of the makers of Cloud World Model.<\/p>\n<p>Cloud World Model lets you model AWS, GCP, Azure, OCI, and DigitalOcean architectures and instantly see how they behave CPU, error rates, throughput, autoscaling, failure recovery, and cost without provisioning a single real resource.<\/p>\n<p>A few things we’re proud of:<\/p>\n<ul>\n<li>\n<p>A capacity-aware engine that models real per-provider performance profiles<\/p>\n<\/li>\n<li>\n<p>Chaos engineering: inject zone outages, DB crashes, and network partitions, then get a resilience score<\/p>\n<\/li>\n<li>\n<p>A multi-cloud explorer that compares provider combos on cost, latency, and vendor lock-in<\/p>\n<\/li>\n<li>\n<p>A full RL training API so AI agents can learn cloud optimization in a safe, cost-free environment<\/p>\n<\/li>\n<li>\n<p>Beginner mode with plain-English AI explanations and an interactive tutorial<\/p>\n<\/li>\n<\/ul>\n<p>Whether you’re learning cloud skills or training agents to optimize infrastructure, I’d like to hear any of the following in the comments?<\/p>\n<ol>\n<li>\n<p>How do you typically test cloud architecture changes before putting them in production or any environment?<\/p>\n<\/li>\n<li>\n<p>Do you think a mechanism to be able simulate a cloud architecture change would be useful?<\/p>\n<\/li>\n<li>\n<p>Any experiences with cloud cost comparisons?<\/p>\n<\/li>\n<\/ol>\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>BTW, you can try us headless using any of the popular tools like <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> , <a href=\"https:\/\/www.producthunt.com\/products\/codex-4\" target=\"_blank\" rel=\"noopener\">@Codex\u200b\u200b<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/grok\" target=\"_blank\" rel=\"noopener\">@Grok<\/a> Build. The API is fully <a href=\"https:\/\/cloudworldmodel.ai\/api-docs\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">documented<\/a>.<\/p>\n<\/p>\n<p>Here is even a starter prompt you can try:<\/p>\n<blockquote>\n<p>Build a simple two-tier web app on AWS one EC2 web tier, one RDS database. Run it through a traffic ramp, then inject a database crash. Tell me what breaks and what to do about it.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathsociety\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathsociety<\/a> Once you’ve simulated an architecture and you’re happy with it, can you export that to Terraform or Pulumi? Right now it sounds like the sim and the actual deploy are two separate worlds. That’s where I’d get stuck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mathsociety\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathsociety<\/a>  Answering Q1+Q2 from the small-team side: I deploy bots to Fly and honestly my “test” is deploy-and-pray, no real staging. It bit me last week, a .env got baked into the Docker image and silently overrode my prod secrets, no error thrown, just wrong behavior. A simulator that flagged “this config will shadow your prod env” before deploy would’ve saved me hours. And the crash-injection prompt is the right instinct, the failures that hurt are the silent ones, not the loud ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When simulating highly stateful infrastructure setups (like managed DB clusters with strict VPC networking rules or IAM permission chains), how deeply does your local mocking layer mirror the cloud providers’ internal API state validation? Does it execute structural validation against a custom internal schema engine, or parse translated Terraform\/CloudFormation configurations directly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool – had a multi-cloud setup simulating in a couple minutes. One thing though: connecting resources took a few clicks each time (here’s what I mean: <a href=\"https:\/\/createademo.com\/v\/cmqwvhczh0001ju048im8m8z8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cloud World Model | createademo<\/a>, ~0:10). Is there a faster way to wire them up – a drag-from-handle or keyboard shortcut? Would speed up building a setup a lot. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_marker3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_marker3<\/a> That’s awesome that you was able to create a quick demo. Truthful, I actually love the API more than the UI. I actually considered creating no UI but learners need a UI. The quickest way is to use the predefined scenarios on the scenario tab. Your point thought is valid regarding a quicker way to wire them up. Will need to think that through a little bit more. Thank you for the feedback, for creating the demo and the congratulations comment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Useful angle for teams that want to teach cloud tradeoffs without handing out real cloud accounts. I\u2019d be interested in how close the cost\/perf model stays to provider changes over time, since drift is usually where these simulators get hard to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jimmy_lee12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmy_lee12<\/a> Drift is an important concern. We use varying CI tricks.<\/p>\n<p><strong>Continuous validation:<\/strong> Every code change runs a pricing check in CI that fails the build if our cost constants drift from the reference rates we’ve sourced from each provider’s pricing pages (AWS, GCP, Azure, OCI, DigitalOcean).<\/p>\n<\/p>\n<p><strong>Weekly accuracy floor:<\/strong> A scheduled job benchmarks all five providers against real-world reference data every week and fires an alert (via PostHog – Shoutout to <a href=\"https:\/\/www.producthunt.com\/products\/posthog\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"posthog\" target=\"_blank\" rel=\"noopener\">@PostHog<\/a> ) if any provider’s overall simulation accuracy drops below 95%. All five are currently well above that – AWS ~97%, GCP ~98%, Azure ~98%, OCI ~97%, DigitalOcean ~98%.<\/p>\n<\/p>\n<p>It’s a combination of CI tricks and checks that keep things accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the one I keep coming back to, cost is the question that never really leaves the room, and almost always the hardest thing to pin down before you commit.<\/p>\n<\/p>\n<p>My real question is fidelity. The headline compute numbers are easy, every calculator gets those right. The bills that actually blow up are the hidden line items: egress and cross-AZ traffic, managed-service markups, spot vs committed pricing. Does the engine reach down to those, or just the sticker compute price? And the case that would really earn its keep: migration, where the egress to leave a provider ambushes everyone and never shows up in a “provider A vs B monthly” comparison until the invoice lands. Can the explorer model the <em>transition<\/em> cost, not just the steady-state side-by-side?<\/p>\n<\/p>\n<p>Genuinely love the concept, the chaos-engineering resilience score is a great touch too. Congrats on the launch! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keirodev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keirodev<\/a> appreciate the depth of this question.The engine goes beyond sticker compute: it models managed service rates, Kubernetes control plane fees, and spot vs on-demand pricing (that one’s shipping very soon). So the “hidden” managed-service and spot deltas are in scope.<\/p>\n<p>Egress and cross-AZ traffic costs aren’t modeled yet. Those are roadmap items. Migration\/transition egress is an even sharper version of the same problem, and honestly one of the most under appreciated real costs of a provider switch. That alone is a good reason for us to build it.<\/p>\n<p>Thanks for the thoughtful questions, and for the kind words on the chaos resilience score!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@mathsociety\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mathsociety\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathsociety<\/a> I like this because cloud mistakes usually get expensive after you already deployed them. Being able to play with failure scenarios, cost, and scaling before touching real infra feels especially useful for learners and small teams that don\u2019t have a proper staging setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alpertayfurr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpertayfurr<\/a> Thank you. I\u2019m glad you recognize this. We see Cloud World Model as something for human learners and non-human learners. It\u2019s expensive to burn real money or to have an incident. I could remember we used to spend weeks on architecture. The only way we was able to validate architectural decisions was to put it in the environment or best practice. Stress testing an architecture is cost especially for small teams, even for large teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The RL training API is the sharp end of this \u2014 and the part I’d push on. An agent is only as honest as its reward. Cost, latency, and resilience are in tension: minimize cost hard enough and the agent learns to ship something cheap and brittle that looks great right up until the zone outage you didn’t simulate.<\/p>\n<\/p>\n<p>So, two things I’d want before trusting an agent’s infra recommendation enough to act on it: <\/p>\n<p>Is the reward multi-objective and user-weightable (I decide cost vs resilience vs latency), and does a run surface the tradeoff the agent chose \u2014 “cut 30% cost but dropped your resilience score from 8 to 5” \u2014 instead of just handing back one “optimal” config? The tradeoff being visible and mine to set is the whole ballgame.<\/p>\n<\/p>\n<p>The chaos-injection + resilience score framing is a great call too. Congrats on shipping, Kevin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syed_noor4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_noor4<\/a> Thanks, Syed. The reward design critique makes sense. Cost, latency, and resilience are all tracked as separate metrics in the simulation, but the reward weighting isn’t exposed as a user-tunable parameter today. Actionable, feedback is why we love being on product hunt.<\/p>\n<p>The data to compute the two things you mentioned are there; it’s a presentation and API design problem, not a simulation problem. Thank you very much for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>Simulating cloud architecture before provisioning real resources is a very useful idea, especially for cost-heavy experiments and failure testing.<\/p>\n<p>I’m curious: how close are the cost and performance predictions to real-world cloud bills after deployment? Do you provide any confidence score or comparison against actual usage data over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Thanks Prashant, appreciate the kind words. Cost predictions are grounded in published provider pricing (updated when drift is detected against live pricing pages) and validated against benchmarks our accuracy scores sit between 96\u201398% across AWS, GCP, Azure, OCI, and DigitalOcean. <\/p>\n<\/p>\n<p>We don’t currently ingest actual usage data post-deployment for comparison, so there’s no feedback loop that tightens predictions over time from real bills. If we had more resources, we could also run our own ML cloud tests and add to our own data to get the accuracy scores even higher. We don’t do that today.<\/p>\n<\/p>\n<p>Here’s our current accuracy numbers. I think they would need to be externally disproven. <a href=\"https:\/\/cloudworldmodel.ai\/accuracy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cloudworldmodel.ai\/accuracy<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The RL training API is the part that grabs me – an agent is only as good as the sim it learns in. The capacity-aware engine modeling “real per-provider performance profiles” is where that lives or dies: are those profiles grounded in published benchmarks and vendor specs, or in measured telemetry, and how often do you refresh them? If the sim cost\/latency drifts from the actual providers, an agent will happily optimize for the model instead of the cloud, so how do you validate fidelity against a real deployment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> performance profiles are grounded in published vendor specs and documented benchmarks, not measured telemetry. Fidelity is validated via an accuracy benchmark that runs against all five providers (AWS ~97%, GCP ~98%, Azure ~98%, OCI ~96%, DigitalOcean ~98%) with a hard CI gate. If we had more resources, we could also add to the data doing our own ML testing and get the accuracy even higher than what we are reporting. Also, pricing we check weekly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch. The RL training API is the interesting edge. If an agent learns an infra optimization in simulation, I\u2019d want the handoff receipt before deploy: resources changed, env\/secret assumptions, failure case tested, and rollback path.<\/p>\n<\/p>\n<p>Do you expect agents to export a plan into Terraform\/Pulumi, or stay inside the simulator?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blah_mad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blah_mad<\/a> My hope is actually more people use the API than the UI. Today, the RL agent stays inside the simulator. It learns optimization policies scaling thresholds, resource sizing, failure response and you get the episode history, reward trajectory, and the final recommended configuration as structured output. What you <em>don’t<\/em> get yet is an auto-generated Terraform\/Pulumi diff you can apply directly. At present the Agent is responsible for taking what its learned from our simulation engine and creating the IaC code. It’s also possibly a natural next step for us to do it. Thanks for the comment!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">this is going to be a massive hit if you could support the official sdk for each cloud. I’m currently using the go-sdk for AWS and GCP to interact with the underlying api, but if we can have a drop in replacement (similar to localstack) and then it’s gonna be disruptive. hope to see this implement soon.<\/div>\n<div class=\"comment-actions\">\n<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\">@mathsociety fyi<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saaduddin_ansari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaduddin_ansari<\/a> love this feedback, and yes, this is exactly the direction we’re building toward! The LocalStack comparison is spot on for how we think about it too.<\/p>\n<\/p>\n<p>Right now we have a TypeScript SDK (OpenAPI-generated) that wraps our simulation API, so you can drive simulations programmatically today. The go-sdk drop-in replacement you’re describing, where you’d swap your AWS\/GCP SDK endpoint to point at Cloud World Model and get realistic simulated behavior back is on our roadmap. It’s the most requested integration pattern we’ve heard.<\/p>\n<\/p>\n<p>The core simulation engine already models AWS, GCP, Azure, OCI, and DigitalOcean behaviors (latency curves, autoscaling quirks, pricing, failure modes), so the behavioral fidelity for a drop-in is already there. The missing piece is the API surface compatibility layer so existing SDK calls route through seamlessly.<\/p>\n<p>Would a Go client for our current simulation API be useful in the meantime while we work toward full SDK compatibility? Happy to prioritize that if it unblocks your workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is highly relevant for developers trying to architecture and test multi-cloud environments without burning budget early on. How accurate is the simulation when replicating complex networking constraints or IAM policies between AWS and GCP? Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_adsuar_prieto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_adsuar_prieto<\/a> Thanks Daniel great question. Appreciate, the kind words regarding the launch.<\/p>\n<p>For multi-cloud networking constraints (latency between regions, cross-cloud egress costs, routing behavior), the simulation is quite accurate, we model provider-specific network topologies, zone-aware placement, and inter-cloud traffic costs. That’s core to what we do.<\/p>\n<p>IAM policies are a different story. We don’t simulate that. We focus on the core infrastructure. IAM policies is a gap worth thinking about to test least-privilege architectures before deploying. It’s something worth considering if there is demand for it. Thanks!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mathsociety thanks for the clarification, Kevin. That makes sense regarding the scope of the simulation. Focusing on the infrastructure core is a solid approach, and the IAM gap is definitely a valid point for future iterations. Keep up the great work!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the cost simulation is the part i need most. i blew $400 on an RDS instance i spun up for “testing” and forgot about for 11 days. nobody warned me.<\/p>\n<\/p>\n<p>how granular does the cost projection go? if i model a 3-tier app does it tell me i’m about to pay for an over-provisioned NAT gateway, or just give me a total bill estimate?<\/p>\n<\/p>\n<p>the value of cost tools breaks for me at the line item level. that’s where i actually make decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Hi, this is the scenario we are built for so the $400 RDS instance story hits home. The engine prices every resource in your architecture independently. So a 3-tier app isn’t one blended number, it’s the sum of its parts, and you can see which part is bleeding money. We are also a simulation engine, intended to simulate most times even before you deploy the architecture. If you change the architecture, simulate again. Thanks for the question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 chaos engineering part caught my eye, injecting a DB crash and getting a resilience score back seems really useful for catching weak spots before prod. Curious how close the cost estimates land to a real AWS bill in practice. Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@i_sanjay_gautam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@i_sanjay_gautam<\/a> Thank you, Sanjay. Yes, chaos engineering goes along way towards determining what happens when something crashes. We believe we are 95 to 98 percent accurate to the cost estimates of a real AWS bill. We have an accuracy benchmark which describes it here. <a href=\"https:\/\/www.cloudworldmodel.ai\/accuracy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cloudworldmodel.ai\/accuracy<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XVGHYROTDRZOFD\" class=\"app-title\">Epilogue. Write novels, scripts & poetry<\/a><\/p>\n<div class=\"one-liner\">The professional book writing app built for serious authors<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Epilogue\u662f\u4e00\u6b3e\u4e13\u4e3a\u4e25\u8083\u4f5c\u5bb6\u6253\u9020\u7684\u4e13\u4e1a\u5199\u4f5cApp\uff0c\u901a\u8fc7\u6574\u5408\u8349\u7a3f\u3001\u7b14\u8bb0\u4e0e\u79c1\u5bc6\u8bfb\u8005\u53cd\u9988\uff0c\u89e3\u51b3\u957f\u7bc7\u5e45\u521b\u4f5c\u4e2d\u591a\u5de5\u5177\u5207\u6362\u3001\u6587\u6863\u788e\u7247\u5316\u53ca\u53cd\u9988\u6df7\u4e71\u7684\u75db\u70b9\uff0c\u5e2e\u52a9\u4f5c\u8005\u4fdd\u6301\u521b\u4f5c\u5fc3\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\/99c2c060-c754-4799-ac52-2b07a77cc2bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b89f5890-7b43-42d3-a25e-ee30d00ee6d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d009533b-3ab4-4b78-905a-0889065ea1f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf6b2be1-3a23-464e-ae01-70780d9edf1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9c5c69b-90a6-43c5-b255-9f96dcdff308.