\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-15<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-15<\/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\/IFBBYGO3QEQNYM\" class=\"app-title\">DynamicLake<\/a><\/p>\n<div class=\"one-liner\">Dynamic Island experience for Mac with apps & notifications<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">383<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DynamicLake\u5c06MacBook\u7684\u201c\u5218\u6d77\u5c4f\u201d\u533a\u57df\u8f6c\u5316\u4e3a\u4e00\u4e2a\u4ea4\u4e92\u4e2d\u5fc3\uff0c\u96c6\u4e2d\u5904\u7406\u6765\u81ea\u591a\u6b3e\u5e94\u7528\u7684\u901a\u77e5\u3001\u5feb\u901f\u56de\u590d\u3001\u5a92\u4f53\u63a7\u5236\u548c\u6587\u4ef6\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4e2a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u901a\u77e5\u7ba1\u7406\u5206\u6563\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/bf80d734-5914-4705-bb68-8ab83e65b9f7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4SAWsTyxVMs\"><source src=\"https:\/\/www.youtube.com\/watch?v=4SAWsTyxVMs\" 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\/724f9172-5e4f-4e81-b495-c207935d508c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0786bdcc-f9c4-4237-9a80-d72154c5bcdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8f6060d-541e-47f9-b931-a30e8776ad1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b4bf0bf-4c50-40c8-b069-693f73072cb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17121b57-b8a6-4187-addf-d20285b352ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e187e1a-dd9a-4e7e-9bf0-df35d5ec2ec6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u901a\u77e5\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\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\u8d5e\u8d4f\u5176\u586b\u8865\u4e86Mac\u901a\u77e5\u4f53\u9a8c\u7684\u7a7a\u767d\uff0c\u8bbe\u8ba1\u539f\u751f\u6d41\u7545\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u591a\u901a\u77e5\u5904\u7406\u903b\u8f91\uff08\u662f\u5426\u652f\u6301\u5806\u53e0\/\u5408\u5e76\uff09\u3001\u5bf9\u65e0\u5218\u6d77Mac\u7684\u652f\u6301\u3001\u6027\u80fd\u5f71\u54cd\u4ee5\u53ca\u672a\u6765\u5e94\u7528\u96c6\u6210\u8def\u7ebf\u56fe\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u652f\u6301\u901a\u77e5\u5806\u53e0\u4e0e\u5206\u7ec4\uff0c\u5e76\u517c\u5bb9\u65e0\u5218\u6d77\u673a\u578b\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 DynamicLake\u7684\u672c\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684UI\u6a21\u4eff\uff0c\u800c\u662f\u4e00\u6b21\u5bf9MacOS\u7cfb\u7edf\u901a\u77e5\u5c42\u4e0e\u4ea4\u4e92\u5165\u53e3\u7684\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e24\u4e2a\u5173\u952e\u7f1d\u9699\uff1a\u4e00\u662f\u786c\u4ef6\uff08\u5218\u6d77\uff09\u4e0e\u7cfb\u7edf\u8f6f\u4ef6\u529f\u80fd\u7684\u8131\u8282\uff0c\u4e8c\u662f\u65e5\u76ca\u788e\u7247\u5316\u7684\u591a\u5e94\u7528\u901a\u77e5\u5bf9\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u6301\u7eed\u4fb5\u6270\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u8bd5\u56fe\u5c06\u90a3\u4e2a\u88ab\u52a8\u7684\u3001\u89c6\u89c9\u4e0a\u7a81\u5140\u7684\u786c\u4ef6\u7f3a\u53e3\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u96c6\u7ea6\u5316\u7684\u670d\u52a1\u67a2\u7ebd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u201c\u539f\u751f\u611f\u201d\uff0c\u8fd9\u8bc1\u660e\u4e86\u5b83\u5728\u7cfb\u7edf\u6574\u5408\u6df1\u5ea6\u4e0a\u4e0b\u4e86\u529f\u592b\uff0c\u800c\u975e\u6d6e\u4e8e\u8868\u9762\u7684\u60ac\u6d6e\u7a97\u5de5\u5177\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u5176\u529f\u80fd\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u4e0e\u7b2c\u4e09\u65b9\u5e94\u7528\uff08\u5982WhatsApp\u3001Slack\uff09\u7684\u9006\u5411\u96c6\u6210\uff0c\u8fd9\u5e26\u6765\u4e86\u5de8\u5927\u7684\u7ef4\u62a4\u6210\u672c\u548c\u7a33\u5b9a\u6027\u98ce\u9669\uff0c\u6bcf\u4e00\u6b21\u76ee\u6807\u5e94\u7528\u7684\u66f4\u65b0\u90fd\u53ef\u80fd\u662f\u4e00\u6b21\u5371\u673a\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u5e38\u9a7b\u7cfb\u7edf\u5c42\u7684\u5de5\u5177\uff0c\u5176\u6027\u80fd\u4f18\u5316\u4e0e\u8d44\u6e90\u6d88\u8017\u5c06\u662f\u957f\u671f\u547d\u9898\uff0c\u5c24\u5176\u5728\u8001\u6b3e\u673a\u578b\u4e0a\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u6838\u5fc3\u4ef7\u503c\u80fd\u5426\u62b5\u5fa1\u4f4f\u82f9\u679c\u5b98\u65b9\u53ef\u80fd\u5728\u672a\u6765macOS\u4e2d\u63a8\u51fa\u7684\u7c7b\u4f3c\u529f\u80fd\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u901a\u8fc7\u652f\u6301\u591a\u884c\u56de\u590d\u3001\u5feb\u6377\u8868\u60c5\u7b49\uff0c\u5df2\u8d85\u8d8a\u57fa\u7840\u901a\u77e5\u805a\u5408\uff0c\u5411\u8f7b\u91cf\u7ea7\u4ea4\u4e92\u5e73\u53f0\u6f14\u8fdb\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u5fc5\u987b\u5728\u901a\u77e5\u7684\u667a\u80fd\u8fc7\u6ee4\u3001\u8de8\u8bbe\u5907\u8054\u52a8\uff08\u4e0eiPhone\u771f\u6b63\u7684Dynamic Island\uff09\u4ee5\u53ca\u66f4\u5f00\u653e\u7684API\u751f\u6001\u4e0a\u6784\u5efa\u66f4\u6df1\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6b62\u6b65\u4e8e\u4e00\u4e2a\u8bbe\u8ba1\u7cbe\u826f\u7684\u201c\u8865\u4e01\u201d\uff0c\u800c\u975e\u4e0b\u4e00\u4ee3\u4ea4\u4e92\u7684\u201c\u84dd\u56fe\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\">DynamicLake<\/span>\n <\/div>\n<div class=\"comment-content\">DynamicLake – Dynamic Island for Mac \u00b7 Notificaitons \u00b7 Drag and drop \u00b7 Converter \u00b7 Calls \u00b7 Airdrop \u00b7 Timer \u00b7 and more<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">DynamicLake just received a huge update with a completely redesigned notifications experience and major improvements across the app.<br \/>\nNotifications were rebuilt from the ground up with a new UI and backend. They now support multiple messages and chats, message badges, multi-line replies, quick emoji reactions, swipe gestures, and new keyboard shortcuts. The design and animations have also been significantly improved for a smoother and more native macOS experience.<br \/>\nThis update also introduces WhatsApp voice message support, iMessage group replies,Slack notifications, improved Live Activities, better performance, and many design refinements throughout the app.<br \/>\nTo celebrate the update.<\/p>\n<p>DynamicLake is available with a 15% discount for a limited time<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aviorprod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aviorprod<\/a> How do you handle notification stacking when multiple apps fire simultaneously.. does DynamicLake queue them, merge them, or just show the most recent and drop the rest?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aviorprod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aviorprod<\/a> congratulations on your launch and being ranked number 1.<\/p>\n<\/p>\n<p>This is really an interesting idea turning the MacBook notch into something useful instead of just unused space.<\/p>\n<\/p>\n<p>While exploring the page, I noticed the concept is strong, but the headline doesn\u2019t immediately explain the core benefit for someone seeing the product for the first time.<\/p>\n<p> I also found myself wondering if showing a quick visual preview of the interactions (notifications, music controls, file actions) earlier on the page could help people instantly understand what DynamicLake does.<\/p>\n<\/p>\n<p>Curious though, when new users land on the site, do they usually understand the product right away, or does it take a moment for the value to click?<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bringing Dynamic Island to Mac fills a genuine UX gap \u2014 macOS notifications have felt stale for years while iPhone’s Dynamic Island became genuinely useful. The multi-app notification support across iMessage, WhatsApp, Telegram, and Slack with inline replies means this could replace the need to constantly check separate apps. How does it handle notification priority when multiple chats fire at once \u2014 is there a smart queue or does it stack them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hi!