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\">Writing<\/span><br \/>\n <span class=\"tag\">Novels<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u957f\u7bc7\u5c0f\u8bf4\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5267\u672c\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Alpha\u8bfb\u8005\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u79c1\u5bc6\u8bc4\u8bba<\/span><br \/>\n <span class=\"tag\">\u65e0\u9501\u5b9a\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u4f5c\u5bb6\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e66\u7a3f\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\u666e\u904d\u5171\u9e23\u4e8e\u5199\u4f5c\u788e\u7247\u5316\u75db\u70b9\uff0c\u80af\u5b9a\u79c1\u5bc6\u8bfb\u8005\u53cd\u9988\u8bbe\u8ba1\uff1b\u5173\u6ce8\u4e0eScrivener\u3001Ulysses\u7684\u5dee\u5f02\u5316\uff0c\u91cd\u70b9\u8be2\u95ee\u6df7\u4e71\u4e8c\u7a3f\u7ba1\u7406\u3001\u5bfc\u51fa\u683c\u5f0f\u517c\u5bb9\u6027\uff0c\u5bf9\u6bd4Ellipsus\u7b49\u7ade\u54c1\uff0c\u6682\u672a\u89c1\u529f\u80fd\u786c\u4f24\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Epilogue\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u7a7a\u5fc3\u5316\u7684\u8d5b\u9053\u3002Scrivener\u529f\u80fd\u81c3\u80bf\uff0cUlysses\u6c89\u8ff7\u8ba2\u9605\u4e0e\u751f\u6001\u9501\u5b9a\uff0ciA Writer\u8fc7\u4e8e\u8f7b\u91cf\u2014\u2014\u4e25\u8083\u4f5c\u8005\u7684\u771f\u6b63\u75db\u70b9\u662f\u201c\u6258\u7ba1\u5f0f\u521b\u4f5c\u6d41\u201d\u4e0e\u201c\u53cd\u9988\u9690\u79c1\u6743\u201d\u7684\u53cc\u91cd\u7f3a\u5931\uff0c\u800c\u975e\u5355\u7eaf\u7684\u5206\u5fc3\u3002\u4ea7\u54c1\u6700\u7280\u5229\u7684\u5dee\u5f02\u5316\u5728\u4e8e\u5c06Alpha\u8bfb\u8005\u53cd\u9988\u8bbe\u8ba1\u4e3a\u79c1\u5bc6\u3001\u975e\u5bf9\u79f0\u4ea4\u4e92\uff1a\u6bcf\u6b21\u8bc4\u8bba\u72ec\u7acb\u533f\u540d\uff0c\u907f\u514d\u201c\u4ece\u4f17\u504f\u89c1\u201d\u6c61\u67d3\u521b\u4f5c\u5224\u65ad\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u6784\u4f5c\u8005\u4e0e\u8bfb\u8005\u4e4b\u95f4\u7684\u6743\u529b\u5173\u7cfb\uff0c\u8fdc\u6bd4\u201c\u65e0\u5e72\u6270\u754c\u9762\u201d\u8fd9\u7c7b\u9648\u8bcd\u6ee5\u8c03\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u6cfc\u51b7\u6c34\u3002\u6295\u7968\u6570130\u5728Product Hunt\u4e0a\u5c5e\u4e2d\u7b49\u504f\u4e0b\uff0c\u4e14\u8bc4\u8bba\u533a\u9ad8\u9891\u63d0\u53caScrivener\u4e0eUlysses\u7684\u786c\u5bf9\u6bd4\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u672a\u5f62\u6210\u4e0d\u53ef\u66ff\u4ee3\u7684\u62a4\u57ce\u6cb3\u3002\u521b\u4f5c\u8005\u8fc1\u79fb\u6210\u672c\u6781\u9ad8\u2014\u2014\u4e00\u90e830\u4e07\u5b57\u7684\u5c0f\u8bf4\u610f\u5473\u7740\u6570\u5e74\u5199\u4f5c\u4e60\u60ef\u7684\u6c89\u6ca1\u6210\u672c\uff0c\u4ec5\u9760\u201c\u79c1\u5bc6\u53cd\u9988\u201d\u4e00\u4e2a\u6740\u62db\u4e0d\u8db3\u4ee5\u9a71\u4f7f\u7528\u6237\u5f03\u5751\uff0c\u5fc5\u987b\u914d\u5408\u65e0\u75db\u8fc1\u79fb\u5de5\u5177\u4e0e\u51fa\u7248\u7ea7\u683c\u5f0f\u517c\u5bb9\uff08EPUB\u3001PDF\u3001DOCX\u4e00\u952e\u9002\u914d\u51fa\u7248\u793e\u6a21\u677f\uff09\u624d\u80fd\u964d\u4f4e\u51b3\u7b56\u95e8\u69db\u3002\u53e6\u5916\uff0c\u201c\u65e0\u9501\u5b9a\u201d\u627f\u8bfa\u662f\u53cc\u5203\u5251\uff1a\u5982\u679c\u5bfc\u51fa\u9009\u9879\u672a\u80fd\u8986\u76d6\u884c\u4e1a\u6807\u51c6\uff08\u5982Vellum\u7684.mobi\u3001InDesign\u7684.icml\uff09\uff0c\u53cd\u800c\u4f1a\u88ab\u8ba4\u4e3a\u80fd\u529b\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5371\u9669\u7684\u662f\u5b9a\u4f4d\u6a21\u7cca\uff1a\u65e2\u60f3\u8986\u76d6\u5c0f\u8bf4\u3001\u5267\u672c\u3001\u8bd7\u6b4c\u4e09\u79cd\u4f53\u88c1\uff0c\u53c8\u8981\u517c\u987e\u4e2a\u4eba\u5199\u4f5c\u4e0e\u534f\u4f5c\u53cd\u9988\u3002\u5355\u4e00App\u82e5\u65e0\u6cd5\u5728\u67d0\u4e00\u573a\u666f\u505a\u5230\u201c\u4e0d\u9700\u8981\u7b2c\u4e8c\u4e2a\u5de5\u5177\u201d\uff0c\u5c31\u4f1a\u91cd\u8e48Google Docs+Spreadsheet\u7684\u8986\u8f99\u2014\u2014\u53ea\u4e0d\u8fc7\u788e\u7247\u4ece\u5916\u90e8\u8f6c\u79fb\u5230\u4e86\u5185\u90e8\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u957f\u7bc7\u5c0f\u8bf4\u8fd9\u4e00\u6700\u9ad8\u4ef7\u503c\u7684\u5782\u76f4\u573a\u666f\uff0c\u628a\u201c\u79c1\u5bc6\u53cd\u9988+\u7248\u672c\u5386\u53f2\u201d\u505a\u6210\u7c7b\u4f3cFigma\u7684\u534f\u4f5c\u5c42\uff0c\u518d\u5411\u5267\u672c\/\u8bd7\u6b4c\u6a2a\u5411\u6269\u5c55\u3002\u5426\u5219\uff0cEpilogue\u53ef\u80fd\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u4ec0\u4e48\u90fd\u60f3\u505a\uff0c\u4f46\u6df1\u5ea6\u4e0d\u591f\u4ee5\u7ed1\u67b6\u7528\u6237\u4e60\u60ef\u201d\u7684\u9057\u61be\u4e4b\u4f5c\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\">Epilogue. Write novels, scripts & poetry<\/span>\n <\/div>\n<div class=\"comment-content\">Epilogue is the writing environment built for writers who take their craft seriously. Whether you’re drafting your first novel, structuring a script, compiling a collection of poems, or sharing a finished book with a large alpha reader group, Epilogue keeps you in flow. No distractions, no server lag, no lock-in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A few years ago, a friend of mine & crafter of gorgeous prose, showed me the first three chapters of her novel. Sharp sentences, an eerie world, characters I loved. Then she pulled up her desktop. Twelve Google Docs. A spreadsheet for character notes. Notes app on her iPhone for similar \u201cCharacter arcs\u201d she thought of while traveling. Another Notes folder saying \u201cFeedback from Priya\u201d.<\/p>\n<p>She\u2019d spent more time managing the chaos of writing than actually writing.<\/p>\n<p>I kept thinking about her setup for weeks. The fragmentation broke the creative flow instead of fuelling it. Authors are using tools built for management consultants and product managers. Google Docs emphasizes public collaboration but feedback from mum and my editor or alpha readers shouldn\u2019t be public. Seeing someone else\u2019s comments can bias the group.<\/p>\n<p>Nobody built something just for the person trying to finish a book. I faced the same chaos trying to publish my first book and got frustrated but had too much else going on.<\/p>\n<p>Now I\u2019ve built the fix to help me finish book number 2. Hopefully, in a few weeks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ravdeep_chawla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravdeep_chawla<\/a> This seems like a great and actually valuable product for writers!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ravdeep_chawla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravdeep_chawla<\/a> “No lock-in” is doing a lot of work in that tagline and I mean that as a compliment. Most writing tools accumulate years of your work and then make leaving painful. Curious what export formats Epilogue supports \u2014 and whether a novel drafted here could move cleanly to a publisher’s preferred format without reformatting everything manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! this looks really interesting. as an academic writer, I\u2019m always bouncing between docs and apps while writing, which is okay for single manuscripts but tough for books or monographs\u2026I\u2019ve got an upcoming project and I might give this a try\u2026<strong>how does it compare to an app like scrivener<\/strong> (other than cost)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oh, I felt this one personally. Twelve docs, character notes in three places, feedback living somewhere in the void.<\/p>\n<p>Love that you\u2019re solving the boring-but-deadly part of writing: keeping the book alive while everything around it tries to turn into chaos.<\/p>\n<\/p>\n<p>How Epilogue handles messy second drafts? when the story is already there, but half of it needs to merge or die.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marie_saxon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marie_saxon<\/a> 2 ways to manage that.<\/p>\n<ol>\n<li>\n<p>In the sidebar, you can directly rearrange chapters and make the narrative flow<\/p>\n<\/li>\n<li>\n<p>Switch to planning tab and redraft the narrative the way it makes most sense to you <\/p>\n<\/li>\n<\/ol>\n<p>I like the first option more personally but a couple of beta users expressed interest to make it more of a visual whiteboard. I’m still thinking about 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>This market (serious author writing apps) is genuinely crowded – Scrivener, Ulysses, iA Writer, even Obsidian with the right plugins. All of them make the same “no distractions, keeps you in flow” promise.<\/p>\n<\/p>\n<p>The alpha reader sharing angle is the one thing here that’s actually underserved. Getting a draft in front of 20 beta readers without turning it into a Google Docs mess is still painful, and nobody’s solved it cleanly yet.<\/p>\n<\/p>\n<p>What’s the concrete differentiation from Ulysses specifically? That’s probably your closest direct competitor for the “offline-first, focused, serious author” positioning – and the answer to that question is what would make me switch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, keeping alpha reader feedback private really helps one loud note not anchoring the whole group! Most writing tools get this backwards by defaulting to public comments… Love the product, you seem to be on the right path<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> thank you \ud83d\ude42 please give it a shot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Isn’t this something similar to Elipus?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> ellipsus? I haven’t used it. Is there something you like more about 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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NPGMW74A6LPDM3\" class=\"app-title\">Supra Player<\/a><\/p>\n<div class=\"one-liner\">Compare & Sync Videos Fast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Supra Player \u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7 macOS \u89c6\u9891\u5bf9\u6bd4\u540c\u6b65\u64ad\u653e\u5668\uff0c\u4e13\u4e3a\u9700\u8981\u9891\u7e41\u6bd4\u5bf9\u3001\u5ba1\u67e5\u591a\u6bb5\u89c6\u9891\uff08\u5982AI\u751f\u6210\u7ed3\u679c\u3001\u591a\u673a\u4f4d\u7d20\u6750\uff09\u7684\u7528\u6237\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u7528\u7b28\u91cd\u526a\u8f91\u8f6f\u4ef6\u5c31\u4e3a\u201c\u770b\u4e2a\u89c6\u9891\u201d\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f004a955-ef5d-4680-88aa-13828159d599.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\/5e9dc186-4cea-42c9-9f24-b6f0c3ef83e4.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\/b98840c9-7438-4581-81c1-dbc62015dc60.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\/7c135b62-2885-4846-9f50-91c5ec94eb48.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\/426c4a3c-3e63-47c9-8236-ee8ef0665763.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\/63a1a6e2-65c1-4371-9ba9-cd961a262a7c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=X7aLFgEYO2o&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=X7aLFgEYO2o&feature=youtu.be\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u5e27\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u591a\u673a\u4f4d<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u64ad\u653e\u5668<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u7ea7\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u5e27\u7ea7\u64ad\u653e<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5ba1\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u6df7\u5408\u5e27\u7387\u540c\u6b65\u7684\u96be\u70b9\uff0c\u901a\u8fc7\u65f6\u95f4\u6233\u800c\u975e\u5e27\u53f7\u540c\u6b65\uff0c\u5e76\u7528\u50cf\u7d20\u5dee\u5f02\u6a21\u5f0f\u76f4\u89c2\u5c55\u793a\u3002\u7528\u6237\u5173\u5fc3AI\u751f\u6210\u7248\u672c\u4e66\u7b7e\u5e27\u529f\u80fd\uff0c\u4ee5\u53ca\u6df7\u5408\u5e27\u7387\uff0824fps\u4e0e60fps\uff09\u5bf9\u6bd4\u7684\u7a33\u5b9a\u6027\u3002\u6709\u8bc4\u8bba\u6307\u51fa\u4ea7\u54c1\u6613\u505a\uff0c\u7528\u6237\u7559\u5b58\u548c\u65e9\u671f\u91c7\u7528\u662f\u66f4\u5927\u6311\u6218\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 Supra Player\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u89c6\u9891\u5ba1\u67e5\u4e0e\u5bf9\u6bd4\u7684\u201c\u8f7b\u91cf\u5206\u6790\u201d\u5de5\u5177\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u526a\u8f91\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u5c06Final Cut Pro\/DaVinci Resolve\u4e2d\u7e41\u7410\u7684\u201c\u9884\u89c8\u3001\u6bd4\u8f83\u3001\u540c\u6b65\u201d\u64cd\u4f5c\u89e3\u8026\u51fa\u6765\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u542f\u52a8\u5feb\u3001\u65e0\u9879\u76ee\u6587\u4ef6\u8d1f\u62c5\u7684\u4e13\u7528\u89c6\u56fe\u3002\u5bf9\u4e8eAI\u89c6\u9891\u521b\u4f5c\u8005\u3001VFX\u5408\u6210\u5e08\u3001\u591a\u673a\u4f4d\u526a\u8f91\u5e08\u800c\u8a00\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\u3002\u4ece\u6280\u672f\u5b9e\u73b0\u770b\uff0c\u5176\u65f6\u95f4\u6233\u800c\u975e\u5e27\u53f7\u540c\u6b65\u673a\u5236\uff0c\u4ee5\u53ca\u9488\u5bf9\u9ad8\u5e27\u7387\u6df7\u5408\u573a\u666f\u7684\u50cf\u7d20\u5dee\u5f02\u5206\u6790\uff0c\u663e\u793a\u4e86\u5f00\u53d1\u8005\u5bf9\u6838\u5fc3\u75db\u70b9\u7684\u6df1\u523b\u7406\u89e3\uff0c\u7edd\u975e\u7b80\u5355\u5305\u88c5\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u5de5\u5177\u9762\u4e34\u5929\u751f\u74f6\u9888\uff1a\u5b83\u89e3\u51b3\u7684\u662f\u201c\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e2d\u95f4\u73af\u8282\u201d\u95ee\u9898\uff0c\u7528\u6237\u8981\u4e48\u4f7f\u7528NLE\u5b8c\u6210\u5168\u6d41\u7a0b\uff0c\u8981\u4e48\u53ea\u5728\u7279\u5b9a\u9636\u6bb5\u9700\u8981\u5b83\u3002\u5982\u4f55\u8ba9\u7528\u6237\u5f62\u6210\u201c\u770b\u89c6\u9891\u5c31\u7528\u5b83\u201d\u7684\u4e60\u60ef\uff0c\u800c\u4e0d\u662f\u201c\u7528\u5b8c\u5373\u8d70\u201d\uff0c\u5c06\u662f\u7559\u5b58\u7684\u5173\u952e\u3002\u5b9a\u4ef7\u7b56\u7565\u5fc5\u987b\u8c28\u614e\uff0c\u82e5\u5b9a\u4f4d\u4e3a\u514d\u8d39\u7684\u6548\u7387\u5de5\u5177\u63d2\u4ef6\u5219\u80fd\u5feb\u901f\u83b7\u5ba2\uff0c\u82e5\u6536\u8d39\uff0c\u5219\u5fc5\u987b\u8bc1\u660e\u5176\u540c\u6b65\u5e27\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u8fdc\u8d85NLE\u81ea\u5e26\u7684\u7b80\u5355\u5bf9\u6bd4\u529f\u80fd\u3002\u5f53\u524d\u7684124\u4e2a\u70b9\u8d5e\u66f4\u591a\u6765\u81ea\u5bf9\u7cbe\u51c6\u6253\u51fb\u75db\u70b9\u7684\u8ba4\u53ef\uff0c\u80fd\u5426\u6301\u7eed\u5438\u5f15\u4e13\u4e1a\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u80fd\u5728\u529f\u80fd\u4e0a\u505a\u5230\u201c\u6781\u81f4\u7b80\u5355\u4f46\u6838\u5fc3\u80fd\u529b\u5f3a\u608d\u201d\uff0c\u6bd4\u5982\u52a0\u5165\u5e27\u7ea7\u4e66\u7b7e\u3001\u5bfc\u51fa\u5bf9\u6bd4\u622a\u56fe\u7b49\u786c\u9700\u6c42\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u6210\u4e3a\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u8f85\u52a9\u5de5\u5177\u201d\u540e\u88ab\u9057\u5fd8\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\">Supra Player<\/span>\n <\/div>\n<div class=\"comment-content\">Supra Player is a lightweight macOS app built for reviewing, comparing, and syncing video. Compare up to 12 videos side by side with frame-accurate playback, automatic audio sync, shared zoom and pan, customizable layouts, annotations, and instant switching\u2014without the complexity of a full video editor.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the sneaky part of mixed-fps review: a 24fps clip and its 60fps interp share an instant only every 1\/12s, so stepping both one frame drifts them apart. nearest-pts snap on the slower clip keeps it honest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@qifengzheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qifengzheng<\/a> Thanks! You’re correct and I ran into this while reviewing interpolated videos myself. The app syncs on timestamps, not frame numbers. During playback there’s a single global timeline, and each clip maps that timeline to its own source time. Frame stepping uses the highest-FPS clip, so if you’re comparing 100 FPS against 25 FPS, the 25 FPS clip only advances every 4 key presses while the 100 FPS clip advances every press.<\/p>\n<p>I added an overlay showing each video’s current frame, total frames, and FPS, which makes this really obvious.<\/p>\n<p>The pixel difference mode is also surprisingly useful here\u2014you can literally watch the clips diverge between matching frames, then flash back to identical every time they land on the same source frame.<\/p>\n<p>Whenever you pause, play, or scrub, every clip is re-seeked to the exact timeline position. Playback start is also dynamically staggered\u2014the more videos there are, the more the startup is spread out (up to ~100ms for larger sessions) to reduce decode spike \/ overload and subsequent de-sync. Each clip is compensated for its delayed start so they still begin in sync. Together these help keep everything aligned while reducing decode spikes and improving playback on older hardware with multiple high-resolution videos.. oh and there is a duration lock button if you really need it.<\/p>\n<p>Pixel diff mode \ud83d\ude42<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25e4c94a-54d6-400f-8a37-ceb77e95a18c.gif?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<p>video metadata overlay \ud83d\ude42<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3a143d3-1606-47a0-af0d-254d5e7f45ee.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m Jesse, the maker of Supra Player.<\/p>\n<p>I’m a software developer, but I also enjoy editing videos as a hobby. Lately I’ve been spending a lot of time experimenting with AI video workflows\u2014upscaling, frame interpolation, restoration, outpainting, and comparing outputs from different models.<\/p>\n<p>I kept finding myself opening heavyweight editors like Final Cut Pro just to review or compare videos, which felt like overkill. I wanted something that launched instantly, stayed lightweight, and focused purely on reviewing, comparing, and syncing footage\u2014without timelines, project files, or the complexity of a full editor. Essentially, I wanted a video player built for analysis rather than editing.<\/p>\n<p>What started as a tool for my own workflow gradually became the video player I used more than QuickTime, so I decided to polish it up and release it.<\/p>\n<p>If you work with video\u2014whether it’s AI, multicam productions, podasts, VFX, content creation, or client reviews\u2014I hope you find it useful. Thanks for checking it out, and I’m happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jessengatai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jessengatai<\/a> <strong>Startup Growth Package \u2013 $300<\/strong><\/p>\n<ul>\n<li>\n<p>Landing page or small website improvements (if needed)<\/p>\n<\/li>\n<li>\n<p>Social media promotion<\/p>\n<\/li>\n<li>\n<p>Community outreach (Reddit, Facebook, Discord, etc., following each community’s rules)<\/p>\n<\/li>\n<li>\n<p>Basic SEO optimization<\/p>\n<\/li>\n<li>\n<p>Analytics\/report after the campaign<\/p>\n<\/li>\n<li>\n<p>2 weeks of support<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">@jessengatai This is interesting, one thing I\u2019ve noticed with productivity tools like this is that building the product is usually the easier part\u2026 getting people to keep coming back consistently is where the real challenge starts.