<br \/>As shown in the second screenshot, when multiple notifications arrive they appear stacked. If several notifications come from the same sender, they are grouped into a single notification<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve had a notched MacBook for a while and never thought about that black bar \u2014 until DynamicLake. Now I check my calendar, control music, and see notifications without leaving what I\u2019m doing. The design is clean and doesn\u2019t feel like a third\u2011party hack. For me it\u2019s one of those \u201cwhy didn\u2019t this exist before?\u201d tools. If you use a notched Mac every day, it\u2019s worth trying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yu_zhou8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yu_zhou8<\/a> Thank you! I’m glad you’re enjoying DynamicLake<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Love this. <\/strong>The best products often feel obvious <em>after<\/em> you see them and bringing a native-feeling Dynamic Island experience to Mac is exactly that kind of idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> Hi,<br \/>Thank you so much!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">does it work for mac without the notch? the M1s<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manovah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manovah<\/a> Hi,<\/p>\n<p>Yes it’s works on no notch MacBook<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tool! Love the Dynamic Island experience on Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Hi,<br \/>Glad you like DynamicLake<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who lives in multiple apps all day, I really like the idea of pulling notifications and quick actions into one interactive layer instead of bouncing between windows. The drag-and-drop interactions look especially useful. Curious how you decided which integrations to prioritize first (Slack, WhatsApp, etc.) and whether more app integrations are on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielleralstonndhive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielleralstonndhive<\/a>Hi,<br \/>My goal is to bring notifications from all your apps into DynamicLake. Since macOS doesn\u2019t make this easy, I\u2019m working on finding the best and most reliable way to support more apps. Slack support was added just a few weeks ago, and more apps will be supported soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! Dynamic Island on Mac feels very natural. <\/p>\n<p>How’s the performance impact on older MacBooks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_calderon_trujillo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_calderon_trujillo<\/a> Hi,<br \/>I\u2019m not sure what you consider an old MacBook, but up until version 1.5 the app was developed on a 2015 MacBook Pro \ud83d\ude42<\/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\">congratulations \ud83c\udf89<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soumikmahato\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soumikmahato<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great, 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\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I always appreciate it when non-AI products show up these days. \ud83c\udf89<\/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\/@alexeyglukharev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexeyglukharev<\/a> Hi,<\/p>\n<p>Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just bought the app… but it crashed on every open unfortunately. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@paulgeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulgeller<\/a> <\/p>\n<p>EDIT: Fixed and available<\/p>\n<p>Hi Paul,<\/p>\n<p>There was a bug in recent update for a few users I fixed it and the update will be available in 1-2 hours.<\/p>\n<p>Please reach me via email I will send you the version before I push it to make sure it\u2019s same crash<\/p>\n<p>Apologize!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Clean design, love the simplicity. How long did it take to build?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lexaicorp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lexaicorp<\/a> Hi<\/p>\n<p>DynamicLake has been active for nearly two years <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on improving notifications here. Multi-line replies and quick reactions sound really handy to me as well. Maybe filters or smart grouping for notifications could be a nice addition too.<\/p>\n<p>Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@grover___dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grover___dev<\/a> Hi,<br \/>Thanks for tip<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, looks very clean. Does it work on a monitor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> Hi<\/p>\n<p>Yes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Porting Dynamic Island to macOS fills a long-standing UX gap. Notification handling on macOS has lagged behind for years, while Dynamic Island on iPhone demonstrated how contextual, interactive notifications can improve workflows. With multi-app support across iMessage, WhatsApp, Telegram, and Slack \u2014 plus inline replies \u2014 it could significantly reduce context switching. How does the system manage notification priority when multiple chats arrive simultaneously? Is there a smart queuing mechanism or simple stacking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I remember the times when jokes where made about the notch but I love how creative it is used for notifications and other topics. Really nice.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is there any way to try your app before I buy it?<\/p>\n<p>Also, what kind of user permissions does this need in order to run properly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@patrickpetcejj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickpetcejj<\/a> Hi<\/p>\n<p>There is no free trial at this moment. <\/p>\n<p>Permission required is accessibility for media keys<\/p>\n<p>iMessage notifications required full disk permission all other <strong>nothing<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 there a video demo? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ipearl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ipearl<\/a> Hi,<\/p>\n<p>It’s a bit outdated, but yes<br \/><a href=\"https:\/\/www.youtube.com\/watch?v=4SAWsTyxVMs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=4SAWsTyxVMs<\/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<\/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\/P6R7Q7CBZWTAFR\" class=\"app-title\">Google Workspace CLI<\/a><\/p>\n<div class=\"one-liner\">CLI for Google Workspace ecosystem built for humans & agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">348<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u4eba\u7c7b\u548cAI\u4ee3\u7406\u8bbe\u8ba1\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u52a8\u6001\u751f\u6210\u547d\u4ee4\u548c\u63d0\u4f9b\u8f7b\u91cf\u7ea7\u6280\u80fd\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u5728\u81ea\u52a8\u5316Google Workspace\u5de5\u4f5c\u6d41\u65f6\uff0c\u4f20\u7edfMCP\u8fde\u63a5\u65b9\u5f0f\u56e0\u5de5\u5177\u5b9a\u4e49\u8fc7\u8f7d\u800c\u6d88\u8017\u5927\u91cfAI\u4e0a\u4e0b\u6587\u7a97\u53e3\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\/a7465f89-80da-482b-8905-179fb7c4e2a1.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\/dcd2829a-b36e-4418-88ae-20c51fc99293.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be13f5ed-60d6-4d75-a91e-d40fab1afa08.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\/62e7289c-96b2-445c-89d0-1760185d99f8.gif?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\/4e1956a4-eb9e-4318-9735-9261d23ed6a7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EKG9kX86u0s?si=TWJ13AReQ6HKOZ-L\"><source src=\"https:\/\/youtu.be\/EKG9kX86u0s?si=TWJ13AReQ6HKOZ-L\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Google