<\/p>\n<p>Curious\u2026 what part do you think will be harder for you from here, user retention or getting enough early adopters?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of keeping reviewing separate from editing. There are plenty of times I just want to compare outputs, not open a full NLE project.<\/p>\n<p>One workflow I’d find really useful is comparing multiple AI-generated versions side by side (upscaled, restored, interpolated, etc.) and being able to bookmark specific frames where one model performs better than another. That would make model evaluation much faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Thanks Prashant! Exactly my thoughts and what led to the birth of this app \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>Frame-accurate multi-cam sync via audio analysis is the feature that makes this actually useful for real production work. Syncing multi-cam footage manually is one of those jobs that silently steals 30 minutes from every edit session – doing it automatically with a single click is the right call.<\/p>\n<\/p>\n<p>The 12-panel limit covers any realistic multi-cam setup. One edge case I’d be curious about: does it handle mixed frame rates side by side (say, 24fps B-roll next to 60fps slow-mo)? That’s where most video comparison tools fall apart. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Thanks Gal! Great question. It should handle mixed frame rates just fine. I’ve been using it myself extensively to review frame interpolation tests (RIFE, etc.), where clips often have different frame rates.<\/p>\n<p>For syncing, as long as the videos have enough overlapping audio, one-click sync works reliably. I’ve tested it with everything from clean recordings to street ambience and background music, and it’s held up well. If needed, you can also nudge clips left or right by a frame using the sync timeline for fine adjustments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/E2M7TPZFJKISRO\" class=\"app-title\">Wysera<\/a><\/p>\n<div class=\"one-liner\">One AI agent. Every department. Content, CRM & ops.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wysera\u901a\u8fc7\u5355\u4e00AI\u4ee3\u7406\u6253\u901a\u5185\u5bb9\u8425\u9500\u3001CRM\u4e0e\u8fd0\u8425\u6d41\u7a0b\uff0c\u89e3\u51b3\u4f01\u4e1a\u5728\u4f7f\u7528\u591a\u6b3e\u5de5\u5177\u65f6\u4ea7\u751f\u7684\u6570\u636e\u5b64\u5c9b\u548c\u4e0a\u4e0b\u6587\u4e22\u5931\u95ee\u9898\uff0c\u5b9e\u73b0\u8de8\u90e8\u95e8\u534f\u540c\u5de5\u4f5c\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\/43763805-338a-487d-bff9-718c70b35929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d628270-a4cf-4bdc-80f5-e88330dc3ccf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96630035-8776-4f74-a606-218ce4ba9f02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1b35fa3-213a-4c3b-b7d0-ea5ed14d2657.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad35ae33-e854-48e7-b7f3-8904c9ddb14e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94c421ab-48f1-4872-b522-6c589170b4cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3b2f6ba-3f14-4e25-b3e8-566f100b22c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aec91bf7-5524-4ef6-9038-ebf11cc21bb8.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\/5973f0c1-3a20-4f4d-9bf0-473f98f13659.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mpe6M-PgJEg?si=hrLIXoWMEdrUTlUU\"><source src=\"https:\/\/youtu.be\/mpe6M-PgJEg?si=hrLIXoWMEdrUTlUU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u90e8\u95e8\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u8fd0\u8425\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u7684\u4ef7\u503c\uff0c\u8d28\u7591\u70b9\u96c6\u4e2d\u5728\uff1a\u4e00\u4f53\u65b9\u6848\u662f\u5426\u6ca6\u4e3a\u8106\u5f31\u7684\u63d0\u793a\u8bcd\u5305\u88c5\uff1f\u5982\u4f55\u4fdd\u8bc1\u5185\u5bb9\u8d28\u91cf\u548c\u90ae\u4ef6\u9001\u8fbe\u7387\uff1f\u5f53\u5404\u90e8\u95e8\u5de5\u4f5c\u6d41\u53d8\u5316\u65f6\uff0c\u7edf\u4e00\u4ee3\u7406\u5982\u4f55\u5e94\u5bf9\u7ef4\u62a4\u8d1f\u62c5\uff1f\u521b\u59cb\u4eba\u627f\u8ba4\u65e9\u671f\u5c40\u9650\uff0c\u5f3a\u8c03\u5ba1\u6838\u9ed8\u8ba4\u4e3a\u5173\u952e\u8bbe\u8ba1\uff0c\u5e76\u91c7\u7528\u6743\u9650\u9694\u79bb\u548c\u7248\u672c\u5feb\u7167\u5e94\u5bf9\u590d\u6742\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wysera\u7684\u6838\u5fc3\u53d9\u4e8b\u5e76\u975e\u201c\u66ff\u4ee3\u4e00\u5806\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u7528\u4e00\u4e2aAI\u5927\u8111\u6253\u901a\u90e8\u95e8\u5899\u201d\u3002\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u4e2d\u5c0f\u4f01\u4e1a\uff08\u5c24\u5176\u662f\u521d\u521b\u56e2\u961f\uff09\u5728\u591a\u5de5\u5177\u53e0\u52a0\u540e\uff0c\u6570\u636e\u65ad\u8fde\u3001\u54c1\u724c\u6f02\u79fb\u3001\u51b3\u7b56\u6ede\u540e\u7684\u771f\u5b9e\u75db\u70b9\u3002\u521b\u59cb\u4eba\u4ece\u4e00\u5f00\u59cb\u5c31\u8e29\u51c6\u4e86\u201c\u5ba1\u6838\u9ed8\u8ba4\u201d\u800c\u975e\u201c\u5168\u81ea\u52a8\u201d\u7684\u514b\u5236\u8bbe\u8ba1\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u9f13\u5439\u5b8c\u5168\u81ea\u4e3b\u7684AI\u5de5\u5177\u66f4\u52a1\u5b9e\uff0c\u4e5f\u66f4\u5bb9\u6613\u83b7\u5f97\u4f01\u4e1a\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u53ea\u670936\u7968\u548c\u5be5\u5be5\u51e0\u6761\u6df1\u5ea6\u8bc4\u8bba\uff0c\u8bf4\u660e\u5b83\u5c1a\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u5c1a\u672a\u7ecf\u5386\u771f\u6b63\u7684\u89c4\u6a21\u68c0\u9a8c\u3002\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u6000\u7591\u201c\u4f60\u662f\u5426\u53ea\u662f\u4e00\u4e2a\u8106\u5f31\u7684\u63d0\u793a\u8bcd\u5305\u88c5\u201d\u7684\u7528\u6237\uff0c\u95ee\u5230\u4e86\u70b9\u5b50\u4e0a\u3002\u521b\u59cb\u4eba\u7684\u56de\u5e94\u2014\u2014\u201c\u6211\u4eec\u4e3b\u8981\u5728\u72b6\u6001\u7ba1\u7406\u800c\u975e\u63d0\u793a\u5c42\u201d\u2014\u2014\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u5b9e\u73b0\u4e00\u4e2a\u8de8\u5185\u5bb9\u3001CRM\u3001\u8fd0\u8425\u7684\u6301\u4e45\u4e0a\u4e0b\u6587\u5c42\uff0c\u5176\u5de5\u7a0b\u590d\u6742\u5ea6\u548c\u7ef4\u62a4\u6210\u672c\u662f\u6307\u6570\u7ea7\u589e\u957f\u7684\u3002\u5f53\u6bcf\u4e2a\u90e8\u95e8\u7684\u89c4\u5219\u3001\u6570\u636e\u3001\u6743\u9650\u72ec\u7acb\u6f14\u8fdb\u65f6\uff0c\u7edf\u4e00\u4ee3\u7406\u7684\u201c\u9694\u79bb\u6a21\u578b\u201d\u548c\u201c\u7248\u672c\u5feb\u7167\u201d\u65b9\u6848\u5728\u7406\u8bba\u4e0a\u662f\u6b63\u786e\u7684\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u4f1a\u4e0d\u4f1a\u5bfc\u81f4\u914d\u7f6e\u7206\u70b8\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u7ef4\u62a4\u4e94\u4ef6\u5957\u201d\u53d8\u6210\u201c\u7ef4\u62a4\u4e94\u4e2a\u6743\u9650\u7b56\u7565\u201d\uff1f\u8fd9\u4e00\u70b9\u9700\u8981\u65f6\u95f4\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8be5\u4ea7\u54c1\u5bf9HubSpot\u3001Salesforce\u7b49\u5de8\u5934\u7684\u66ff\u4ee3\u5ba3\u4f20\u7565\u663e\u865a\u9ad8\u3002\u5b83\u66f4\u9002\u5408\u90a3\u4e9b\u5c1a\u672a\u6df1\u5ea6\u7ed1\u5b9a\u590d\u6742CRM\u7cfb\u7edf\u3001\u4e14\u5bf9\u7075\u6d3b\u6027\u548c\u7edf\u4e00\u4f53\u9a8c\u8981\u6c42\u9ad8\u4e8e\u7279\u5b9a\u6df1\u5ea6\u7684\u8f7b\u91cf\u56e2\u961f\u3002\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u8d22\u52a1\u5efa\u6a21\u3001\u590d\u6742\u9500\u552e\u81ea\u52a8\u5316\u6216\u7a0b\u5e8f\u5316SEO\u7684\u4f01\u4e1a\uff0c\u5b83\u66f4\u5e94\u626e\u6f14\u201c\u7f16\u6392\u8005\u201d\u800c\u975e\u201c\u6267\u884c\u8005\u201d\u7684\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aWysera\u7684\u6d1e\u5bdf\u654f\u9510\uff0c\u8bbe\u8ba1\u514b\u5236\uff0c\u4f46\u524d\u8def\u6311\u6218\u91cd\u91cd\u2014\u2014\u5b83\u771f\u6b63\u7684\u654c\u4eba\u4e0d\u662f\u5355\u4e00\u7684\u5927\u6a21\u578b\u5de5\u5177\uff0c\u800c\u662f\u5982\u4f55\u5728\u4fdd\u6301\u7b80\u6d01\u7edf\u4e00\u7684\u540c\u65f6\uff0c\u9a7e\u9a6d\u4f01\u4e1a\u8fd0\u8425\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u566a\u97f3\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\">Wysera<\/span>\n <\/div>\n<div class=\"comment-content\">Wysera builds PostWyse (AI content & SEO) and OpsWyse (AI-first CRM). Two products. One AI. The work that actually moves the needle.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Wysera is my answer to that gap: one agentic operating system where a single AI runs your marketing, your revenue, and the operations in between, so the same Wyse that drafts your blog also knows which deal went quiet and what to say to re-engage it. Instead of paying for a stack of point solutions and hoping Zapier holds, you get one AI, one design language, and one feedback loop, where every approve-or-dismiss makes the system smarter and more on-brand over time.<\/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! \ud83d\udc4b <a href=\"https:\/\/www.linkedin.com\/in\/gkotte\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Girish Kotte<\/a> here, Founder of Wysera.<\/p>\n<p>The honest origin story: we were running three separate tools – one for content, one for CRM, one for ops automation and spending more time keeping them in sync than actually growing. Every handoff between tools was a gap where context got lost, deals slipped through, and the brand voice drifted.<\/p>\n<p>That frustration became Wysera. The core insight was simple: if the same AI that writes your blog post also knows your pipeline, your open deals, and your customer history, it stops being a content tool and starts being a genuine business co-pilot.<\/p>\n<p>Here’s what that looks like in practice:<\/p>\n<p>\u2192 PostWyse drafts SEO content – but Wyse also flags which topics map to your stalled deals<\/p>\n<p>\u2192 OpsWyse tracks your CRM – but the same agent can write the re-engagement email right there<\/p>\n<p>\u2192 Every approve\/dismiss you click teaches Wyse your brand voice and decision logic over time<\/p>\n<p>We’re early and we know it. But we’ve already seen teams cut their tool stack from 5-6 point solutions down to one feedback loop.<\/p>\n<p>If you’re a founder, marketer, or ops lead who’s tired of duct-taping AI tools together – I’d genuinely love to hear what your stack looks like today. What’s the one workflow you wish just worked without you babysitting it?<\/p>\n<p>Happy to go deep on anything – AMA! \ud83d\ude4f<\/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><a href=\"https:\/\/www.producthunt.com\/@gkotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gkotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gkotte<\/a> I noticed one of your promises is \u201cApproval is the default,\u201d and I think that\u2019s an important design decision.<\/p>\n<p>A lot of AI products push for full autonomy, but most businesses aren\u2019t comfortable letting an AI send emails, update CRM records, or change customer communication without oversight.<\/p>\n<p>As customers build confidence, do you see most teams eventually moving toward autonomous workflows, or do they generally keep approvals in place for customer-facing actions even after months of usage?<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> Josh – really appreciate you zeroing in on this because it’s one of the most important design calls we made early on, and honestly it wasn’t obvious.<\/p>\n<p>We started with a much more autonomous model in early prototypes. We thought the value prop was “set it and forget it.” But every time we tested it with real teams, the anxiety around unsupervised AI actions was a massive blocker. Not because they didn’t trust the AI’s output quality – but because they needed accountability and audit trails for compliance and team alignment.<\/p>\n<p>So we flipped it. Approval is the default, and it stays that way. Even after months of usage, most teams keep approvals on for anything customer-facing or CRM-modifying. What changes over time is how much the agent gets right on the first try – the approval becomes more of a quick confirmation than a deep review.<\/p>\n<p>Where we do see teams move toward more autonomy is on internal-facing workflows – things like content briefs, internal reports, and pipeline analysis. Those run with minimal friction because the stakes are lower.<\/p>\n<p>The long-term vision is a sliding scale where you can tune autonomy per workflow type. But the baseline stays human-in-the-loop for anything that touches a customer. That’s not a temporary limitation – it’s a core principle.<\/p>\n<p>Would love to hear what your experience has been with AI tools on this front. Have you seen teams that successfully moved to full autonomy, or has that been the exception?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@gkotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gkotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gkotte<\/a> I think the shared context is the strongest part of the pitch, not replacing HubSpot or Mailchimp.<\/p>\n<p>Most AI tools today are really good inside their own lane, but they lose context the moment you move from content creation to sales or customer success. If the same AI actually understands what was published, which leads engaged, which deals stalled, and what follow-up makes sense next, that\u2019s a different category of product.<\/p>\n<p>My question is where you\u2019ve found the practical boundary. At what point does one shared context become too broad, and when do you decide a workflow is better handled by a dedicated specialist instead of the central agent?<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Appreciate the thoughtful take, Moh. The shared context is definitely the core differentiator – it’s what makes the agent actually useful across the funnel instead of just being a fancy chatbot that forgets everything the moment you switch tabs.<\/p>\n<p>To your question about boundaries: we’ve found that the sweet spot is around workflows that span 2-4 departments. Anything beyond that starts to get noisy and the agent loses focus. We’ve set a rule that if a workflow is hyper-specialized (like programmatic SEO or deep financial modeling), it’s better handled by a specialist tool that plugs INTO Wysera rather than trying to be everything.<\/p>\n<p>The way we think about it: Wysera is the orchestrator, not the specialist. It routes the right context to the right capability. So if you need heavy-duty data analysis, it calls a dedicated analytics tool. If you need a LinkedIn post, it uses the content engine. The agent’s job is knowing what it knows and when to delegate.<\/p>\n<p>We’re still learning where that line is in practice, but so far teams that treat it as a coordinator first and a doer second have had the best results. Would love to hear your thoughts on where you’d draw that line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launching! \ud83d\ude80 Replaces HubSpot, Salesforce, <em>and<\/em> Mailchimp? Big promises. The design looks super clean, but my instant reflex when seeing a product claiming to automate everything from top-of-funnel SEO to pipeline closing is heavy skepticism. In reality, ‘all-in-one’ AI tools usually write generic, bot-like copy, trash your email deliverability, and turn your CRM database into a chaotic mess that a human has to spend hours cleaning up. How do you prove this isn’t just a giant, brittle wrapper over a bunch of basic prompts that I\u2019ll end up babysitting anyway?<\/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\/@harshvardhan_jha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshvardhan_jha1<\/a> Harshvardhan – totally fair to be skeptical. I’d be too if I were in your shoes. The all-in-one AI space is absolutely littered with overpromises, and the generic copy \/ CRM chaos \/ babysitting problem you described is 100% real. That’s exactly what we built Wysera to solve, not create.<\/p>\n<p>Three specific things that address each of your concerns:<\/p>\n<p>1. Generic copy: PostWyse doesn’t just generate content from scratch. It builds on your existing top-performing content, brand guidelines, and voice. It learns from what’s already working. The feedback loop (approve\/dismiss) trains it on your actual brand voice over time – not just a static prompt.<\/p>\n<p>2. Email deliverability: OpsWyse doesn’t blast emails autonomously. Approval is the default for all customer-facing actions. Nothing goes out without a human green light. The CRM updates are also permissioned – you control what gets written and when.<\/p>\n<p>3. The wrapper question: You’re right that most tools are just prompt wrappers. What’s different here is the persistent context layer. The same agent that knows your pipeline, deal history, and content performance can connect those dots across workflows. That’s the hard part we’ve been building – not the prompting layer, but the state management across tools.<\/p>\n<p>We’re 6 months in with a handful of teams using it. Happy to walk you through a real workflow – not a demo, but a live look at how a team actually runs on it. Would love your honest take if you’re open to it.<\/p>\n<p>No pressure either way. Respect the skepticism – it’s the right instinct.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 shared context angle is the real pitch here and it’s more defensible than “replace five tools.” The idea that the agent drafting your SEO content also knows which deals went quiet is a legitimate insight – that’s not something a Zapier stack gives you. My skepticism is about maintenance overhead: when content, CRM, and ops each evolve their workflows, a unified agent has to absorb all that change simultaneously. Point solutions let each team ship independently. What does the experience look like when one department wants to change how Wyse works for them without breaking the context the other teams depend on?<\/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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> That’s a really sharp question and honestly one of the hardest design problems we’ve been wrestling with. You’re right that the shared context is the pitch, but it’s also the complexity trap.<\/p>\n<p>Our approach is permissioned context layers. Each department gets its own workspace with its own rules, prompts, and workflows. The shared context is opt-in – the sales team can expose a closed deal to the content team, but the content team can’t modify the CRM data. It’s more like a read\/write permission model than a free-for-all.<\/p>\n<p>We also use versioned snapshots for workflows. If marketing wants to change how Wyse generates content briefs, it doesn’t retroactively rewrite the ops team’s pipeline automation. Changes are scoped to the workspace, not global.<\/p>\n<p>That said, you’re right that this is still early and we’re iterating on the isolation model. Would love to show you a demo of how the permissioning actually works in practice – happy to set up a quick call if you’re open to it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/@gkotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gkotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gkotte<\/a> How are customers actually adopting Wysera today? Are companies replacing their stack all at once, or are they starting with PostWyse or OpsWyse and gradually expanding once they trust the shared context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nxan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nxan<\/a> Great question! Early adopters are mostly starting with one module (PostWyse or OpsWyse) and expanding from there. The shared context is the key – once they see how one agent “knows” their brand voice and data, onboarding the next module becomes a no-brainer. We’re seeing the fastest adoption with marketing\/content teams first, then ops follows. Would love to hear what your stack looks like today – would love to get your take as someone who’s been in the trenches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “every department” angle is ambitious, most AI agents solve one workflow well and call it done. Curious how Wysera handles context switching between departments; does each agent operate independently or do they share a unified business memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great question, Romeo! Each Wysera agent operates with a unified business memory layer – they don’t work in silos. The context is shared across all agents, so when the sales agent learns something about a prospect, the marketing and support agents have access to it too. This is what makes the multi-department approach actually workable. The agents are purpose-built for their workflows but draw from the same knowledge base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@gkotte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gkotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gkotte<\/a> , Nice launch! The shared context across content and CRM is the part that stands out, that’s the gap a Zapier stack never really closes. One thing I’m curious about: how does Wysera handle brand voice shift across departments? When the same agent writes a blog post and a re-engagement email, do teams find the voice stays consistent, or do they end up tweaking it per surface? Following along.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sharun_kanan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sharun_kanan<\/a> Great question, Sharun! Brand voice consistency is something we built into Wysera from the ground up. Each workspace lets you define a Brand Voice profile — tone, style, vocabulary, even specific phrases to use or avoid. The agent references that profile across every output, whether it’s a blog post, sales email, or support ticket. We also have department-level overrides so marketing can tweak style without affecting how sales or support communicates. Happy to walk you through it if you want to see it in action!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XMZR7WZF2F55B6\" class=\"app-title\">OpenBot<\/a><\/p>\n<div class=\"one-liner\">Tag specialized agents like friends or employees<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">34<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenBot\u662f\u4e00\u4e2a\u5f00\u6e90\u3001\u672c\u5730\u4f18\u5148\u7684\u591a\u667a\u80fd\u4f53\u8fd0\u884c\u65f6\uff0c\u901a\u8fc7\u6807\u7b7e\u4e0e\u9891\u9053\u7cfb\u7edf\u8ba9\u5f00\u53d1\u8005\u5c06\u4e0d\u540cAI\u5de5\u5177\uff08\u5982Claude\u3001Figma\uff09\u4f5c\u4e3a\u201c\u5458\u5de5\u201d\u534f\u540c\u5de5\u4f5c\uff0c\u5f7b\u5e95\u89e3\u51b3\u591a\u5de5\u5177\u5207\u6362\u65f6\u7684\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u4e0e\u624b\u5de5\u642c\u8fd0\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a0581045-5f8b-4d69-b066-e2717aecc75d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vx9flGFtsdk\"><source src=\"https:\/\/www.youtube.com\/watch?v=vx9flGFtsdk\" 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\/3d0bbb5d-bf27-428b-bbe3-6444dbff1b42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f074d87e-546b-4a49-941f-e3ea03f0b2fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc5051f3-7b3b-4a83-b5a6-d437451488d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07b05ff8-0e25-4fd0-b907-02755f22c5c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1a2003c-97d4-46e7-b48c-ee12542c893a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47d1b189-612f-4a64-a76b-57bed91f4765.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><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u672c\u5730\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Agent\u6807\u7b7e\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6a21\u5757\u5316\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u957f\u671f\u8fd0\u884c\u4ee3\u7406\u4e0e\u6301\u4e45\u8bb0\u5fc6\u529f\u80fd\uff0c\u83b7\u56de\u590d\u786e\u8ba4\u652f\u6301\u4e14\u5f00\u6e90\u53ef\u5b9a\u5236\u3002\u5f00\u53d1\u8005\u63a8\u8350\u521d\u6b21\u4f53\u9a8c\u591a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff08\u7814\u7a76->\u6458\u8981->\u7f16\u7a0b\uff09\u3002\u4e0eManus\u5bf9\u6bd4\u65f6\uff0c\u5f3a\u8c03OpenBot\u662f\u5f00\u653e\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5de5\u5177\u548c\u81ea\u6258\u7ba1\uff0c\u800c\u975e\u5c01\u95ed\u52a9\u624b\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 OpenBot\u7684\u201c\u6807\u7b7e+\u9891\u9053\u201d\u8bbe\u8ba1\u76f4\u51fb\u5f53\u524dAI\u5de5\u5177\u94fe\u7684\u201c\u710a\u63a5\u5f0f\u201d\u75db\u70b9\u2014\u2014\u7528\u6237\u4e0d\u518d\u9700\u8981\u5199\u6b7b\u4e00\u4e2a\u5de8\u578bAgent\u505a\u6240\u6709\u4e8b\uff0c\u800c\u662f\u5c06\u4e13\u7528\u5de5\u5177\u50cf\u4e50\u9ad8\u79ef\u6728\u4e00\u6837\u7ec4\u88c5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u89e3\u8026\u201d\uff1a\u901a\u8fc7\u672c\u5730\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u6301\u4e45\u5c42\uff0c\u914d\u5408\u52a8\u6001\u4efb\u52a1\u8def\u7531\uff0c\u8ba9\u4e0d\u540c\u6765\u6e90\u7684Agent\uff08\u751a\u81f3\u5546\u4e1aSaaS\uff09\u5728\u7edf\u4e00\u8bed\u5883\u4e2d\u534f\u4f5c\uff0c\u8fd9\u6bd4MCP\u7684\u201c\u5de5\u5177\u5806\u79ef\u201d\u601d\u7ef4\u66f4\u5148\u8fdb\u3002\u4f46\u73b0\u5b9e\u6311\u6218\u5728\u4e8e\uff1a\u7528\u6237\u9700\u8981\u81ea\u5df1\u7f16\u5199\u6216\u914d\u7f6eAgent\u6807\u7b7e\u548c\u8def\u7531\u903b\u8f91\uff0c\u5bf9\u975e\u5f00\u53d1\u8005\u4ecd\u6709\u95e8\u69db\uff1b\u867d\u6807\u6ce8\u201c\u672c\u5730\u4f18\u5148\u201d\uff0c\u4f46Firecrawl\u3001Claude\u7b49\u4f9d\u8d56\u4e91\u7aefAPI\uff0c\u5b9e\u9645\u4ecd\u662f\u6df7\u5408\u67b6\u6784\uff0c\u672c\u5730\u53ea\u505a\u7f16\u6392\u4e0e\u4e0a\u4e0b\u6587\u5b58\u50a8\u3002\u4e0eManus\u7684\u5b9a\u4f4d\u5dee\u5f02\u786e\u5b9e\u6e05\u6670\u2014\u2014\u524d\u8005\u662f\u751f\u6001\u6846\u67b6\uff0c\u540e\u8005\u662f\u4ea7\u54c1\u3002OpenBot\u6293\u4f4f\u4e86\u201c\u591aAgent\u7f16\u6392\u201d\u8fd9\u4e2a\u70ed\u95e8\u4f46\u8270\u96be\u7684\u8d5b\u70b9\uff0c\u4f46\u80fd\u5426\u4ece\u5f00\u53d1\u8005\u73a9\u5177\u8fdb\u5316\u6210\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41\u5f15\u64ce\uff0c\u8fd8\u9700\u770b\u793e\u533a\u80fd\u5426\u6c89\u6dc0\u51fa\u6210\u719f\u7684Agent\u6a21\u677f\u548c\u4f4e\u4ee3\u7801\u62d3\u5c55\u80fd\u529b\u3002\u4ee3\u7801\u6d01\u7656\u8005\u7684\u798f\u97f3\uff0c\u4f46\u666e\u901a\u7528\u6237\u53ef\u80fd\u8981\u7b49\u201c\u5c01\u88c5\u7248\u201d\u51fa\u73b0\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\">OpenBot<\/span>\n <\/div>\n<div class=\"comment-content\">OpenBot is an open-source, local-first runtime that lets you drop diverse agents into a single workspace and orchestrate them using a clean tag-and-channel system. Just tag their capabilities and let OpenBot dynamically route tasks, sync collaborative workflows, and manage persistent threads right in your local file system. Fully modular, completely self-contained, and built for developers and makers who want absolute structural control over their agent fleets.<\/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 OpenBot because I kept hitting a massive fragmentation problem when trying to build actual products with multiple AI tools.<\/p>\n<p>Before this, my workflow for building a web app looked like this:<br \/>\n– Use Firecrawl to scrape and research a topic.<br \/>\n– Manually copy-paste that data into Stitch to design the website UI.<br \/>\n– Download the .zip file from Stitch, extract it, and feed it into Claude to generate the React code.<\/p>\n<p>It was a frustrating, manual loop of context-switching and moving files around.<\/p>\n<p>I didn’t want one giant mega-agent trying to do everything poorly\u2014I wanted specialized tools to work together smoothly. So I built OpenBot to act as a local workspace that bridges that gap.<\/p>\n<p>Now, you can tag any agent from Claude to Figma (or Stitch) and drop them into a single multi-agent workspace. OpenBot runs locally on your machine, handles the dynamic task routing, and shares the execution context between the agents automatically. We used it to launch our own site with multiple agents handling different parts of the stack, and it completely cut out the friction of passing context back and forth.<\/p>\n<p>Why we didn’t just build another MCP client:<br \/>\nShoving dozens of unrelated tools into a single client breaks down quickly. One agent shouldn’t have to handle a massive, messy toolbox across totally different domains. We believe companies should build and manage their own specialized agents\u2014each with its own distinct identity, specific tone, and curated tools. OpenBot isn’t a massive toolbox; it’s the local workspace where these distinct, company-built agents talk to each other cleanly.<\/p>\n<p>Would love to get your feedback, answer any technical questions, or hear what kinds of agents you’re looking to hook up!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m one of the builders behind OpenBot. We’re incredibly excited to launch today after months of work.<\/p>\n<p>OpenBot helps you create specialized AI agents with natural language and coordinate them on tasks like teammates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Guys!!<\/p>\n<p>Btw, Does OpenBot support long-running agents and persistent memory across sessions?<\/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\/@barath_kanna_bk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barath_kanna_bk<\/a> Thanks for your interest! Yes, it supports both features. And the good thing is that its completely open-source and highly customizable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@ddaras\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ddaras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddaras<\/a> <a href=\"https:\/\/www.producthunt.com\/@giorgi_daraselia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"giorgi_daraselia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgi_daraselia<\/a> !<\/p>\n<\/p>\n<p>What is the first specific use case you want new users to try and immediately understand the value of OpenBot? What makes OpenBot different than Manus?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a>  Thanks a lot! \ud83d\ude4c<\/p>\n<p>The first use case we’d love new users to try is building a simple multi-agent workflow. For example: a research agent gathers information, another agent summarizes it, and a coding or browser agent takes action. It only takes a few minutes to set up, and that’s usually the moment people realize the value of coordinating multiple AI agents instead of relying on a single one.<\/p>\n<p>Compared to Manus, our focus is different. OpenBot is designed as an open, extensible multi-agent operating system. You can create custom agents with natural language, connect your own tools and APIs, coordinate multiple agents in one workflow, and even self-host or extend the platform if you want. We’re building an ecosystem where users have full flexibility and ownership, rather than a single closed AI assistant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@byalexai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> thanks for your feedback! Much appreciated! I think George already mentioned the use case and I would add that soon we will be launching a cloud based subscription model which will be direct competition with Manus but multi-agent \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>love this guys congrats <a href=\"https:\/\/www.producthunt.com\/@giorgi_daraselia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"giorgi_daraselia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgi_daraselia<\/a> \ud83d\udc4fweb app stack example is perfect. qq how long did it take you to configure OpenBot to handle that specific Firecrawl -> Stitch -> Claude pipeline from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thanks a lot! \u2764\ufe0f That specific pipeline took us around <strong>10\u201315 minutes<\/strong> to configure from scratch. Most of the time was spent defining the workflow itself rather than connecting the tools. Once everything is set up, it’s easy to reuse, modify, or extend with additional agents and tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which agent is mostly used? <\/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> We’ve been using Claude, Codex, PI, Firecrawl, Remotion, Stitch internally. Would love to see further statistics when people start building workflows\/projects using multiple agents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 looks very interesting, will give it a try later next week. Congrats on the launch, looks like a top product <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ana_robakidze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_robakidze<\/a> Thank you! Really appreciate the kind words and support. Hope you enjoy trying OpenBot next week! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built OpenBot to solve a real problem we faced with multi-agent workflows: constant context switching between different tools. Our goal was to create a local-first orchestration layer where specialized agents can collaborate seamlessly instead of relying on one giant AI to do everything. Excited to keep building and see where this journey goes!<\/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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CWMVTSF4W2H6PR\" class=\"app-title\">Velocity 2.0 Prompt Co-Pilot<\/a><\/p>\n<div class=\"one-liner\">One click prompt enhancement for any AI tool, with context!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Velocity 2.0\u662f\u4e00\u6b3eAI\u63d0\u793a\u8bcd\u589e\u5f3a\u5de5\u5177\uff0c\u901a\u8fc7\u6d4f\u89c8\u5668\u63d2\u4ef6\u4e00\u952e\u5c06\u4efb\u610f\u7528\u6237\u8f93\u5165\u4f18\u5316\u4e3a\u5e26\u6709\u4e0a\u4e0b\u6587\u7684\u9ad8\u8d28\u91cf\u63d0\u793a\uff0c\u4ece\u800c\u5728ChatGPT\u3001Claude\u7b4940+AI\u5de5\u5177\u4e2d\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3001\u8282\u7701\u65f6\u95f4\u4e0eToken\u6d88\u8017\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\/c9e7b04e-31d9-4530-9e75-84a9379172de.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\/b1f56cca-2c30-4063-af9a-6c4794aebefc.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\/c69e207b-8be0-4764-935b-7a8924aabf89.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\/12a47518-563c-426a-830c-7c75687be85a.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\/1214723d-ea58-42b3-ad53-15ef6a04e91b.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\/62af9219-ef47-4880-a336-b3fcd79c2ca9.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\/9513301d-214e-4f8c-88ae-fc4bc8cf7468.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/hBC_EmHg5Vs\"><source src=\"https:\/\/youtu.be\/hBC_EmHg5Vs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63d0\u793a\u8bcd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">Token\u8282\u7701<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5e93<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u589e\u5f3a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u201c\u5b9e\u7528\u201d\uff0c\u7279\u522b\u63d0\u53ca\u8bb0\u5fc6\u529f\u80fd\u662f\u4eae\u70b9\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u9ed8\u8ba4\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u54c1\u724c\u8bed\u97f3\u7684\u81ea\u52a8\u5e94\u7528\u529f\u80fd\uff08\u83b7\u8d5e\u8f83\u9ad8\uff09\uff0c\u5f00\u53d1\u8005\u56de\u590d\u79f0\u4f01\u4e1a\u7248\u5df2\u652f\u6301\u3002\u53e6\u6709\u4e00\u540d\u7528\u6237\u8be2\u95ee\u684c\u9762\u7248\u53d1\u5e03\u65f6\u95f4\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 Velocity 2.0\u7684\u53e3\u53f7\u79f0\u201cGrammarly for prompting\u201d\uff0c\u8fd9\u4e2a\u7c7b\u6bd4\u7cbe\u51c6\u4e14\u8001\u8fa3\u3002\u5b83\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u975e\u5e38\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u5927\u591a\u6570\u7528\u6237\u6839\u672c\u4e0d\u4f1a\u5199\u63d0\u793a\u8bcd\uff0c\u6216\u8005\u5728\u591a\u5de5\u5177\u95f4\u5207\u6362\u65f6\u5927\u8111\u7a7a\u767d\u3001\u6548\u7387\u4f4e\u4e0b\u3002\u5176\u6838\u5fc3\u58c1\u5792\u4e0d\u5728\u4e8e\u201c\u589e\u5f3a\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff08\u5f88\u591a\u5de5\u5177\u90fd\u80fd\u505a\uff09\uff0c\u800c\u5728\u4e8e\u201c\u610f\u56fe\u9a71\u52a8\u67b6\u6784\u201d\u548c\u201c\u7edf\u4e00\u8bb0\u5fc6\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u7528\u6237\u4e0eAI\u4ea4\u4e92\u7684\u5e95\u5c42\u884c\u4e3a\u6570\u636e\u5c42\u2014\u2014\u4f60\u7528\u8fc7\u4ec0\u4e48\u3001\u4e60\u60ef\u4ec0\u4e48\u3001\u5728\u54ea\u4e2a\u5de5\u5177\u4e0a\u505a\u4e86\u4ec0\u4e48\uff0c\u5b83\u90fd\u80fd\u8bb0\u4f4f\u5e76\u5b66\u4e60\u3002\u8fd9\u79cd\u8de8\u5de5\u5177\u7684\u8bb0\u5fc6\u80fd\u529b\u4e00\u65e6\u5f62\u6210\u7528\u6237\u7c98\u6027\uff0c\u5c31\u4e0d\u4ec5\u662f\u63d2\u4ef6\uff0c\u800c\u662fAI\u65f6\u4ee3\u7684\u201c\u8f93\u5165\u6cd5\u201d\u6216\u201c\u952e\u76d8\u201d\uff0c\u5177\u6709\u6781\u9ad8\u7684\u8fc1\u79fb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\u4e24\u4e2a\u9690\u60a3\u3002\u7b2c\u4e00\uff0c20\u4e2a\u6295\u7968\u3001\u8bc4\u8bba\u5be5\u5be5\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5904\u5728\u6781\u65e9\u671f\uff0c\u7528\u6237\u9a8c\u8bc1\u975e\u5e38\u5355\u8584\u3002\u7b2c\u4e8c\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u9644\u4e8eChatGPT\u7b49\u4e0a\u5c42\u5de5\u5177\uff0c\u4e00\u65e6\u8fd9\u4e9b\u5de5\u5177\u81ea\u8eab\u5185\u5efa\u66f4\u5f3a\u7684\u63d0\u793a\u4f18\u5316\u529f\u80fd\uff08\u5982OpenAI\u5df2\u5f00\u59cb\u505a\uff09\uff0cVelocity\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u8fc5\u901f\u6536\u7a84\u300220\u7968\u7684\u53d1\u5e03\u70ed\u5ea6\u4e0d\u8db3\u4ee5\u652f\u6491\u5176\u201cAI\u6700\u540e\u5dee\u5f02\u5316\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u597d\u7528\u7684\u9526\u4e0a\u6dfb\u82b1\u5de5\u5177\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u58c1\u5792\u4ea7\u54c1\u3002\u771f\u6b63\u9700\u8981\u8b66\u60d5\u7684\u53cd\u800c\u662f\u201c\u8bb0\u5fc6\u201d\u529f\u80fd\u7684\u9690\u79c1\u5b89\u5168\u6027\u2014\u2014\u7528\u6237\u662f\u5426\u613f\u610f\u5c06\u81ea\u5df1\u5728\u6240\u6709AI\u5de5\u5177\u4e2d\u7684\u884c\u4e3a\u6570\u636e\u59d4\u6258\u7ed9\u4e00\u5bb6\u540d\u4e0d\u89c1\u7ecf\u4f20\u7684\u4e2d\u5c0f\u578b\u5f00\u53d1\u5546\uff1f\u6b64\u5916\uff0c\u201c\u4f01\u4e1a\u7248\u201d\u7684\u8def\u7ebf\u8bf4\u660e\u5b83\u6b63\u5728\u5411\u534f\u4f5c\u573a\u666f\u9760\u62e2\uff0c\u8fd9\u6216\u8bb8\u662f\u66f4\u9760\u8c31\u7684\u7a81\u7834\u53e3\uff1a\u7528\u56e2\u961f\u4e00\u81f4\u7684\u7cfb\u7edf\u63d0\u793a\u548c\u54c1\u724c\u8c03\u6027\u6765\u9501\u5b9a\u4ed8\u8d39\u7528\u6237\uff0c\u800c\u975e\u5355\u7eaf\u8ba8\u597d\u4e2a\u4eba\u6781\u5ba2\u3002\u603b\u4f53\u6765\u770b\uff0c\u65b9\u5411\u6781\u597d\uff0c\u4f46\u4ea7\u54c1\u529b\u4e0e\u5e02\u573a\u9a8c\u8bc1\u8fd8\u9700\u518d\u722c\u4e00\u4e2a\u53f0\u9636\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\">Velocity 2.0 Prompt Co-Pilot<\/span>\n <\/div>\n<div class=\"comment-content\">Velocity is Grammarly for prompting. It turns any text into context-aware prompts, in one-click. The Chrome Extension works across 40+ tools like ChatGPT, Claude, Lovable and Runway Save time and tokens while improving output quality instantly. Whether you’re vibe coding, writing, creating images or videos. Create, manage prompts with the web app, or explore the curated prompt library AI is only as good as the prompts you give it. Use Velocity to Prompt like an expert, without any expertise!