Workspace\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">API\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\u8d5e\u8d4f\u5176\u7edf\u4e00CLI\u8986\u76d6\u5168\u751f\u6001\u3001\u7ed3\u6784\u5316JSON\u8f93\u51fa\u548c\u89e3\u51b3\u201c\u4e0a\u4e0b\u6587\u7a0e\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\/\u5efa\u8bae\u5305\u62ec\uff1a\u5b98\u65b9\u8eab\u4efd\u6f84\u6e05\u3001\u591a\u8d26\u6237\u652f\u6301\u3001API\u53d8\u66f4\u517c\u5bb9\u6027\u3001\u6279\u91cf\u64cd\u4f5c\u529f\u80fd\u6269\u5c55\uff0c\u4ee5\u53ca\u5bf9\u5176\u4ed6\u8c37\u6b4c\u4ea7\u54c1\u7ebf\uff08\u5982GMP\uff09\u7684\u7c7b\u4f3c\u5de5\u5177\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Google Workspace CLI\u7684\u5b9e\u8d28\uff0c\u662f\u8c37\u6b4c\u751f\u6001\u81ea\u52a8\u5316\u63a5\u53e3\u5c42\u7684\u4e00\u6b21\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u4e3a\u4e86\u8c03\u7528\u5de5\u5177\uff0c\u53cd\u800c\u5148\u8981\u6d88\u8017\u5de8\u989d\u4e0a\u4e0b\u6587\u6765\u7406\u89e3\u5de5\u5177\u5b9a\u4e49\u3002\u5176\u63d0\u51fa\u7684\u201c\u6280\u80fd\u6587\u4ef6+CLI\u201d\u8def\u5f84\uff0c\u672c\u8d28\u662f\u5c06\u590d\u6742\u7684API\u8bed\u4e49\u5c01\u88c5\u4e3a\u53ef\u6267\u884c\u7684\u547d\u4ee4\u884c\u8bed\u6cd5\uff0c\u8ba9AI\u4ee3\u7406\u4ece\u201c\u9605\u8bfb\u7406\u89e3\u8005\u201d\u9000\u56de\u5230\u201c\u547d\u4ee4\u6267\u884c\u8005\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u4ee5\u9000\u4e3a\u8fdb\u7684\u5de5\u7a0b\u667a\u6167\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u5bf9\u201c\u5b98\u65b9\u6027\u201d\u7684\u66a7\u6627\u8fd0\u7528\u3002\u7531\u8c37\u6b4c\u5f00\u53d1\u8005\u53d1\u5e03\u3001\u4f7f\u7528\u8c37\u6b4c\u6807\u8bc6\u5374\u58f0\u660e\u975e\u5b98\u65b9\u4ea7\u54c1\uff0c\u8fd9\u79cd\u7b56\u7565\u65e2\u5229\u7528\u4e86\u54c1\u724c\u4fe1\u4efb\u964d\u4f4e\u91c7\u7528\u95e8\u69db\uff0c\u53c8\u89c4\u907f\u4e86\u6b63\u5f0f\u4ea7\u54c1\u7684\u627f\u8bfa\u538b\u529b\uff0c\u662f\u4e00\u79cd\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u201c\u63a2\u9488\u5f0f\u201d\u53d1\u5e03\u3002\u4ea7\u54c1\u4ece\u8c37\u6b4cDiscovery Service\u52a8\u6001\u6784\u5efa\u547d\u4ee4\u7684\u8bbe\u8ba1\uff0c\u770b\u4f3c\u4e00\u52b3\u6c38\u9038\uff0c\u5b9e\u5219\u5c06API\u7a33\u5b9a\u6027\u7684\u98ce\u9669\u5b8c\u5168\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\uff0c\u8fd9\u4e0e\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u52a8\u5316\u201d\u53ef\u9760\u6027\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u8c37\u6b4c\u5c06AI\u4ee3\u7406\u6df1\u5ea6\u3001\u6807\u51c6\u5316\u63a5\u5165\u5176\u529e\u516c\u751f\u6001\u7684\u201c\u7279\u6d1b\u4f0a\u6728\u9a6c\u201d\u3002\u4e00\u65e6\u5f62\u6210\u7528\u6237\u4f9d\u8d56\u548c\u751f\u6001\u4e60\u60ef\uff0c\u65e0\u8bba\u5176\u6700\u7ec8\u662f\u5426\u8f6c\u4e3a\u5b98\u65b9\u4ea7\u54c1\uff0c\u8c37\u6b4c\u90fd\u5df2\u6210\u529f\u5b9a\u4e49\u4e86\u8be5\u9886\u57df\u7684\u6280\u672f\u4ea4\u4e92\u8303\u5f0f\u3002\u4f46\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u9700\u8b66\u60d5\u5176\u201c\u975e\u5b98\u65b9\u201d\u72b6\u6001\u4e0b\u7684\u957f\u671f\u652f\u6301\u98ce\u9669\uff0c\u4ee5\u53ca\u5c06\u5173\u952e\u5de5\u4f5c\u6d41\u7ed1\u5b9a\u4e8e\u4e00\u4e2a\u53ef\u80fd\u968f\u65f6\u53d8\u52a8\u7684\u63a5\u53e3\u5c42\u7684\u6f5c\u5728\u4ee3\u4ef7\u3002\u5b83\u662f\u4e00\u628a\u950b\u5229\u7684\u5251\uff0c\u4f46\u5251\u67c4\u672a\u5fc5\u5b8c\u5168\u63e1\u5728\u7528\u6237\u624b\u4e2d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google Workspace CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Google Workspace CLI lets humans and AI agents control Drive, Gmail, Calendar, Sheets, Docs, and more from one CLI. Built from Google\u2019s Discovery Service, it stays up to date automatically and includes 100+ agent skills to automate workflows without the MCP context tax.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Google Workspace CLI <\/strong>is a command-line tool that lets humans and AI agents control the entire Google Workspace… Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin and more, from one CLI.<\/p>\n<\/p>\n<p><strong>The problem: <\/strong>When AI agents connect to Workspace using MCP servers, tool definitions often get loaded into the agent\u2019s context window. Some setups consume 37k\u201398k tokens before the agent even starts reasoning, which can eat a huge chunk of the context.<\/p>\n<\/p>\n<p><strong>The solution: <\/strong>This avoids that \u201ccontext tax.