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>We built Velocity for the people who don’t settle for Average AI results. <\/strong><\/p>\n<p>It’s a <a href=\"https:\/\/try.thinkvelocity.ai\/extension?utm_source=producthunt&utm_medium=ph_comment&utm_campaign=chat_first&utm_content=comment_flow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Chrome extension<\/strong><\/a>, that’s already saving users <strong>1000s of hours & reducing token wastage for longer, more meaningful sessions with AI<\/strong>. All this while also <strong>improving output quality, instantly!<\/strong><\/p>\n<p>Velocity uses an i<strong>ntent-driven architecture<\/strong> that <strong>understands your goal<\/strong> and <strong>turns messy text & rough thoughts<\/strong> into optimised <strong>context-aware prompts in one click <\/strong>(within the text box)<strong>.<\/strong><br \/>Resulting in<strong> consistently better outputs<\/strong> across <strong><em>ChatGPT, Claude, Lovable, Runway and 40+ AI tools.<\/em><\/strong><\/p>\n<p>Our early user’s and enterprise clients say, <strong><em>“it’s simply unfair”.<\/em><\/strong> Try the <a href=\"https:\/\/try.thinkvelocity.ai\/chat?utm_source=producthunt&utm_medium=ph_comment&utm_campaign=chat_first&utm_content=ai_flow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Web-App<\/strong><\/a> or <strong>explore the GOLDMINE of Ready-to-use Prompts<\/strong> in the <a href=\"https:\/\/prompt.thinkvelocity.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Prompt Library<\/strong><\/a>.<\/p>\n<p>We approach a future where agents do our work, so the <strong>only differentiator will be the human in the loop<\/strong> and their capabilities. So we built this. <strong><em>In a nutshell, it’s Grammarly for Prompting<\/em><\/strong> but, on steroids. It doesn’t just enhance prompts, it enhances your thinking with <strong>features like <em>contextual refine & suggestions<\/em><\/strong>. With it’s <strong><em>unified memory<\/em><\/strong>, it <strong>remembers & learns from your usage<\/strong> across any AI tool, so you don’t have to repeat yourself!<\/p>\n<p>The truth is <strong>Better prompt = Better Outputs<\/strong>. Velocity makes sure <strong>they’re great consistently<\/strong>. It’s <strong>domain and model agnostic<\/strong> so anyone who uses AI seriously, benefits from this tool. We’d love to hear where you see the most gains!<br \/>It’s quite straight forward, <strong>You Think it Velocity makes sure the AI understands it \ud83d\ude09<\/strong> <\/p>\n<p>PS: We have a referral system allowing you to <strong><em>GET 1 MONTH VELOCITY FREE!<\/em><\/strong><br \/><strong>In case you run into any issues, Mail us at <\/strong><a href=\"mailto:Velocity@toteminteractive.in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Velocity@toteminteractive.in<\/strong><\/a><strong> or dm me on Linkedin and we’ll get you sorted!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aakashpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashpuri<\/a> aakash inception<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aakashpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashpuri<\/a> Product like this need more attention <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Can u hunt this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on shipping this <a href=\"https:\/\/www.producthunt.com\/@aakashpuri\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aakashpuri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashpuri<\/a> , qq Is there a way to set a default system prompt or brand voice that automatically applies to every chat session?<\/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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> YES, The Enterprise Plan has these features. Appreciate the support. Thank you. <\/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>actually useful and the memory feature is a nice touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>When does the Desktop app come out!??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WZXU4C6GB2TBSA\" class=\"app-title\">A.S.S.H.O.L.E.\u2122 <\/a><\/p>\n<div class=\"one-liner\">Brutally honest. Surprisingly helpful.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>A.S.S.H.O.L.E.\u2122 \u662f\u4e00\u6b3e\u4ee5\u201c\u6bd2\u820c\u76f4\u8a00\u201d\u4e3a\u7279\u8272\u7684AI\u8bb0\u5fc6\u52a9\u624b\uff0c\u5e2e\u4f60\u8bb0\u5f55\u5de5\u4f5c\u751f\u6d3b\u4fe1\u606f\u3001\u4e3b\u52a8\u63d0\u9192\u9057\u5fd8\u4e8b\u9879\uff0c\u5e76\u6562\u4e8e\u5426\u5b9a\u4f60\u7684\u7cdf\u7cd5\u51b3\u7b56\uff0c\u89e3\u51b3\u4f20\u7edfAI\u52a9\u7406\u8fc7\u4e8e\u8c04\u5a9a\u3001\u7f3a\u4e4f\u6df1\u5ea6\u53cd\u9988\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\/d081f619-4423-49d7-a006-59d11fe26d01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f89598c4-855d-4c06-b6a4-3cc4bd968f10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53e331ed-3ea9-455e-adec-4a3119fced8f.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\/3b87659c-11eb-401d-aea7-27f462570d53.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=pUZq8icfRW4\"><source src=\"https:\/\/www.youtube.com\/watch?v=pUZq8icfRW4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u6bd2\u820c\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u5173\u8054<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7d\u9ed8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u53cd\u5e38\u89c4\u4ea7\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u8bbd\u523aAI\u884c\u4e1a\u7684\u5e7d\u9ed8\u5b9a\u4f4d\uff0c\u4f46\u62c5\u5fe7\u540d\u5b57\u201cA.S.S.H.O.L.E.\u201d\u5728\u804c\u573a\u96be\u4ee5\u63a8\u5e7f\uff08\u5982\u63a8\u8350\u7ed9\u540c\u4e8b\u9700\u5197\u957f\u89e3\u91ca\uff09\u3002\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u6562\u4e8e\u6311\u6218\u9519\u8bef\u51b3\u7b56\u201d\uff0c\u4f46\u620f\u8c11\u54c1\u724c\u53ef\u80fd\u9650\u5236\u957f\u671f\u53d1\u5c55\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 A.S.S.H.O.L.E.\u2122 \u7684\u672c\u8d28\u662f\u4e00\u573a\u7cbe\u5fc3\u5305\u88c5\u7684\u201c\u53cd\u5957\u8def\u201d\u5b9e\u9a8c\u3002\u5b83\u6210\u529f\u7528\u4f4e\u4fd7\u5e7d\u9ed8\u7cbe\u51c6\u523a\u4e2d\u4e86AI\u884c\u4e1a\u8fc7\u5ea6\u627f\u8bfa\u7684\u8f6f\u808b\u2014\u2014\u90a3\u4e9b\u53f7\u79f0\u201c\u53d8\u9769\u751f\u6d3b\u201d\u7684\u52a9\u624b\uff0c\u6700\u7ec8\u4e0d\u8fc7\u662f\u5728\u4f60\u5fd8\u8bb0\u5f00\u4f1a\u65f6\u6e29\u67d4\u63d0\u793a\u7684\u7535\u5b50\u5ba0\u7269\u3002\u4ea7\u54c1\u903b\u8f91\u786e\u5b9e\u6709\u75db\u70b9\uff1a\u591a\u6570AI\u53ea\u4f1a\u9644\u548c\uff0c\u800c\u4eba\u7c7b\u51b3\u7b56\u9700\u8981\u201c\u9006\u8033\u5fe0\u8a00\u201d\u300216\u7968\u7684\u4f4e\u70ed\u5ea6\u4e5f\u66b4\u9732\u4e86\u81f4\u547d\u95ee\u9898\uff1a\u5c06\u201c\u6bd2\u820c\u201d\u5305\u88c5\u6210\u54c1\u724c\uff0c\u672c\u8d28\u662f\u727a\u7272\u4e86\u53ef\u4f20\u64ad\u6027\u3002\u8bd5\u60f3\uff0c\u4f60\u5728\u5468\u62a5\u91cc\u5199\u201c\u6211\u7528\u4e86A.S.S.H.O.L.E.\u6539\u8fdb\u5de5\u4f5c\u6d41\u201d\u65f6\u7684\u5c34\u5c2c\u573a\u666f\u3002\u66f4\u6b8b\u9177\u7684\u662f\uff0c\u521b\u59cb\u4eba\u81ea\u5df1\u4e5f\u627f\u8ba4\u8fd9\u662f\u201cparody\u201d\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u65e9\u5df2\u88ab\u620f\u8c11\u7a00\u91ca\u3002\u5b83\u50cf\u4e00\u6b3e\u884c\u4e3a\u827a\u672f\u2014\u2014\u77ed\u6682\u5632\u8bbd\u884c\u4e1a\u540e\uff0c\u7559\u4e0b\u7684\u4f9d\u7136\u662f\u201c\u8c01\u4f1a\u8ba4\u771f\u7528\u5b83\u201d\u7684\u7075\u9b42\u62f7\u95ee\u3002\u82e5\u771f\u8981\u5546\u4e1a\u5316\uff0c\u5efa\u8bae\u5265\u79bb\u540d\u5b57\uff0c\u4fdd\u7559\u201c\u8bb0\u5fc6+\u53cd\u6096\u53cd\u9988\u201d\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u5426\u5219\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u79d1\u6280\u5708\u7684\u4e00\u6b21\u6027\u6897\u56fe\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\">A.S.S.H.O.L.E.\u2122 <\/span>\n <\/div>\n<div class=\"comment-content\">A.S.S.H.O.L.E.\u2122 (Assertive Systems Sidekick for Human Operations, Logic & Efficiency) is your AI-powered second brain. It remembers what matters, proactively reminds you of what you’ve forgotten, connects information across your work and life, and isn’t afraid to challenge questionable decisions. Less like a chatbot, more like the brutally honest friend who keeps you organized, focused, and one step ahead. Your memory, upgraded.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters thank you for checking out <strong>A.S.S.H.O.L.E.\u2122<\/strong> \ud83d\ude03<\/p>\n<\/p>\n<p>It turns out the dumbest ideas are sometimes the most useful.<\/p>\n<\/p>\n<p>Yes, the acronym was absolutely intentional.<\/p>\n<\/p>\n<p>I created this as a parody of the AI industry, where every week seems to bring another “<em>revolutionary<\/em>” assistant that’s supposedly going to organize your life, optimize your workflow, and solve all your problems.<\/p>\n<\/p>\n<p>That said, I’d be lying if I said I wouldn’t actually use this.<\/p>\n<\/p>\n<p>An AI that remembers everything, challenges bad decisions, reminds me what I forgot, and occasionally says, “<em>That’s a terrible idea.<\/em>” Sign me up.<\/p>\n<\/p>\n<p>I’d genuinely love your feedback:<\/p>\n<ul>\n<li>\n<p>What’s your favorite fake feature?<\/p>\n<\/li>\n<li>\n<p>Would you actually use an AI that’s brutally honest?<\/p>\n<\/li>\n<li>\n<p>And what should A.S.S.H.O.L.E.\u2122 do next?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for stopping by, and if this made you laugh, then the launch was a success. \ud83c\udf7b<\/p>\n<p>FYI – my entire video was made using <a href=\"https:\/\/www.visla.us\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Visla’s Director Mode feature<\/a>! Pretty cool!<\/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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Yes, I did laugh. Mission accomplished! \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Respect the self-awareness here – the parody framing is genuinely funny and the critique of “revolutionary assistant” launches is fair. My honest concern is that the joke and the product are doing different jobs. The name gets you traffic on day one but makes it almost impossible to recommend to a colleague without a long explanation. “You should try this tool, it’s called A.S.S.H.O.L.E.” is a tough sell in most work contexts. The actual use case – an AI that challenges bad decisions and remembers what you said – is real and worth building. Just wonder if the branding becomes a ceiling rather than a launchpad.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JWYC4ZNBK5BRX5\" class=\"app-title\">HabitHook Pro<\/a><\/p>\n<div class=\"one-liner\">Deep analytics & social leagues for serious habit builders.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HabitHook Pro \u662f\u4e00\u6b3e\u901a\u8fc7\u6df1\u5ea6\u884c\u4e3a\u6570\u636e\u5206\u6790\u4e0e\u719f\u4eba\u793e\u4ea4\u7ade\u8d5b\u673a\u5236\uff0c\u5e2e\u52a9\u7528\u6237\u6446\u8131\u201c\u72ec\u81ea\u575a\u6301\u5bb9\u6613\u653e\u5f03\u201d\u56f0\u5883\u7684\u8fdb\u9636\u4e60\u60ef\u517b\u6210\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u201c\u770b\u7a7f\u865a\u5047\u575a\u6301\u3001\u627e\u56de\u771f\u5b9e\u52a8\u529b\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/514f85ef-6b0e-406d-9bad-c67094f7dc20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e0536ea-cab2-4af5-a025-0ed58397ca84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fb02113-6ac6-414c-82ad-b4286ef17223.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03b374e3-d900-4a59-a326-1e7d1b85825b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f26cdfa-e51c-4dc6-8f55-6a46064f09a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8d97b03-05cd-4814-8fa1-9663b00cae37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa42695f-485c-4192-9786-bee792fd629e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca909f40-b120-4ce6-a7d3-a6ee92729f36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/319602ea-3115-4d62-bb59-e09a69fff124.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43353d01-7018-4a68-87a7-bee8406c2655.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e60\u60ef\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e00\u81f4\u6027\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u7ade\u8d5b<\/span><br \/>\n <span class=\"tag\">\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u81ea\u5f8b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353\u4e0eiOS<\/span><br \/>\n <span class=\"tag\">\u4eb2\u6c11\u4ed8\u8d39<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5f3a\u8c032\u5e74\u65e0\u5e7f\u544a\u30015000+\u7528\u6237\u81ea\u7136\u589e\u957f\u3002\u7528\u6237\uff080\u8d5e\uff09\u5efa\u8bae\u589e\u52a0\u201c\u4e60\u60ef\u6062\u590d\u201d\u89c6\u56fe\uff1a\u76f8\u6bd4\u8fde\u7eed\u5929\u6570\uff0c\u5173\u6ce8\u4e2d\u65ad\u540e\u91cd\u65b0\u4e0a\u8f68\u7684\u901f\u5ea6\u4e0e\u6062\u590d\u65f6\u95f4\uff0c\u80fd\u66f4\u5065\u5eb7\u5730\u8861\u91cf\u957f\u671f\u8fdb\u5c55\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 HabitHook Pro \u7684\u91ce\u5fc3\u5f88\u660e\u786e\uff1a\u5b83\u4e0d\u60f3\u505a\u53e6\u4e00\u4e2a\u201c\u6253\u5361\u673a\u201d\uff0c\u800c\u60f3\u6210\u4e3a\u4f60\u7684\u201c\u884c\u4e3a\u5206\u6790\u5e08\u201d+\u201c\u793e\u4ea4\u63a8\u624b\u201d\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u201cDeep Analysis\u201d\u76f4\u51fb\u4f20\u7edf\u4e60\u60ef\u8ffd\u8e2a\u7684\u75db\u70b9\u2014\u2014\u7529\u7ed9\u4f60\u4e00\u5806\u7eff\u683c\u5b50\uff08\u8fde\u7eed\u5929\u6570\uff09\u89e3\u51b3\u4e0d\u4e86\u201c\u4e3a\u4ec0\u4e48\u6211\u603b\u5728\u5468\u4e09\u5d29\u76d8\u201d\u7684\u6df1\u5c42\u95ee\u9898\u3002\u5229\u7528\u4e00\u81f4\u6027\u8bc4\u5206\u3001\u5cf0\u503c\u65f6\u6bb5\u7b49\u6307\u6807\u6316\u6398\u884c\u4e3a\u6a21\u5f0f\uff0c\u8fd9\u79cd\u6570\u636e\u8d4b\u80fd\u80fd\u8ba9\u7528\u6237\u4ece\u201c\u81ea\u6211\u611f\u52a8\u201d\u8f6c\u5411\u201c\u81ea\u6211\u8bca\u65ad\u201d\uff0c\u4ef7\u503c\u8fdc\u80dc\u4e8e\u70ab\u8000\u4e00\u4e2a\u865a\u5e7b\u7684\u767e\u5929\u8fde\u80dc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u800c\u201cMy League\u201d\u5219\u662f\u66f4\u7cbe\u5999\u7684\u6293\u4eba\u8bbe\u8ba1\uff1a\u5b83\u628a\u793e\u4ea4\u6fc0\u52b1\u4ece\u201c\u964c\u751f\u4eba\u70b9\u8d5e\u201d\u5347\u7ea7\u4e3a\u201c\u719f\u4eba\u519b\u5907\u7ade\u8d5b\u201d\u3002\u548c\u771f\u5b9e\u597d\u53cb\u6bd4\u6307\u6807\uff0c\u80fd\u6fc0\u6d3b\u66f4\u6df1\u5c42\u7684\u6500\u6bd4\u5fc3\u4e0e\u8d23\u4efb\u611f\uff0c\u5c06\u201c\u81ea\u5f8b\u201d\u8f6c\u5316\u4e3a\u201c\u793e\u4ea4\u538b\u529b\u4e0b\u7684\u6301\u7eed\u9a71\u52a8\u201d\uff0c\u8fd9\u5bf9\u62d6\u5ef6\u75c7\u665a\u671f\u60a3\u8005\u5f80\u5f80\u6bd4\u4efb\u4f55\u63d0\u9192\u90fd\u6709\u6548\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u96f6\u5e7f\u544a\u3001\u4e24\u5e74\u95f7\u58f0\u5f00\u53d1\uff0c\u8bf4\u660e\u4ed6\u5bf9\u4ea7\u54c1\u6709\u8db3\u591f\u97e7\u6027\u4e0e\u771f\u5b9e\u7528\u6237\u7406\u89e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a14\u4e2a\u6295\u7968\u6570\u7684\u786e\u8bf4\u660e\u4e0a\u7ebf\u521d\u671f\u51b7\u542f\u52a8\u56f0\u96be\u3002\u5f53\u524d\u529f\u80fd\u504f\u5411\u201c\u7cbe\u82f1\u73a9\u5bb6\u201d\u2014\u2014\u4e3a\u771f\u6b63\u613f\u610f\u6df1\u7a76\u6570\u636e\u3001\u63a5\u53d7\u793e\u4ea4\u66b4\u9732\u7684\u91cd\u5ea6\u7528\u6237\u8bbe\u8ba1\u3002\u666e\u901a\u7528\u6237\u53ef\u80fd\u89c9\u5f97\u201c\u5206\u6790\u592a\u590d\u6742\u201d\u6216\u201c\u88ab\u770b\u7740\u5f88\u4e0d\u81ea\u5728\u201d\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u533a\u552f\u4e00\u7684\u9ad8\u8d5e\u5efa\u8bae\uff08\u201c\u4e60\u60ef\u6062\u590d\u201d\uff09\u975e\u5e38\u7cbe\u51c6\uff1a\u5f3a\u793e\u4ea4\u53ef\u80fd\u5bfc\u81f4\u201c\u4e2d\u65ad\u540e\u7684\u7f9e\u803b\u611f\u201d\u4fc3\u4f7f\u5f7b\u5e95\u653e\u5f03\uff0c\u82e5\u7f3a\u4e4f\u201c\u5bb9\u9519\u6062\u590d\u201d\u7684\u6570\u636e\u53cd\u9988\u673a\u5236\uff0c\u4ea7\u54c1\u53cd\u800c\u53ef\u80fd\u52a0\u5267\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u8003\u9a8cHabitHook Pro\u7684\u662f\uff1a\u80fd\u5426\u5c06\u6df1\u5ea6\u5206\u6790\u7528\u6781\u7b80\u3001\u53ef\u6d88\u8d39\u7684\u65b9\u5f0f\u5448\u73b0\uff0c\u540c\u65f6\u5904\u7406\u793e\u4ea4\u538b\u529b\u5e26\u6765\u7684\u8d1f\u9762\u5fc3\u7406\u3002\u5982\u679c\u5b83\u53ea\u662f\u628aUser A\u548cUser B\u7684\u201c\u65ad\u66f4\u6b21\u6570\u201d\u8d34\u5728\u699c\u4e0a\uff0c\u800c\u6ca1\u6559\u4ed6\u4eec\u5982\u4f55\u4ece\u8dcc\u843d\u4e2d\u5feb\u901f\u722c\u8d77\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u53c8\u4e00\u4e2a\u66f4\u6b8b\u9177\u7684\u201c\u6570\u5b57\u76d1\u72f1\u201d\u2014\u2014\u8ba9\u4f60\u66f4\u6e05\u695a\u5730\u770b\u5230\u81ea\u5df1\u6709\u591a\u5931\u8d25\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\">HabitHook Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Most habit apps show you what you did. HabitHook Pro shows you why it’s working \u2014 or why it’s not. \ud83d\udd58 Deep Analysis \u2014 Consistency Score, peak performance time, strongest day & habit-by-habit breakdown. Real patterns, not vanity stats. \ud83c\udfc6 My League \u2014 Compete with people you actually know. Compare streaks, scores & completion rates inside your personal Circle. 5,000+ users. 4.9\u2605. Zero paid ads. Solo founder. 2 years in. Free plan available. Pro at \u20b9249\/month. Android & iOS. \ud83d\udd25<\/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 Hemant here \u2014 solo founder of HabitHook.<\/p>\n<p>2 years ago I built HabitHook because I kept quitting habits<br \/>\nalone. No accountability. No one watching. Easy to give up.<\/p>\n<p>The app grew to 5,000+ installs organically. But users kept<br \/>\nasking the same two things:<\/p>\n<p>“Show me my actual patterns \u2014 not just streaks.”<br \/>\n“Let me compete with people I actually know.”<\/p>\n<p>That became HabitHook Pro.<\/p>\n<p>\ud83d\udd58 Deep Analysis \u2014 your Consistency Score, peak performance<br \/>\ntime, weakest day, habit-by-habit completion. A real mirror<br \/>\nof your behavior.<\/p>\n<p>\ud83c\udfc6 My League \u2014 a personal leaderboard inside your Circle.<br \/>\nYour streak vs their streak. Your completion vs theirs.<br \/>\nSuddenly 59 days doesn’t feel like enough. \ud83d\ude04<\/p>\n<p>No VC money. No paid ads. Just 2 years of building,<br \/>\nlistening, and shipping.<\/p>\n<p>Would love your honest feedback \u2014 what would YOU want to<br \/>\nsee in a habit tracker? \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Hemant! I like that you’re focusing on behavior patterns instead of just streaks.<\/p>\n<p>One feature I’d love to see is a “habit recovery” view. Everyone misses a day occasionally, but what’s often more important is how quickly they get back on track. Seeing recovery time alongside consistency could give users a much healthier picture of long-term progress than streaks alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/N5EFDHZQOUK7Q6\" class=\"app-title\">MeetingMemo<\/a><\/p>\n<div class=\"one-liner\">Finally, a fully private meeting & call recorder for Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MeetingMemo \u662f\u4e00\u6b3e\u5b8c\u5168\u5728 Mac \u672c\u5730\u8fd0\u884c\u7684\u4f1a\u8bae\u8bb0\u5f55\u4e0e\u8f6c\u5199\u5de5\u5177\uff0c\u4e13\u4e3a\u65e0\u6cd5\u4fe1\u4efb\u4e91\u7aef\u5f55\u97f3\u7684\u9690\u79c1\u654f\u611f\u7528\u6237\uff08\u5982\u5f8b\u5e08\u3001\u8bb0\u8005\u3001\u6cbb\u7597\u5e08\uff09\u8bbe\u8ba1\uff0c\u89e3\u51b3\u201c\u4f1a\u8bae\u5185\u5bb9\u4e0d\u4e0a\u4f20\u4e91\u7aef\u201d\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\/3fd5de68-b9a4-4385-9d1d-0f65ab39d6d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/406dad4f-ff59-4eee-9b19-eae7e96825c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd3c6a09-f90f-43fc-b3cc-5fdd4e811838.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72f2537e-1817-41cd-bc33-1a12e2af4eda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c08513c-c3cc-4ecd-9330-8020e6c9cf19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/002efffb-05b4-4ba9-8b00-f0dac655457d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d2ff04d-3bc7-48a9-b469-2807812fb14e.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\/c5809731-ffcf-495f-8603-899552126f84.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vg3gtF1zBi4\"><source src=\"https:\/\/www.youtube.com\/watch?v=vg3gtF1zBi4\" 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\">Meetings<\/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>\u76ee\u524d\u4ec5\u4e00\u6761\u6765\u81ea\u5f00\u53d1\u8005 Alex \u7684\u8bc4\u8bba\uff0c\u65e0\u7528\u6237\u76f4\u63a5\u53cd\u9988\u3002\u5176\u6838\u5fc3\u81ea\u8ff0\u662f\uff1a\u56e0\u4e0d\u4fe1\u4efb\u73b0\u6709\u4e91\u5f55\u97f3\u5de5\u5177\u800c\u81ea\u5efa\uff0c\u5f3a\u8c03\u672c\u5730\u5904\u7406\u4e0e\u65e0API\u9700\u6c42\uff0c\u5e76\u5766\u627f\u5f53\u524d\u4ec5\u652f\u6301\u65b0Mac\u3001\u65e0\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u3001\u65e0\u673a\u5668\u4eba\u5165\u4f1a\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 MeetingMemo \u5728\u9690\u79c1\u7126\u8651\u7684\u63a9\u62a4\u4e0b\uff0c\u6253\u51fa\u4e86\u4e00\u5f20\u6781\u5176\u7cbe\u51c6\u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u724c\u3002\u5b83\u6ca1\u6709\u5728\u529f\u80fd\u4e0a\u6311\u6218 Granola \u6216 Otter\uff0c\u800c\u662f\u76f4\u63a5\u4ece\u4fe1\u4efb\u611f\u4e0a\u5207\u5165\u2014\u2014\u628a\u201c\u4f60\u7684\u97f3\u9891\u4e00\u5b9a\u4e0a\u4f20\u4e91\u7aef\u201d\u8fd9\u4e2a\u884c\u4e1a\u9ed8\u8ba4\u89c4\u5219\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u8db3\u4ee5\u8ba9\u7279\u5b9a\u804c\u4e1a\u7acb\u523b\u79bb\u5e2d\u7684\u786c\u4f24\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u591a\u5f3a\uff0c\u800c\u5728\u4e8e\u201c\u8fb9\u754c\u6e05\u6670\u201d\uff1a\u97f3\u9891\u4e0d\u79bb\u673a\u3001\u65e0API\u4f9d\u8d56\u3001\u7eafApple Silicon\u539f\u751f\u3002\u8fd9\u4e0d\u662f\u4e3a\u4e86\u8ba8\u597d\u5927\u4f17\u7528\u6237\uff0c\u800c\u662f\u4e3a\u4e86\u6536\u5272\u90a3\u4e9b\u5728\u5408\u89c4\u6216\u4f26\u7406\u5c42\u9762\u65e0\u6cd5\u4f7f\u7528\u4e91\u5de5\u5177\u7684\u9ad8\u51c0\u503c\u4eba\u7fa4\u2014\u2014\u6cbb\u7597\u5e08\u3001\u5f8b\u5e08\u3001\u8bb0\u8005\u3001\u98ce\u63a7\u654f\u611f\u7684\u521b\u4e1a\u8005\u3002\u8fd9\u4e9b\u4eba\u4e0d\u4f1a\u56e0\u4e3a\u5c11\u4e86\u56e2\u961f\u534f\u4f5c\u6216\u4f1a\u8bae\u673a\u5668\u4eba\u800c\u653e\u5f03\u4f7f\u7528\uff0c\u4ed6\u4eec\u4f1a\u56e0\u4e3a\u9690\u79c1\u6f0f\u6d1e\u800c\u653e\u5f03\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u5f88\u5c16\u9510\uff1av1\u7248\u672c\u8fc7\u5ea6\u7a84\u5316\u3002\u53ea\u652f\u6301macOS 26 + Apple Silicon\uff0c\u610f\u5473\u7740\u5b83\u76f4\u63a5\u628a\u7edd\u5927\u591a\u6570Intel Mac\u7528\u6237\u548c\u60f3\u4f4e\u95e8\u69db\u5c1d\u9c9c\u7684\u4eba\u6321\u5728\u95e8\u5916\u300230\u5929\u8bd5\u7528\u540e\u5e74\u8d3929.99\u7f8e\u5143\uff0c\u867d\u7136\u4e0d\u8d35\uff0c\u4f46\u5bf9\u4e8e\u4e00\u4e2a\u529f\u80fd\u6781\u5176\u514b\u5236\u3001\u65e0\u534f\u4f5c\u3001\u65e0\u4e91\u7aef\u540c\u6b65\u7684\u4ea7\u54c1\u6765\u8bf4\uff0c\u7528\u6237\u7684\u7c98\u6027\u5b8c\u5168\u53d6\u51b3\u4e8e\u201c\u672c\u5730\u5f55\u5236\u201d\u8fd9\u4e00\u573a\u666f\u7684\u521a\u9700\u7a0b\u5ea6\u3002\u4e00\u65e6\u7528\u6237\u53d1\u73b0\u81ea\u5df1\u7684AI\u6458\u8981\u4e0d\u5982Otter\u51c6\u786e\uff0c\u6216\u8005\u672c\u5730\u5b58\u50a8\u7ba1\u7406\u53d8\u5f97\u7e41\u7410\uff0c\u4ed8\u8d39\u610f\u613f\u4f1a\u8fc5\u901f\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8bc4\u4ef7\uff1a\u8fd9\u662f\u4e00\u6b3e\u9760\u201c\u4e0d\u505a\u4ec0\u4e48\u201d\u8d62\u56de\u4fe1\u4efb\u7684\u4ea7\u54c1\uff0c\u4f46\u60f3\u957f\u4e45\u6d3b\u4e0b\u6765\uff0c\u8fd8\u9700\u8981\u8bc1\u660e\u201c\u81ea\u5df1\u80fd\u505a\u4ec0\u4e48\u201d\u4e0d\u8f93\u7ed9\u5bf9\u624b\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\">MeetingMemo<\/span>\n <\/div>\n<div class=\"comment-content\">MeetingMemo records, transcribes, and summarizes your meetings and calls entirely on your Mac \u2014 your audio never leaves the device. Granola, Otter, and Fathom upload everything to their cloud; MeetingMemo doesn’t. Free on-device AI is built in (no API key), so private summaries and action items work out of the box.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Alex, the maker of MeetingMemo.<\/p>\n<p>I built this because I couldn’t find a meeting-notes app I actually trusted with the conversation itself.<\/p>\n<p>Granola, Otter, Fathom – they’re genuinely good products. But they all upload your audio to their cloud, and you don’t get a choice. If you’re a therapist taking session notes, a lawyer on a client call, a founder discussing deal terms, or a journalist protecting a source, that’s just a non-starter.<br \/>\nSo MeetingMemo works differently: it records and transcribes on your Mac, and the AI summaries run locally too. Your raw audio never leaves your device. Free on-device AI is bundled in, so it works out of the box with no API key – or you can plug in your own cloud key if you’d rather.<\/p>\n<p>A few honest notes:<br \/>\n – It’s macOS 26 + Apple Silicon only. I’d rather go deep and truly native than spread thin.<br \/>\n – It’s a focused v1 – no team workspaces, no bot that joins your Zoom. Just clean, private notes.<br \/>\n – 30-day free trial, then $29.99\/year.<\/p>\n<p>I’d love your honest feedback – especially: what would make on-device notes a real replacement for the cloud tool you use today? <\/p>\n<p>I’ll be here all day answering everything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/TLQ4KY7EWYF5YA\" class=\"app-title\">Letter Maps<\/a><\/p>\n<div class=\"one-liner\">A free teleprompter that follows your voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Letter Maps \u662f\u4e00\u6b3e\u514d\u8d39\u3001\u65e0\u9700\u767b\u5f55\u7684\u6d4f\u89c8\u5668\u63d0\u8bcd\u5668\uff0c\u901a\u8fc7\u8bed\u97f3\u8bc6\u522b\u81ea\u52a8\u8ddf\u968f\u8bed\u901f\u6eda\u52a8\u811a\u672c\uff0c\u89e3\u51b3\u4f20\u7edf\u63d0\u8bcd\u5668\u9700\u8981\u6ce8\u518c\u3001\u4ed8\u8d39\u6216\u4e0a\u4f20\u9690\u79c1\u5185\u5bb9\u5230\u4e91\u7aef\u7684\u75db\u70b9\uff0c\u9002\u5408\u89c6\u9891\u5f55\u5236\u3001\u76f4\u64ad\u6f14\u8bb2\u7b49\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 <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77aac459-19fb-411e-b135-2cdccc8d3a46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12725467-232f-43ba-bbb2-cea89ff530b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67ea2abe-12f9-4a4e-b02e-8d1372b156f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88c475bc-c2bb-4f1a-ba6b-8a18358dbe04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa157169-a0b2-409e-bae2-bf1bc2d9c244.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\/bc7a810b-e5e2-4a43-8682-c31d563afbda.jpeg?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/010b860934b0486599dbfa0e872e2a6b\"><source src=\"https:\/\/www.loom.com\/share\/010b860934b0486599dbfa0e872e2a6b\" 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\">Video Streaming<\/span><br \/>\n <span class=\"tag\">Meetings<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u63d0\u8bcd\u5668<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8ddf\u968f<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u6f14\u8bb2<\/span><br \/>\n <span class=\"tag\">\u5f55\u5236\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e0\u5b89\u88c5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u5f3a\u8c03\u4ea7\u54c1\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u4ed8\u8d39\u5899\u201d\uff0c\u5e76\u91cd\u70b9\u8be2\u95ee\u8bed\u97f3\u8ddf\u968f\u5bf9\u4e0d\u540c\u53e3\u97f3\u548c\u8bed\u8a00\u7684\u51c6\u786e\u5ea6\uff0c\u5f81\u6c42\u7528\u6237\u610f\u89c1\u4ee5\u5c06\u5176\u53d8\u6210\u65e5\u5e38\u5de5\u5177\u3002\u8bc4\u8bba\u4e2d\u672a\u51fa\u73b0\u660e\u663e\u95ee\u9898\u6216\u8d1f\u9762\u53cd\u9988\uff0c\u6574\u4f53\u4e3a\u6b63\u9762\u7684\u81ea\u6211\u63a8\u4ecb\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 Letter Maps \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u6781\u5176\u666e\u904d\u7684\u75db\u70b9\uff1a\u63d0\u8bcd\u5668\u8f6f\u4ef6\u7684\u201c\u8fc7\u5ea6\u670d\u52a1\u201d\u3002\u7edd\u5927\u591a\u6570\u540c\u7c7b\u4ea7\u54c1\u8981\u4e48\u6346\u7ed1\u4e91\u8d26\u6237\u3001\u8981\u4e48\u5f3a\u5236\u4ed8\u8d39\uff0c\u751a\u81f3\u5077\u5077\u4e0a\u4f20\u7528\u6237\u811a\u672c\u4ee5\u8bad\u7ec3AI\u3002Letter Maps \u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u201c\u65e0\u9700\u767b\u5f55\u201d\u201c\u514d\u8d39\u201d\u5e76\u975e\u8425\u9500\u5671\u5934\uff0c\u800c\u662f\u5bf9\u7528\u6237\u9690\u79c1\u7126\u8651\u548c\u5de5\u5177\u81c3\u80bf\u7684\u6b63\u9762\u56de\u5e94\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u51cf\u6cd5\u201d\uff1a\u53bb\u6389\u4e86\u8d26\u53f7\u3001\u5b89\u88c5\u3001\u5f55\u5c4f\u3001\u4e91\u7aef\u5b58\u50a8\u7b49\u5197\u4f59\u529f\u80fd\uff0c\u53ea\u4fdd\u7559\u201c\u8bed\u97f3\u8ddf\u968f\u201d\u8fd9\u4e00\u9879\u667a\u80fd\u4ea4\u4e92\u3002\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u8bbe\u8ba1\uff0c\u53cd\u800c\u53ef\u80fd\u6bd4\u529f\u80fd\u5806\u53e0\u7684\u5de5\u5177\u66f4\u80fd\u8d62\u5f97\u91cd\u5ea6\u7528\u6237\uff08\u5982\u89c6\u9891\u521b\u4f5c\u8005\u3001\u516c\u5f00\u6f14\u8bb2\u8005\uff09\u7684\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c14\u7968\u7684\u4f4e\u66dd\u5149\u5ea6\u6697\u793a\u5176\u4f20\u64ad\u4ecd\u9762\u4e34\u6311\u6218\u3002\u4ea7\u54c1\u6700\u5927\u7684\u8f6f\u808b\u5728\u4e8e\u201c\u8bed\u97f3\u8ddf\u968f\u201d\u7684\u51c6\u786e\u6027\u2014\u2014\u5c24\u5176\u5728\u5608\u6742\u73af\u5883\u6216\u975e\u6807\u51c6\u53e3\u97f3\u4e0b\uff0c\u8bc6\u522b\u5ef6\u8fdf\u6216\u8bef\u89e6\u53d1\u4f1a\u76f4\u63a5\u7834\u574f\u4f53\u9a8c\u3002\u6b64\u5916\uff0c\u7eaf\u6d4f\u89c8\u5668\u7aef\u610f\u5473\u7740\u5b83\u65e0\u6cd5\u8131\u79bbChromium\u5185\u6838\uff08\u5982Chrome\/Edge\uff09\u8fd0\u884c\uff0c\u9650\u5236\u4e86\u786c\u4ef6\u517c\u5bb9\u6027\u3002\u957f\u8fdc\u6765\u770b\uff0c\u82e5\u60f3\u6210\u4e3a\u201c\u6bcf\u65e5\u5de5\u5177\u201d\uff0cLetter Maps \u9700\u8981\u8865\u5145\u5f55\u5236\u652f\u6301\u6216\u66f4\u4e30\u5bcc\u7684\u811a\u672c\u5bfc\u5165\u529f\u80fd\uff0c\u4f46\u5fc5\u987b\u8b66\u60d5\u529f\u80fd\u81a8\u80c0\u53cd\u566c\u5176\u7b80\u6d01\u4f18\u52bf\u3002\u5efa\u8bae\u5f00\u53d1\u8005\u805a\u7126\u6253\u78e8\u8bed\u97f3\u8ddf\u968f\u7684\u9c81\u68d2\u6027\uff0c\u5e76\u8003\u8651\u96c6\u6210\u672c\u5730\u79bb\u7ebf\u5f55\u97f3\uff0c\u4ee5\u5f62\u6210\u201c\u63d0\u8bcd+\u5f55\u5236\u201d\u7684\u95ed\u73af\u2014\u2014\u8fd9\u624d\u662f\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u201c\u4e00\u7ad9\u89e3\u8131\u65b9\u6848\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\">Letter Maps<\/span>\n <\/div>\n<div class=\"comment-content\">Letter maps is a free, browser-based teleprompter that scrolls to follow your voice, pause and it waits, speed up and it keeps pace. No sign-in, no install. Your script stays in your browser, and recognition can run fully on-device and offline.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I built Letter Maps because every teleprompter I tried wanted an account, a<br \/>\nsubscription, or uploaded my script to someone’s cloud, just to read words off<br \/>\na screen.<\/p>\n<p>Letter maps is the opposite:<br \/>\n \ud83c\udf99\ufe0f It follows your voice. Read at your own pace, pause and it waits, speed up and it keeps up. No fixed-speed scrolling you have to chase.<br \/>\n\ud83d\udd12 Local-first. No sign-in, no install. Your script lives in your browser,<br \/>\nnot on a server. Recognition can even run fully on-chrome.<br \/>\n \ud83c\udd93 No paywall. It’s a focused prompter (it doesn’t record video \u2014 bring your own recorder\/OBS).<\/p>\n<p>Try it with the sample that’s already loaded: <a href=\"https:\/\/lettermaps.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lettermaps.com<\/a> \u2014 press<br \/>\nBegin, allow the mic, and start reading.<\/p>\n<p>I’d love your feedback, especially on voice-following accuracy with different<br \/>\naccents and languages. What would make this a daily tool for you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/CCAXIKQAV7JMBB\" class=\"app-title\">VibeRaven<\/a><\/p>\n<div class=\"one-liner\">Open-source mission control for AI-built apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VibeRaven \u662f\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u4e13\u4e3a AI \u6784\u5efa\u7684\u5e94\u7528\u63d0\u4f9b\u201c\u4efb\u52a1\u63a7\u5236\u4e2d\u5fc3\u201d\uff0c\u901a\u8fc7\u626b\u63cf\u4ee3\u7801\u4ed3\u5e93\uff0c\u5728\u53d1\u5e03\u524d\u8bc6\u522b\u8ba4\u8bc1\u3001\u8ba1\u8d39\u3001\u90e8\u7f72\u7b49\u73af\u8282\u7684\u6f0f\u6d1e\uff0c\u5e76\u5728\u53d1\u5e03\u540e\u8ffd\u8e2a\u7248\u672c\u6f02\u79fb\u548c\u6545\u969c\uff0c\u6700\u7ec8\u4e3a\u4f60\u7684\u7f16\u7801\u667a\u80fd\u4f53\u751f\u6210\u4e00\u4e2a\u7cbe\u51c6\u7684\u4fee\u590d\u63d0\u793a\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\/d739617d-fbf2-4cb3-8b15-4f87f5123f5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54a33762-66f8-4591-9082-05d869afe9d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5356633-d4b3-45a8-a7c9-7c4f05dfdb05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d781224a-48e6-4368-85f2-ee4fc4b6ec86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0882f723-2f20-475c-9aa8-a34ef1daa015.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\/a8ee8e0d-89e6-4819-9427-e20a0cd13c6d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NPsQOV7xxLY\"><source src=\"https:\/\/youtu.be\/NPsQOV7xxLY\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ed3\u5e93\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u6f02\u79fb\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u6392\u67e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u53d1\u5e03\u540e\u8ffd\u8e2a\u7248\u672c\u6f02\u79fb\u548c\u6545\u969c\u7684\u573a\u666f\u66f4\u5177\u4ef7\u503c\u3002\u521b\u59cb\u4eba\u56de\u590d\u79f0\u76ee\u524d\u652f\u6301CI\u89e6\u53d1\u6216\u6309\u9700\u626b\u63cf\uff0c\u4e0d\u4f1a\u81ea\u52a8\u76d1\u63a7\u6bcf\u6b21\u63d0\u4ea4\uff0c\u4f46\u8ba1\u5212\u5f00\u53d1\u81ea\u52a8git\u5dee\u5f02\u8ffd\u8e2a\u529f\u80fd\uff1b\u5df2\u5b9e\u73b0\u7248\u672c\u95f4\u5bf9\u6bd4\u5e76\u81ea\u52a8\u5c06\u4e0a\u4e0b\u6587\u6ce8\u5165\u667a\u80fd\u4f53\u5bf9\u8bdd\u3002\u53e6\u6709\u7528\u6237\u8868\u8fbe\u4e86\u5bf9\u8be5\u60f3\u6cd5\u7684\u5174\u8da3\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 VibeRaven \u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5ea6\u771f\u5b9e\u5374\u5bb9\u6613\u88ab AI \u72c2\u70ed\u8005\u5ffd\u89c6\u7684\u75db\u70b9\uff1aAI \u751f\u4ee3\u7801\u5bb9\u6613\uff0c\u957f\u671f\u7ef4\u62a4\u96be\u3002\u5b83\u6ca1\u6709\u53bb\u5377\u201c\u5982\u4f55\u66f4\u5feb\u5730\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u662f\u9009\u62e9\u89e3\u51b3\u201cAI \u5199\u5b8c\u540e\u600e\u4e48\u4e0d\u8ba9\u7cfb\u7edf\u5d29\u6e83\u201d\u8fd9\u4e2a\u66f4\u6c89\u9ed8\u7684\u5730\u72f1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u89d2\u5ea6\u770b\uff0c\u5b83\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u573a\u666f\uff1a\u4e00\u4e2a\u662f\u4e00\u6b21\u6027\u4f46\u521a\u9700\u7684\u201c\u4e0a\u7ebf\u524d\u68c0\u67e5\u201d\uff0c\u53e6\u4e00\u4e2a\u662f\u6301\u7eed\u3001\u9ad8\u9891\u3001\u66f4\u5177\u9ecf\u6027\u7684\u201c\u4e0a\u7ebf\u540e\u76d1\u63a7\u201d\u3002\u5c24\u5176\u662f\u201c\u7248\u672c\u6f02\u79fb\u201d\u548c\u201c\u667a\u80fd\u4f53\u4e0d\u77e5\u4e0a\u4e0b\u6587\u201d\u7684\u95ee\u9898\uff0c\u968f\u7740\u56e2\u961f\u4f9d\u8d56 AI \u8fdb\u884c CI\/CD \u7684\u666e\u53ca\uff0c\u4f1a\u4ece\u75d2\u70b9\u53d8\u4e3a\u51fa\u8840\u70b9\u3002\u521b\u59cb\u4eba\u5c06\u201c\u81ea\u52a8 git diff \u8ffd\u8e2a\u201d\u6392\u8fdb\u8ba1\u5212\uff0c\u8bf4\u660e\u4ed6\u6df1\u5ea6\u7406\u89e3\u95ee\u9898\u7684\u672c\u8d28\u2014\u2014\u53ea\u6709\u81ea\u52a8\u5316\u3001\u88ab\u52a8\u5f0f\u5730\u76d1\u63a7\u53d8\u5316\uff0c\u624d\u80fd\u771f\u6b63\u4ece\u201c\u5e94\u6025\u5de5\u5177\u201d\u5347\u7ef4\u6210\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d 13 \u7968\u7684\u6295\u7968\u6570\u548c\u201c\u6309\u9700\/CI\u89e6\u53d1\u201d\u7684\u6267\u884c\u6a21\u5f0f\uff0c\u66b4\u9732\u4e86\u5176\u5c34\u5c2c\u7684\u65e9\u671f\u9636\u6bb5\u3002\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u9700\u8981\u514b\u670d\u4e24\u5927\u6311\u6218\uff1a\u4e00\u662f\u4e0e\u6210\u719f\u7684 CI\/CD \u76d1\u63a7\u548c\u544a\u8b66\u751f\u6001\uff08\u5982 Datadog\u3001Sentry\uff09\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u2014\u2014\u76ee\u524d\u770b\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201cAI \u4e13\u5c5e\u7684\u7c98\u5408\u5c42\u201d\u800c\u975e\u66ff\u4ee3\u54c1\uff1b\u4e8c\u662f\u7528\u6237\u4e60\u60ef\u7684\u57f9\u517b\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u4f7f\u7528\u5b8c AI \u667a\u80fd\u4f53\u540e\uff0c\u613f\u610f\u518d\u591a\u4f59\u4e00\u6b65\u53bb\u8fd0\u884c\u5b83\u7684\u626b\u63cf\u547d\u4ee4\u3002\u5176\u771f\u6b63\u4ef7\u503c\uff0c\u5c06\u53d6\u51b3\u4e8e\u201c\u53d1\u5e03\u540e\u4e0a\u4e0b\u6587\u6620\u5c04\u201d\u529f\u80fd\u662f\u5426\u80fd\u65e0\u7f1d\u5d4c\u5165\u5230\u4e3b\u6d41 AI \u7f16\u7801 Agent \u7684 workflow \u4e2d\u3002\u522b\u53ea\u505a\u201c\u68c0\u67e5\u5458\u201d\uff0c\u8981\u505a\u201c\u81ea\u52a8\u6821\u51c6\u7684\u5bfc\u822a\u4eea\u201d\uff0c\u5426\u5219\u5bb9\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u53ea\u6709\u5c1d\u9c9c\u8005\u8bd5\u4e00\u4e0b\u7684 GitHub \u661f\u6807\u9879\u76ee\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\">VibeRaven<\/span>\n <\/div>\n<div class=\"comment-content\">Scan AI-built repos for launch gaps across auth, billing, database, deploy, monitoring, and tests, then get one focused prompt for your coding agent.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I’m Ohad. I built VibeRaven.<\/p>\n<p>It’s open source: <a href=\"https:\/\/github.com\/ohad6k\/VibeRaven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ohad6k\/VibeRaven<\/a><\/p>\n<p>VibeRaven is mission control for apps you built with AI agents. Agents, providers, versions, releases. One place to see what changed, what broke, and what your coding agent should do next.