\u201d Agents read a lightweight skill file, execute a CLI command (like `gws drive files list`), and receive clean structured JSON, without loading massive tool definitions into the context.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>Commands built dynamically from Google\u2019s Discovery Service, so it stays current automatically<\/p>\n<\/li>\n<li>\n<p>100+ agent skills for Workspace workflows<\/p>\n<\/li>\n<li>\n<p>Works with human CLI usage and AI agents<\/p>\n<\/li>\n<li>\n<p>Supports CI\/headless environments and encrypted credentials<\/p>\n<\/li>\n<li>\n<p>Can even run as MCP over stdio if you want MCP transport<\/p>\n<\/li>\n<\/ul>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>One CLI for the entire Workspace API surface<\/p>\n<\/li>\n<li>\n<p>Structured JSON output<\/p>\n<\/li>\n<li>\n<p>Helper workflows (email, meetings, standups, file sharing, etc.)<\/p>\n<\/li>\n<li>\n<p>Runtime discovery of new Workspace APIs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for: <\/strong>Developers building AI agents in Claude Code, Cursor, and agentic workflows, or anyone who wants a faster way to automate Google Workspace without writing REST calls.<\/p>\n<\/p>\n<p>If you’re building agents that touch Workspace, this is definitely worth checking out.<\/p>\n<\/p>\n<p>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congrats on the launch!<\/p>\n<p>as a developer connecting Google Workspace tools through a CLI with built-in agent skills is a really interesting approach for automation. I can imagine this being useful for repetitive operational workflows.<\/p>\n<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Out of curiosity, what kinds of tasks are teams automating most frequently with it so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> thanks for hunting. for the Google team, will multi-account support be added back at some point? Hard to justify switching my agents off of gog at this point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Finally a single CLI that actually covers the whole Workspace stack \u2014 Drive, Gmail, Calendar, Sheets, Docs, Chat \u2014 instead of stitching together curl and REST docs. I use it for quick scripts (list recent Drive files, send a mail, check today\u2019s agenda) and the –dry-run + –help on every command make it safe to experiment. The fact that it\u2019s built from Google\u2019s Discovery API means new endpoints show up without waiting for a release. For automation and AI agents, the structured JSON output and the bundled skills are a big step up from hand-rolled API calls. Auth was straightforward (including service account and token export for CI). Not officially from Google, but it\u2019s become my default way to touch Workspace from the terminal.<\/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>The GitHub README states it’s not a Google product, yet it’s published by a Google developer and uses the Google logo. Do you know why? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Good question. <\/p>\n<\/p>\n<p>“Google open-source projects, especially early on, can be official but unable to offer any commitments around long-term support (this the note). This makes sense, especially while we try to validate community interest. I see this changing in the future given interest.” \u2014 <a href=\"https:\/\/www.producthunt.com\/@addyosmani\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"addyosmani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@addyosmani<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, this is awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “context tax” problem with MCP tool definitions consuming 37k-98k tokens before the agent even starts working is a real bottleneck that most developers building agentic workflows have hit. Routing through lightweight CLI commands with structured JSON output is an elegant solution that keeps the agent’s context window free for actual reasoning. Does the runtime discovery from Google’s Discovery Service handle deprecated API changes gracefully, or could an agent break mid-workflow if Google sunsets an endpoint?