<\/p>\n<p>I made it because getting to a demo got easy. Running the thing as a real product did not. You ship a new version and something regresses. Stripe needs a dashboard fix. Your agent writes code but does not always know what changed between releases or which provider still needs a human.<\/p>\n<p>That’s the problem I wanted to solve. Before launch checks are part of it. The part I use every week is after launch. Production bugs, postmortems, version drift.<\/p>\n<p>MIT. Free to use.<\/p>\n<p>If you try it, I would love feedback. Star the repo if it helps, open an issue if something is off, and PRs are welcome if you want to contribute.<\/p>\n<p>Thanks for checking it out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohad6k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohad6k<\/a> This is an interesting 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 post-launch use case you described is the more compelling angle honestly – the “agent wrote code but doesn’t know what changed between releases” problem hits every team running AI-assisted CI. Pre-launch gap detection is useful once, but version drift and postmortem tracking is a recurring pain. Does VibeRaven watch git diffs automatically, or do you trigger the scan manually after each deploy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Fair point. The recurring pain is post launch, not the one time pre ship scan.<\/p>\n<p>Right now scans are on demand or CI triggered. You run npx -y viberaven –agent-mode or –verify, or wire it into a GitHub Action on PR or deploy. It does not sit in the background watching every commit.<\/p>\n<p>For release to release, Studio compares two git refs when you ask and lets you drag that context into agent chat so the agent actually knows what changed.<\/p>\n<p>Automatic git diff watching across releases is exactly what I want to ship next. Your framing is spot on. Thanks for calling it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you have any questions or want to just share things, feel free to send me a message on LinkedIn<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/LSUOCDFCGL4SZM\" class=\"app-title\">Yoga Unlock<\/a><\/p>\n<div class=\"one-liner\">Unlock Apps with Yoga<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Yoga Unlock \u5c06\u624b\u673a\u89e3\u9501\u884c\u4e3a\u8f6c\u5316\u4e3a\u77ed\u6682\u7684\u745c\u4f3d\u7ec3\u4e60\uff0c\u901a\u8fc7\u5f3a\u5236\u201c\u8fd0\u52a8\u89e3\u9501\u201d\u5e2e\u52a9\u7528\u6237\u6253\u7834\u65e0\u610f\u8bc6\u5237\u624b\u673a\u7684\u4e60\u60ef\uff0c\u5728\u5206\u5fc3\u4e0e\u5e94\u7528\u4f7f\u7528\u4e4b\u95f4\u521b\u9020\u7269\u7406\u6027\u7684\u6682\u505c\u4e0e\u6b63\u5ff5\u9009\u62e9\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\/ab1417aa-26b7-4212-a41f-51289f6b378a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63695b48-bf70-4353-b083-c7af0d7d29f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7a75ffd-4807-4dc4-b94f-5e00cd6c6a79.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0f00444-3588-46f8-abca-2c25532aa30d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad53a4e1-6b63-4b9b-99ee-c202c43504c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u4e60\u60ef<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u9501<\/span><br \/>\n <span class=\"tag\">\u745c\u4f3d<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5<\/span><br \/>\n <span class=\"tag\">\u9632\u5206\u5fc3<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u89e3\u9501<\/span><br \/>\n <span class=\"tag\">\u624b\u673a\u6210\u763e<\/span><br \/>\n <span class=\"tag\">\u5fae\u4e60\u60ef<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5c06\u201c\u5355\u7eaf\u5c01\u9501\u201d\u8f6c\u4e3a\u201c\u57f9\u517b\u5065\u5eb7\u4e60\u60ef\u201d\u7684\u7406\u5ff5\u3002\u5efa\u8bae\u52a0\u5165\u201c\u81ea\u9002\u5e94\u7ec3\u4e60\u201d\u529f\u80fd\uff0c\u5373\u968f\u7740\u5f53\u5929\u89e3\u9501\u5e94\u7528\u6b21\u6570\u589e\u52a0\uff0c\u81ea\u52a8\u5ef6\u957f\u745c\u4f3d\u65f6\u957f\uff0c\u4ee5\u4fdd\u6301\u5408\u7406\u7684\u4e60\u60ef\u517b\u6210\u6469\u64e6\u611f\u800c\u4e0d\u81f4\u4e00\u5f00\u59cb\u5c31\u8ba9\u4eba\u6cae\u4e27\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 Yoga Unlock\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u53c8\u4e00\u4e2a\u201c\u9632\u6c89\u8ff7\u5de5\u5177\u201d\uff0c\u800c\u662f\u628a\u81ea\u5df1\u5305\u88c5\u6210\u4e00\u4e2a\u201c\u4e60\u60ef\u50ac\u5316\u5242\u201d\u3002\u5b83\u6d1e\u6089\u4e86\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4eba\u4eec\u5e76\u975e\u4e0d\u77e5\u9053\u5237\u624b\u673a\u6d6a\u8d39\u65f6\u95f4\uff0c\u800c\u662f\u7f3a\u4e4f\u5728\u201c\u60f3\u8981\u201d\u548c\u201c\u5e94\u8be5\u201d\u4e4b\u95f4\u7684\u90a3\u4e00\u79d2\u7269\u7406\u505c\u987f\u3002\u7528\u201c\u5fc5\u987b\u505a\u4e2a\u745c\u4f3d\u52a8\u4f5c\u201d\u6765\u66ff\u4ee3\u201c\u89e3\u4e2a\u6570\u5b66\u9898\u201d\uff0c\u672c\u8d28\u662f\u5c06\u60e9\u6212\u6027\u7684\u51b7\u542f\u52a8\uff08\u5ef6\u8fdf\u6ee1\u8db3\uff09\u66ff\u6362\u6210\u4e86\u66f4\u6709\u53cd\u9988\u611f\u7684\u4eea\u5f0f\u884c\u4e3a\uff08\u8eab\u4f53\u79fb\u52a8\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u5f3a\u8feb\u7528\u6237\u201d\u4e0e\u201c\u7528\u6237\u53cd\u611f\u201d\u4e4b\u95f4\u7684\u8df7\u8df7\u677f\u95ee\u9898\u3002Math Shield\uff08\u524d\u4f5c\uff09\u7528\u6570\u5b66\u9898\u963b\u6321\uff0c\u5bb9\u6613\u8ba9\u4eba\u70e6\u8e81\u5e76\u5378\u8f7d\uff1b\u800c\u745c\u4f3d\u52a8\u4f5c\u5177\u6709\u81ea\u6211\u7597\u6108\u7684\u5408\u6cd5\u6027\uff0c\u7528\u6237\u66f4\u96be\u4ea7\u751f\u5bf9\u5de5\u5177\u7684\u6028\u6c14\u2014\u2014\u8fd9\u662f\u4e00\u79cd\u66f4\u9ad8\u7ea7\u7684\u201c\u8d1f\u5411\u6fc0\u52b1\u5305\u88c5\u201d\uff0c\u6697\u5408\u4e86\u201c\u5065\u5eb7\u201d\u8fd9\u4e2a\u653f\u6cbb\u6b63\u786e\u6027\u6807\u7b7e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u81f4\u547d\u77ed\u677f\u4e5f\u5f88\u660e\u663e\uff1a1) \u573a\u666f\u5c40\u9650\u6027\u3002\u201c\u89e3\u9501\u524d\u745c\u4f3d\u201d\u662f\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56Gym\/\u5b89\u9759\u73af\u5883\u7684\u4e4c\u6258\u90a6\u8bbe\u60f3\u3002\u7528\u6237\u5728\u5730\u94c1\u3001\u5f00\u4f1a\u95f4\u9699\u3001\u6df1\u591c\u88ab\u7a9d\u4e2d\u7edd\u5bf9\u4e0d\u53ef\u80fd\u505a\u8fd9\u4e9b\u52a8\u4f5c\uff0c\u5c4a\u65f6\u7528\u6237\u53ea\u4f1a\u60f3\u201c\u5173\u6389\u8fd9\u4e2a\u8ba8\u538c\u7684\u89c4\u5219\u201d\uff0c\u800c\u4e0d\u662f\u201c\u6211\u8be5\u7ad9\u8d77\u6765\u62c9\u4f38\u4e00\u4e0b\u201d\u30022) \u8fb9\u9645\u6548\u5e94\u9012\u51cf\u3002\u745c\u4f3d\u52a8\u4f5c\u4e00\u65e6\u719f\u6089\uff0c\u4f1a\u50cf\u539f\u5bc6\u7801\u822c\u88ab\u808c\u8089\u8bb0\u5fc6\u5feb\u901f\u5b8c\u6210\uff0c\u90a3\u8fd9\u4e2a\u201c\u6682\u505c\u201d\u5c31\u53d8\u6210\u4e86\u4e00\u4e2a\u65e0\u804a\u7684\u8fc7\u573a\u3002\u7f3a\u4e4f\u50cf\u201c\u81ea\u9002\u5e94\u96be\u5ea6\u201d\u90a3\u6837\u7684\u52a8\u6001\u9608\u503c\u673a\u5236\uff0c\u4f1a\u8ba9\u4ea7\u54c1\u5f88\u5feb\u6ca6\u4e3a\u201c\u4e94\u4e2a\u4ef0\u5367\u8d77\u5750\u5f00\u6296\u97f3\u201d\u5f0f\u7684\u673a\u68b0\u64cd\u4f5c\uff0c\u5f7b\u5e95\u4e27\u5931\u201c\u6b63\u5ff5\u201d\u521d\u8877\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5e72\u9884\uff0c\u800c\u5728\u4e8e\u201c\u6570\u636e\u6760\u6746\u201d\u3002\u5982\u679c\u5b83\u80fd\u91c7\u96c6\u7528\u6237\u505a\u745c\u4f3d\u65f6\u7684\u4e13\u6ce8\u5ea6\u6307\u6807\uff08\u5982\u8eab\u4f53\u5e73\u8861\u65f6\u95f4\u3001\u52a8\u4f5c\u5b8c\u6210\u8d28\u91cf\uff09\u5e76\u4e0e\u6b64\u540e\u5e94\u7528\u5185\u7684\u4f7f\u7528\u65f6\u957f\u505a\u5173\u8054\u5206\u6790\uff0c\u5b83\u5c31\u80fd\u4ece\u201c\u4eea\u5f0f\u5e72\u6270\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u751f\u7269\u53cd\u9988\u5f0f\u6548\u7387\u52a9\u624b\u201d\u2014\u2014\u4f46\u8fd9\u9700\u8981\u7684\u6280\u672f\u6df1\u5ea6\u8fdc\u8d85\u5f53\u524dMVP\u3002\u76ee\u524d\u5b83\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u5ba2\u5385\u73a9\u5177\uff0c\u79bb\u771f\u6b63\u6539\u53d8\u6570\u5b57\u6210\u763e\u8fd8\u6709\u4e09\u4e2a\u5546\u4e1a\u903b\u8f91\u7684\u8fed\u4ee3\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\">Yoga Unlock<\/span>\n <\/div>\n<div class=\"comment-content\">Turn screen time into movement with Yoga Unlock. Complete a short yoga session before opening distracting apps. Instead of mindless scrolling, take a moment to stretch, move, and reset before unlocking your apps. Whether you’re cutting down on social media, staying productive, or building healthier habits, Yoga Unlock helps you pause, move, and make more intentional choices every time you use your phone.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<br \/>\nI’m excited to share Yoga Unlock.<\/p>\n<p>After building Math Shield, I realised that simply blocking apps wasn’t enough. I wanted to turn every unlock into something that benefits you. So instead of solving a math challenge, Yoga Unlock asks you to complete a short yoga session before accessing distracting apps.<\/p>\n<p>The goal isn’t to stop you from using your favorite apps, it’s to help you pause, move your body, and be more intentional before opening them.<\/p>\n<p>I’d love to hear what you think! What features would make this more useful for you? Thanks so much for checking it out and for your support! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re shifting the goal from simply blocking apps to creating a healthier habit before opening them.<\/p>\n<p>One feature I’d personally enjoy is adaptive sessions. If I’m about to unlock an app for the fifth time today, the app could gradually increase the yoga session from 30 seconds to a couple of minutes. That keeps the friction proportional without making it frustrating from day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M7GIS452KCEEHG\" class=\"app-title\">OCR.chat<\/a><\/p>\n<div class=\"one-liner\">OCR that reads your documents \u2014 then lets you chat with them<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OCR.chat \u662f\u4e00\u6b3e\u5c06\u56fe\u7247\u548cPDF\u8f6c\u4e3a\u53ef\u7f16\u8f91\u6587\u672c\u3001\u8868\u683c\u4e0eLaTeX\uff0c\u5e76\u652f\u6301\u4e0e\u6587\u6863\u5185\u5bb9\u8fdb\u884c\u95ee\u7b54\u6eaf\u6e90\u5bf9\u8bdd\u7684\u514d\u8d39\u5728\u7ebfOCR\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u4ece\u975e\u7ed3\u6784\u5316\u6587\u6863\u4e2d\u63d0\u53d6\u4fe1\u606f\u5e76\u5feb\u901f\u9a8c\u8bc1\u7b54\u6848\u6765\u6e90\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92fd9ff4-ffdf-4ab6-81c7-ea65dfb4faf0.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\">Web App<\/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\">OCR<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">PDF\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u8868\u683c\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">LaTeX<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u95ee\u7b54\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/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\u70b9\u8d5e\u5176\u201c\u9875\u9762\u5f15\u6587\u201d\u7684\u804a\u5929\u529f\u80fd\uff0c\u4fbf\u4e8e\u9a8c\u8bc1\u7b54\u6848\uff1b\u5efa\u8baeOCR\u540e\u76f4\u63a5\u5bfc\u51faJSON\/CSV\u7b49\u7ed3\u6784\u5316\u6570\u636e\u4ee5\u5b9e\u73b0\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u3002\u5f00\u53d1\u8005\u5df2\u5feb\u901f\u54cd\u5e94\u5e76\u65b0\u589e\u6570\u636e\u63d0\u53d6\u529f\u80fd\u3002\u540c\u65f6\u6709\u7528\u6237\u8be2\u95eeOCR\u6280\u672f\u662f\u5426\u4e3a\u81ea\u6709\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 OCR.chat \u5728\u201cOCR+\u5bf9\u8bdd\u201d\u7684\u7f1d\u5408\u70b9\u4e0a\u505a\u5f97\u6bd4\u591a\u6570\u7ade\u54c1\u66f4\u52a1\u5b9e\u2014\u2014\u5b83\u6ca1\u53bb\u5439\u5618\u4ec0\u4e48\u201cAI\u7406\u89e3\u6587\u6863\u201d\uff0c\u800c\u662f\u8001\u8001\u5b9e\u5b9e\u628a\u8bc6\u522b\u540e\u7684\u6587\u672c\u585e\u8fdb\u5bf9\u8bdd\u6a21\u578b\uff0c\u518d\u9644\u4e0a\u9875\u7801\u5f15\u7528\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5f88\u806a\u660e\uff1a\u65e2\u501f\u4e86ChatGPT\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u53c8\u7528\u6eaf\u6e90\u529f\u80fd\u4fdd\u4f4f\u4e86OCR\u573a\u666f\u6700\u6838\u5fc3\u7684\u201c\u53ef\u9a8c\u8bc1\u6027\u201d\u3002\u4f46\u4ea7\u54c1\u4e5f\u9762\u4e34\u663e\u8457\u5929\u82b1\u677f\uff1a\u5e95\u5c42OCR\u80fd\u529b\u4e3b\u8981\u9760\u62fc\u51d1\u5f00\u6e90\u6a21\u578b\uff08\u89c1\u5b98\u65b9about\u9875\uff09\uff0c\u5728\u590d\u6742\u8868\u683c\u3001\u624b\u5199\u4f53\u3001\u4f4e\u8d28\u91cf\u626b\u63cf\u4ef6\u4e0a\u7684\u51c6\u786e\u7387\u5f88\u96be\u4e0eAzure OCR\u6216ABBYY\u8fd9\u7c7b\u5546\u4e1a\u65b9\u6848\u6297\u8861\uff1b\u5bf9\u8bdd\u529f\u80fd\u672c\u8d28\u4e0a\u53ea\u662f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u8f7b\u91cf\u5957\u58f3\uff0c\u7f3a\u4e4f\u5bf9\u6587\u6863\u903b\u8f91\u7ed3\u6784\uff08\u5982\u7ae0\u8282\u3001\u516c\u5f0f\u3001\u56fe\u8868\uff09\u7684\u6df1\u5c42\u7406\u89e3\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u5bfc\u51faJSON\/CSV\u201d\u9700\u6c42\u6070\u6070\u66b4\u9732\u4e86\u5176\u5de5\u5177\u5316\u6df1\u5ea6\u7684\u4e0d\u8db3\u2014\u2014\u771f\u6b63\u7684\u81ea\u52a8\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u9700\u8981\u4e0eZapier\u3001Make\u7b49\u96c6\u6210\uff0c\u5e76\u652f\u6301\u6279\u91cf\u5bfc\u51fa\uff0c\u800c\u4e0d\u662f\u9760\u4e00\u4e2a\u4e34\u65f6\u6dfb\u52a0\u7684\u9875\u9762\u3002\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5b83\u5bf9\u5b66\u751f\u3001\u81ea\u5a92\u4f53\u7b49\u8f7b\u5ea6\u7528\u6237\u5f88\u6709\u5438\u5f15\u529b\uff1b\u4f46\u5bf9\u9700\u8981\u9ad8\u7cbe\u5ea6\u3001\u6279\u91cf\u5316\u64cd\u4f5c\u7684\u529e\u516c\u6216\u5f00\u53d1\u573a\u666f\uff0c\u5b83\u4ecd\u50cf\u4e2a\u7cbe\u81f4\u4f46\u9aa8\u611f\u7684Demo\u3002\u53e6\u5916\uff0c\u672a\u767b\u5f55\u5373\u53ef\u8bd5\u7528\u662f\u806a\u660e\u7684\u83b7\u5ba2\u624b\u6bb5\uff0c\u4f46\u540e\u7eed\u82e5\u4e0d\u80fd\u5feb\u901f\u6f14\u8fdb\u4e3a\u201c\u6587\u6863RAG\u5e73\u53f0\u201d\u6216\u201c\u6570\u636e\u63d0\u53d6\u7ba1\u9053\u201d\uff0c\u5f88\u5bb9\u6613\u88ab\u5927\u5382\u7684\u514d\u8d39OCR+AI\u804a\u5929\u529f\u80fd\u78be\u8fc7\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\">OCR.chat<\/span>\n <\/div>\n<div class=\"comment-content\">Free online OCR. Convert images and PDFs to editable text, tables and LaTeX in 100+ languages \u2014 then chat with your document and get answers cited to the page. No signup to try.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The page-cited chat is a nice addition since it makes it much easier to verify where an answer came from.<\/p>\n<p>One workflow I’d love to see is exporting structured data directly from documents for example, turning invoices, tables, or forms into clean JSON or CSV after the OCR step. That would make it useful not just for reading documents, but also for automating data extraction pipelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Thanks! Went ahead and added in your request here <a href=\"https:\/\/ocr.chat\/extract-data\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ocr.chat\/extract-data\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch ! Is the OCR proprietary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@racine_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@racine_g<\/a> Thanks! In our about, <a href=\"https:\/\/ocr.chat\/about\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ocr.chat\/about\/<\/a> we show what open source software we have patched together to make this 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\">Hey PH.<br \/>\nNeeded to do some read image documents so went down the OCR rabbit hole and made OCR.chat. It lets you not only turn images into text, but also chat with the text.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/Q24B4JVZKARZYC\" class=\"app-title\">QuietHaven<\/a><\/p>\n<div class=\"one-liner\">Helping students find places to study.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QuietHaven \u662f\u4e00\u6b3e\u5e2e\u52a9\u5b66\u751f\u63d0\u524d\u53d1\u73b0\u9002\u5408\u5b66\u4e60\u573a\u6240\u7684APP\uff0c\u901a\u8fc7\u63d0\u4f9bWi-Fi\u3001\u7535\u6e90\u3001\u5ea7\u4f4d\u7b49\u5b9e\u7528\u4fe1\u606f\uff0c\u89e3\u51b3\u201c\u5230\u4e86\u624d\u53d1\u73b0\u73af\u5883\u4e0d\u4f73\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47f78563-b2f4-4815-a87d-48cd9ec17151.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\">Education<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u4e60\u7a7a\u95f4\u67e5\u627e<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6821\u56ed\u751f\u6d3b<\/span><br \/>\n <span class=\"tag\">\u5496\u5561\u5385<\/span><br \/>\n <span class=\"tag\">\u56fe\u4e66\u9986<\/span><br \/>\n <span class=\"tag\">React Native<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">Wi-Fi\u4fe1\u606f<\/span><br \/>\n <span class=\"tag\">\u4f4d\u7f6e\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u521d\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u627e\u5b89\u9759\u5b66\u4e60\u5730\u70b9\u201d\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u6570\u636e\u6765\u6e90\u4e0e\u66f4\u65b0\u673a\u5236\uff1a\u662f\u7528\u6237\u63d0\u4ea4\u3001\u722c\u866b\u6293\u53d6\u8fd8\u662f\u624b\u52a8\u7ef4\u62a4\uff1f\u53e6\u6709\u7528\u6237\u8be2\u95ee\u7f51\u5740\u662f\u5426\u6b63\u786e\uff0c\u63d0\u793a\u5165\u53e3\u53ef\u7528\u6027\u9700\u786e\u8ba4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n QuietHaven \u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u9891\u4f46\u6781\u96be\u7ef4\u62a4\u7684\u573a\u666f\u2014\u2014\u201c\u627e\u5730\u65b9\u5b66\u4e60\u201d\u3002\u4f5c\u4e3a\u9ad8\u4e2d\u751f\u7684\u4f5c\u54c1\uff0cUI\u6280\u672f\u6808\u548c\u5f00\u53d1\u70ed\u60c5\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u4ea7\u54c1\u771f\u6b63\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u524d\u7aef\uff0c\u800c\u5728\u540e\u7aef\u7684\u6570\u636e\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u56fe\u4e66\u9986Wi-Fi\u5bc6\u7801\u4f1a\u53d8\u3001\u5496\u5561\u5385\u63d2\u5ea7\u4f1a\u574f\u3001\u5ea7\u4f4d\u5b9e\u65f6\u5360\u7528\u60c5\u51b5\u66f4\u662f\u52a8\u6001\u6d41\u6570\u636e\u3002\u5f53\u524d\u7248\u672c\u53ea\u63d0\u4f9b\u4e86\u9759\u6001\u5c55\u793a\uff08Google Maps\u94fe\u63a5\u3001\u5b98\u7f51\u5165\u53e3\uff09\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5957\u58f3\u7684\u201cPOI\u805a\u5408\u5668\u201d\uff0c\u8ddd\u79bb\u201c\u5e2e\u4f60\u51b3\u5b9a\u73b0\u5728\u8be5\u53bb\u54ea\u4e2a\u5730\u65b9\u201d\u7684\u667a\u80fd\u51b3\u7b56\u8fd8\u6709\u51e0\u5149\u5e74\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u7528\u6237\u800c\u8a00\uff0c\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u770b\u5230\u6709\u54ea\u4e9b\u5730\u65b9\u201d\uff0c\u800c\u5728\u4e8e\u201c\u6b64\u523b\u54ea\u4e2a\u5730\u65b9\u6700\u503c\u5f97\u53bb\u201d\u3002\u5982\u679c\u6570\u636e\u5168\u9760\u624b\u52a8\u7ef4\u62a4\uff0c\u4e09\u4e2a\u6708\u540e\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u4fe1\u606f\u5fc5\u7136\u5927\u91cf\u8fc7\u671f\uff1b\u5982\u679c\u8d70UGC\u6a21\u5f0f\uff0c\u53c8\u9700\u8981\u51b7\u542f\u52a8\u548c\u793e\u533a\u6fc0\u52b1\u3002\u8fd9\u662f\u6240\u6709\u201c\u8f7b\u91cf\u7ea7\u4fe1\u606f\u805a\u5408\u7c7b\u4ea7\u54c1\u201d\u90fd\u9003\u4e0d\u8fc7\u7684\u575f\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5bf9\u5f00\u53d1\u8005\u672c\u4eba\u7684\u6210\u957f\u4ef7\u503c\u8fdc\u5927\u4e8e\u4ea7\u54c1\u672c\u8eab\u3002\u4f5c\u4e3a\u7b2c\u4e00\u4e2aReact Native\u9879\u76ee\uff0c\u5b83\u5b8c\u7f8e\u5b8c\u6210\u4e86\u201c\u4ece\u5b66\u5230\u7528\u201d\u7684\u5b9e\u6218\u95ed\u73af\uff0cUI\u8bbe\u8ba1\u548c\u65b9\u5411\u9009\u62e9\u4e5f\u4e0d\u6d6e\u8e81\u3002\u5efa\u8bae\u4e0b\u4e00\u6b65\uff1a\u53ea\u805a\u7126\u4e00\u4e2a\u6821\u56ed\u505a\u6df1\u5ea6\uff0c\u751a\u81f3\u53ea\u505a\u56fe\u4e66\u9986\u7684\u201c\u5ea7\u4f4d\u5360\u7528\u5b9e\u65f6\u4e0a\u62a5\u201d\u529f\u80fd\uff0c\u7528\u70b9\u72b6\u6781\u503c\u51fb\u7a7f\uff0c\u800c\u4e0d\u662f\u94fa\u5f00\u505a\u4fe1\u606f\u722c\u866b\u3002\u5426\u5219\uff0c\u5b83\u6ce8\u5b9a\u662f\u4e00\u4e2a\u8bda\u610f\u6ee1\u6ee1\u4f46\u5b58\u7eed\u671f\u6709\u9650\u7684demo\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\">QuietHaven<\/span>\n <\/div>\n<div class=\"comment-content\">Log in to your Expo account.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hi everyone! I’m a high school student and the developer behind QuietHaven.<\/p>\n<p>I built QuietHaven after running into the same problem over and over again: finding a good place to study. I’d head to a library or coffee shop only to find it crowded, missing outlets, or not the environment I expected.<\/p>\n<p>So I decided to build an app that helps students discover study-friendly locations before they leave. QuietHaven includes libraries, coffee shops, and academic spaces, along with information like Wi-Fi availability, outlets, seating, Google Maps directions, and official website links.<\/p>\n<p>This project has also been a huge learning experience for me. It’s my first major React Native app, and I’ve learned so much about mobile development, UI design, debugging, and building something people can actually use.<\/p>\n<p>QuietHaven is still evolving, so I’d genuinely love your feedback. If you try it, please let me know:<\/p>\n<p>* What did you like?<br \/>\n* What would you improve?<br \/>\n* What features would make it more useful?<\/p>\n<p>Thank you for checking it out and supporting my journey as a student developer! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chi_haven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chi_haven<\/a> Hey, Is the URL correct ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pain point is so real – arriving at a library only to find every outlet taken or the wifi password has changed is genuinely frustrating. The data layer is actually the hard part here: how are you sourcing and keeping the location info current? User submissions, scraping, or manual curation? That’ll determine whether this stays useful 6 months from now or drifts stale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KO2QWS72PPGTCB\" class=\"app-title\">Copilot Buddy<\/a><\/p>\n<div class=\"one-liner\">A tiny Bluetooth desk pet for your GitHub Copilot CLI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Copilot Buddy \u662f\u4e00\u6b3e\u901a\u8fc7\u84dd\u7259\u8fde\u63a5\u7684\u684c\u9762\u5c0f\u5ba0\u7269\uff0c\u4e3a GitHub Copilot CLI \u7528\u6237\u63d0\u4f9b\u7269\u7406\u53cd\u9988\u4e0e\u4e00\u952e\u6388\u6743\/\u4e2d\u6b62\u6309\u94ae\uff0c\u8ba9\u4f60\u5728\u8fdc\u79bb\u5c4f\u5e55\u65f6\u4ecd\u80fd\u638c\u63a7AI\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3AI\u7f16\u7801\u52a9\u624b\u201c\u7b49\u5f85\u6388\u6743\u201d\u4e0e\u201c\u9759\u9ed8\u5b8c\u6210\u201d\u4e24\u5927\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\/d152e35e-c4eb-426d-8eb2-43687f0526c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1904f9e3-9bf4-431a-b898-12a4d55ad0fe.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6df5c2a-950b-4ca2-bdd4-d659f9380dfe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e97d65ae-7b33-4912-9eb0-ce785535bb35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6098f04a-49ee-44a2-a5e5-9ef733af3f62.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\/803c7378-251c-43aa-a497-f1a86d3aaf44.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QWuhSHdLMHw\"><source src=\"https:\/\/youtu.be\/QWuhSHdLMHw\" 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\">Hardware<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u684c\u9762\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u6309\u94ae<\/span><br \/>\n <span class=\"tag\">\u84dd\u7259\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">GitHub Copilot<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u786c\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u4e2d\u65ad-\u6388\u6743\u5faa\u73af\u201d\u662f\u771f\u5b9e\u75db\u70b9\uff0c\u7269\u7406\u6309\u94ae\u80fd\u6709\u6548\u89e3\u51b3\u3002\u4f46\u8d28\u7591\u201c\u6254\u5f69\u7eb8\u3001\u52a0\u6cb9\u9f13\u52b2\u201d\u7b49\u62df\u4eba\u5316\u529f\u80fd\u53ef\u80fd\u65b0\u9c9c\u611f\u8fc7\u540e\u88ab\u5173\u95ed\uff0c\u62c5\u5fc3\u8fd9\u7c7b\u201c\u5ba0\u7269\u5316\u8bbe\u8ba1\u201d\u53cd\u800c\u963b\u788d\u5f00\u53d1\u8005\u8d2d\u4e70\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u63d0\u4f9b\u201c\u6700\u5c0f\u6a21\u5f0f\u201d\uff08\u65e0\u5ba0\u7269\u529f\u80fd\uff0c\u4ec5\u6709\u663e\u793a\u4e0e\u6309\u94ae\uff09\uff0c\u4e0b\u5468\u4ee5\u56fa\u4ef6\u66f4\u65b0\u5f62\u5f0f\u63a8\u51fa\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 Copilot Buddy \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7269\u7406\u5feb\u6377\u952e\u201d\uff0c\u5374\u62ab\u7740\u201c\u684c\u9762\u5ba0\u7269\u201d\u7684\u5916\u8863\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u628aAI\u7684\u8bf7\u6c42\u4ece\u5c4f\u5e55\u4e0a\u7684\u4e00\u4e2a\u5bf9\u8bdd\u6846\uff0c\u53d8\u6210\u4e00\u4e2a\u4f60\u5373\u4f7f\u7aef\u7740\u5496\u5561\u8d70\u5f00\u4e5f\u80fd\u89e6\u78b0\u7684\u5b9e\u4f53\u6309\u94ae\u2014\u2014\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7a0b\u52a9\u624b\u5de5\u4f5c\u6d41\u4e2d\u7684\u5173\u952e\u65ad\u88c2\u70b9\u3002\u5f53LLM\u7684\u8f93\u51fa\u65f6\u95f4\u4e0e\u7528\u6237\u7684\u6ce8\u610f\u529b\u65f6\u95f4\u5b8c\u5168\u9519\u4f4d\u65f6\uff0c\u4efb\u4f55\u89c6\u89c9\u6216\u58f0\u97f3\u63d0\u9192\u90fd\u6bd4\u4e0d\u4e0a\u4e00\u6b21\u7269\u7406\u89e6\u78b0\u6765\u5f97\u76f4\u63a5\u4e14\u6709\u6548\u3002\u8fd9\u5176\u5b9e\u548c\u201c\u77e5\u4f1a\u706f\u7bb1\u201d\u201c\u6572\u684c\u6309\u94ae\u201d\u786c\u4ef6\u65b9\u6cd5\u8bba\u4e00\u8109\u76f8\u627f\uff1a\u5229\u7528\u4eba\u5929\u751f\u5bf9\u7269\u7406\u7a7a\u95f4\u7684\u611f\u77e5\uff0c\u5728\u6ce8\u610f\u529b\u5931\u7126\u65f6\u4fdd\u7559\u63a7\u5236\u6743\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u65c1\u6572\u4fa7\u51fb\u7684\u201c\u5ba0\u7269\u5316\u201d\u5305\u88c5\u5374\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5f00\u53d1\u8005\u53cd\u9988\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\uff1a\u201c\u6254\u5f69\u7eb8\u201d\u548c\u201c\u6253\u76f9\u751f\u6c14\u201d\u7b49\u62df\u4eba\u884c\u4e3a\uff0c\u5728\u591a\u6570\u5f00\u53d1\u8005\u773c\u91cc\u5c5e\u4e8e\u201c\u7b2c\u4e00\u5468\u798f\u5229\uff0c\u7b2c\u4e8c\u5468\u5378\u8f7d\u201d\u7684\u566a\u97f3\u3002\u5bf9\u4e8e\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u653e\u7f6e\u5728\u684c\u9762\u3001\u4e89\u593a\u6709\u9650\u7269\u7406\u7a7a\u95f4\u7684\u5de5\u5177\u6765\u8bf4\uff0c\u529f\u80fd\u6027\u5fc5\u987b\u538b\u5012\u5a31\u4e50\u6027\u3002\u597d\u5728\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u5e76\u8ba1\u5212\u63a8\u51fa\u201cMinimal\u6a21\u5f0f\u201d\uff0c\u8fd9\u6070\u6070\u662f\u6210\u719f\u4ea7\u54c1\u7ecf\u7406\u7684\u76f4\u89c9\uff1a\u5148\u89e3\u51b3\u201c\u80fd\u4e0d\u80fd\u7528\u201d\uff0c\u518d\u8003\u8651\u201c\u597d\u4e0d\u597d\u73a9\u201d\u3002\u5982\u679cCopilot Buddy \u6700\u7ec8\u80fd\u5265\u79bb\u6389\u90a3\u4e9b\u55a7\u5bbe\u593a\u4e3b\u7684\u60c5\u7eea\u5316\u6f14\u51fa\uff0c\u4e13\u6ce8\u6210\u4e3a\u4e00\u4e2a\u201c\u53ef\u5373\u70b9\u5373\u6279\u7684\u3001\u53ef\u590d\u7528\u7269\u7406\u63a7\u5236\u67c4\u201d\uff0c\u5e76\u5f00\u653e\u5bf9\u66f4\u591aLLM\u540e\u53f0\u4efb\u52a1\u7684\u786c\u4ef6\u53cd\u9988\uff08\u5982API\u8c03\u7528\u5b8c\u6210\u3001\u6784\u5efa\u6210\u529f\u7b49\uff09\uff0c\u5b83\u5f88\u53ef\u80fd\u5728\u5f00\u53d1\u8005\u5916\u8bbe\u4e2d\u5f00\u8f9f\u51fa\u4e00\u4e2a\u6bd4\u201c\u684c\u9762\u5ba0\u7269\u201d\u66f4\u6301\u4e45\u7684\u7ec6\u5206\u54c1\u7c7b\uff1a\u7269\u7406\u63a7\u5236\u7ec8\u7aef\u3002\u53cd\u4e4b\uff0c\u82e5\u6c89\u6eba\u4e8e\u201c\u840c\u5ba0\u201d\u4eba\u8bbe\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u662f\u4e00\u4e2a\u6602\u8d35\u7684\u7535\u5b50\u6446\u4ef6\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\">Copilot Buddy<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Copilot Buddy \u2014 a tiny desk companion that gives your AI coding assistant a body and a heartbeat. It comes alive as you work: cheering you on, lighting up when it needs you, and napping when things are calm. Best of all, you stay in charge \u2014 a single press lets you approve or stop your assistant on the spot, no eyes glued to the screen. It levels up, throws confetti for your wins, and keeps you company all day. Part loyal sidekick, part desk pet you’ll actually love.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters \ud83d\udc4b<\/p>\n<p>So here’s the thing. I code with AI assistants all day, and I kept running into the same goofy problem. My assistant would sprint ahead like a caffeinated intern, then screech to a halt waiting for me to say “yep, go for it.” Meanwhile I’m across the room making coffee, leaving the poor thing hanging. Or it’d quietly finish something amazing and I wouldn’t notice for ten whole minutes. I was basically babysitting a screen all day. Not the dream.<\/p>\n<p>So I thought: what if I yanked that moment off my screen and plopped it right onto my desk? And that’s how Copilot Buddy was born. A tiny little companion that sits by your keyboard, shows you what your AI is up to, and gives you a happy chirp or a blink the second it needs you. Tap to approve. Tap to stop. You’re the boss, no screen-staring required.<\/p>\n<p>Real talk: it started as a total weekend goof. A desk pet, just for fun. But the more I lived with it, the more that little approve-or-stop button became the actual magic. And the personality? Completely won me over. So the goof grew up. Now it has moods, it levels up while you work, it naps when things get quiet, and yes, it throws a tiny confetti party every time you ship. \ud83c\udf89<\/p>\n<p>This one is a genuine labor of love from our pint-sized team at Loopdesk. Totally independent, not affiliated with GitHub or Microsoft, just made by someone who wanted coding with AI to feel a little more alive and a lot more fun.<\/p>\n<p>Tell me what you think, and what your buddy should learn to do next. \ud83d\udc23<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The core problem you’re solving is real – agent workflows have a broken approval loop. You’re expected to sit and watch for the ‘can I proceed?’ prompt, which defeats the whole point of delegating to an agent. A physical interrupt button that works while you’re away from the screen is a legitimate answer.<\/p>\n<\/p>\n<p>My skepticism is on the desk pet framing. “Throws confetti for your wins” and the cheerleading layer feel like things that get turned off within the first week. The control mechanism is the durable value here – the personality risks being the thing that keeps developers from putting it on their desk at all. Is there a minimal mode for people who want the button without the buddy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a>  yes, as a solo maker I do plan to launch a minimal mode (4th mode) which will arrive as a firmware update next week.<\/p>\n<\/p>\n<p>Currently it has 3 modes,<\/p>\n<\/p>\n<p>1) Display-only<\/p>\n<p>mirrors your active Copilot CLI session on the device, so you always see what it is doing. No approvals, nothing to configure.<\/p>\n<\/p>\n<p>2) Hardware approvals<\/p>\n<p>Pair your device once, then approve or deny Copilot’s actions with a button. Always optional, and it falls back to your terminal if the device is not around.<\/p>\n<\/p>\n<p>3) Demo Mode – Plays all the features in a loop<\/p>\n<p><a href=\"https:\/\/www.instagram.com\/p\/DaFhhmHvgip\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.instagram.com\/p\/DaFhhmHvgip\/<\/a> <\/p>\n<\/p>\n<p>Thank you for your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7BYBDLV7D5RMX2\" class=\"app-title\">Themefy<\/a><\/p>\n<div class=\"one-liner\">Transform your browser tabs with stunning & interactive art<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Themefy\u5c06\u6d4f\u89c8\u5668\u65b0\u6807\u7b7e\u9875\u4ece\u4e4f\u5473\u7684\u7a7a\u767d\u9875\u8f6c\u53d8\u4e3a\u5145\u6ee1\u4e92\u52a83D\/2D\u52a8\u753b\u548c\u7cbe\u7f8e\u58c1\u7eb8\u7684\u4e2a\u6027\u5316\u5de5\u4f5c\u53f0\uff0c\u89e3\u51b3\u7528\u6237\u5ba1\u7f8e\u75b2\u52b3\u4e0e\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\/fef6979b-79f3-499d-840f-eeac150efb3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec4175af-40d5-4bc1-947e-fd73774c3cce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6029d4d7-c7da-456b-ae6a-7953bbc26ec3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cc4d8a5-51bd-407f-bb17-e5daf89ec636.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6285acec-7f4f-4599-9f64-1a0a4f388172.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/736078d8-9b75-49ff-8d0e-a88282527c38.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\/abd18344-d9d7-4c93-8caa-3a62b299bdc6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BDx8lw6dlCg\"><source src=\"https:\/\/youtu.be\/BDx8lw6dlCg\" 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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Wallpaper<\/span><br \/>\n <span class=\"tag\">Digital Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u65b0\u6807\u7b7e\u9875<\/span><br \/>\n <span class=\"tag\">3D\/2D\u4ea4\u4e92\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u58c1\u7eb8<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u4e3b\u9898<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u7f8e\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e3D\u52a8\u753b\u89d2\u5ea6\u7684\u521b\u65b0\u6027\uff0c\u533a\u522b\u4e8e\u9759\u6001\u58c1\u7eb8\u3002\u4e3b\u8981\u7591\u95ee\u662f\uff1a\u4e3b\u9898\u5e93\u662f\u5426\u81ea\u52a8\u66f4\u65b0\uff1f\u8bbe\u7f6e\u80fd\u5426\u901a\u8fc7Chrome\u540c\u6b65\u8de8\u8bbe\u5907\uff1f\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u5df2\u5168\u9762\u5347\u7ea7\u81f32.0\u7248\u672c\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 \u5728\u201c\u65b0\u6807\u7b7e\u9875\u7f8e\u5316\u201d\u8fd9\u4e2a\u51e0\u4e4e\u88ab\u5927\u5382\u548c\u65e0\u6570\u63d2\u4ef6\u6324\u7834\u5934\u7684\u7ea2\u6d77\u5e02\u573a\uff0cThemefy\u7528\u201c\u4e92\u52a8\u827a\u672f\u201d\u800c\u975e\u201c\u9759\u6001\u56fe\u7247\u201d\u6495\u5f00\u4e86\u4e00\u9053\u53e3\u5b50\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u89c6\u89c9\u4e0a\u7684\u201c\u597d\u770b\u201d\uff0c\u66f4\u5728\u4e8e\u5fc3\u7406\u4e0a\u7684\u201c\u89e3\u538b\u201d\u4e0e\u201c\u6c89\u6d78\u611f\u201d\u2014\u2014\u8fd9\u5bf9\u521b\u610f\u5de5\u4f5c\u8005\u548c\u5e74\u8f7b\u7528\u6237\u7fa4\u662f\u7cbe\u51c6\u7684\u60c5\u7eea\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u7b2c\u4e00\uff0c\u6027\u80fd\u7126\u8651\u30023D\/2D\u52a8\u753b\u6e32\u67d3\u5bf9\u5185\u5b58\u548cCPU\u7684\u6d88\u8017\u8fdc\u5927\u4e8e\u9759\u6001\u58c1\u7eb8\uff0c\u7528\u6237\u662f\u5426\u4f1a\u56e0\u5361\u987f\u800c\u5378\u8f7d\uff1f\u5728\u4f4e\u914d\u8bbe\u5907\u4e0a\u7684\u4f53\u9a8c\u662f\u81f4\u547d\u77ed\u677f\u3002\u7b2c\u4e8c\uff0c\u5dee\u5f02\u5316\u58c1\u5792\u8106\u5f31\u3002\u4e00\u65e6\u5927\u5382\uff08\u5982Opera\u3001Vivaldi\uff09\u6216\u4e3b\u6d41\u63d2\u4ef6\u5728\u4e0b\u4e00\u4e2a\u7248\u672c\u4e2d\u76f4\u63a5\u5185\u5d4c\u4e86WebGL\u827a\u672f\u5e93\uff0cThemefy\u7684\u201c\u65b0\u5947\u611f\u201d\u4f1a\u8fc5\u901f\u8d2c\u503c\u3002\u7b2c\u4e09\uff0c\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u76ee\u524d\u63d0\u4f9b\u201cpremium\u201d\u58c1\u7eb8\u548c\u201cgrowing library\u201d\uff0c\u4f46\u514d\u8d39\u7248\u4e0e\u4ed8\u8d39\u7248\u7684\u5177\u4f53\u754c\u9650\u5728\u54ea\uff1f\u5982\u679c\u53ea\u662f\u9760\u5b9a\u671f\u66f4\u65b0\u4e3b\u9898\u6765\u7ef4\u6301\u7c98\u6027\uff0c\u800c\u7f3a\u4e4f\u751f\u6001\uff08\u5982\u5141\u8bb8\u7528\u6237\u4e0a\u67b6\u81ea\u5df1\u7684\u4ea4\u4e92\u4f5c\u54c1\uff09\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u597d\u770b\u4f46\u7528\u5b8c\u5373\u5f03\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u8b66\u544a\uff1a\u827a\u672f\u611f\u662f\u62a4\u57ce\u6cb3\uff0c\u4f46\u6027\u80fd\u548c\u751f\u6001\u624d\u662f\u751f\u5b58\u547d\u95e8\u3002\u5982\u679c2.0\u7248\u672c\u4e0d\u80fd\u89e3\u51b3\u8d44\u6e90\u5360\u7528\u95ee\u9898\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u573a\u7cbe\u5f69\u7684\u70df\u82b1\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\">Themefy<\/span>\n <\/div>\n<div class=\"comment-content\">Transform your browser into an interactive masterpiece with Themefy! Say goodbye to boring new tabs and explore a growing library of immersive 3D\/2D animations and premium wallpapers. Access your favorite search engine instantly with an advanced search bar and quick access to your Top Sites. With fresh themes added weekly, your browsing experience is always evolving. Personalize your workflow, stay inspired, and bring your browser to life with beautiful, dynamic visuals!<\/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 \ud83d\udc4b<\/p>\n<p>It\u2019s great to be back! A little over a year ago, We launched the first version of Themefy here. Our goal was simple: to take the mesmerizing world of creative coding and generative art and put it right into your browser’s new tab. The response was incredible, and seeing so many users turn their browsers into interactive canvases was truly inspiring.<\/p>\n<p>We also received some fantastic feedbacks and we listened, went back to the drawing board, and rebuilt the extension from the ground up. Today, we’re so excited to introduce Themefy 2.0! \ud83d\ude80<\/p>\n<p>We\u2019ve transformed Themefy from a simple background extension into a complete, premium new tab experience that perfectly balances aesthetics and productivity.<\/p>\n<p>\u2728 What\u2019s New in this massive update?<br \/>1. Immersive 3D & 2D Animations: We’ve leveled up the interactive backgrounds with stunning new 2D and 3D scenes and generative artworks.<br \/>2. Premium Wallpapers: Enjoy breathtaking photography.<br \/>3. Smart Productivity Widgets: We\u2019ve added a beautiful glassmorphic Top Sites sidebar for quick access to your favorite pages, alongside an advanced multi-engine search bar.<\/p>\n<p>We would love to hear what you think of the new update! What kind of themes or widgets would you like to see next? We\u2019ll be hanging out in the comments all day to answer your questions and chat.<\/p>\n<p>Enjoy! \ud83c\udfa8<br \/>\u2014 Bhuwan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>New tab real estate is so wasted by default – just blank space you glance at for half a second. The 3D animation angle is genuinely different from the static wallpaper approach every other new tab extension takes. Does the theme library stay fresh automatically, or do you have to manually update? And curious whether settings sync across devices via Chrome sync or it’s purely local.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ 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