<\/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>I can see the \u201chuman\u202f&\u202fagents\u201d token handling being a neat fit for serverless functions that need to rotate service\u2011account credentials on the fly. Does the CLI expose a way to batch\u2011apply ACL changes across Drive, Calendar and Meet in a single command, or is that left to custom scripting? I once built a nightly sync that pulled Drive permissions into a CSV via raw curl \u2013 the CLI would have saved me a dozen of those frantic command\u2011line gymnastics.<\/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\">Finally! I was waiting since long an efficient way to use workspace from CLI!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the context tax thing is painfully real. I run MCP agents and the tool definitions alone eat like half my context before the agent does anything useful. Going CLI-first with skill files makes way more sense than loading everything into context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hello something like that, but for GMP tools<\/p>\n<p>– Google Analytics 4<br \/>– Google Tag Manager<br \/>– Google Search Console<br \/>– Google Ads<\/p>\n<p>Can u see more at: <a href=\"https:\/\/www.npmjs.com\/package\/@lucianfialho\/gmp-cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.npmjs.com\/package\/@lucianfialho\/gmp-cli<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dealing with the raw Google Workspace API is always a massive pain when I just want to script some basic admin tasks. A dedicated CLI that agents can tap into is a brilliant way to handle headless account provisioning for new hires. I would love to know if you are managing the OAuth token refresh lifecycle entirely under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XDD2HZ57YTZCDT\" class=\"app-title\">ClawSecure<\/a><\/p>\n<div class=\"one-liner\">A complete security platform for OpenClaw AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">306<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawSecure \u662f\u4e00\u6b3e\u4e3a OpenClaw AI \u667a\u80fd\u4f53\u63d0\u4f9b\u4e09\u5c42\u5b89\u5168\u5ba1\u8ba1\u3001\u5b9e\u65f6\u76d1\u63a7\u53ca\u5e02\u573a\u8eab\u4efd\u9a8c\u8bc1\u7684\u7efc\u5408\u6027\u5b89\u5168\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5728\u8fd0\u884c\u672a\u7ecf\u9a8c\u8bc1\u7684\u7b2c\u4e09\u65b9\u6280\u80fd\u65f6\u9762\u4e34\u7684\u6570\u636e\u6cc4\u9732\u4e0e\u6076\u610f\u4ee3\u7801\u653b\u51fb\u7684\u6838\u5fc3\u5b89\u5168\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81f13d55-1c66-4606-8164-573cce33596d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fe2e4b7-7824-470a-b7db-e2e0a72625ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0b19519-653c-441c-a520-5594a507733d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2ddab3f-4b34-429a-8693-09279c5fed82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bab40ff7-19bd-4209-8170-303dd06c4f9e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51214a13-7c2e-42b9-8a96-7a42d88bc838.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/098f24e2-0aab-4f96-b61d-d65268ab9148.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\/03dc75e3-66f9-48cd-a75d-f047eb560538.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=iPiz_L9c4Bo\"><source src=\"https:\/\/www.youtube.com\/watch?v=iPiz_L9c4Bo\" 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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94fe\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u5a01\u80c1\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u751f\u6001\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">OWASP ASI<\/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\u5b89\u5168\u95ee\u9898\u7684\u7d27\u8feb\u6027\uff0c\u5e76\u5173\u6ce8\u6280\u672f\u7ec6\u8282\uff1a\u5982\u4f55\u9632\u62a4\u8fd0\u884c\u65f6\u653b\u51fb\uff08\u5982\u63d0\u793a\u6ce8\u5165\uff09\uff1f\u662f\u5426\u652f\u6301\u5176\u4ed6\u667a\u80fd\u4f53\u6846\u67b6\uff1f\u5982\u4f55\u5904\u7406\u8bef\u62a5\uff1f\u662f\u5426\u6709\u5f00\u6e90\u8ba1\u5212\uff1f\u5f3a\u70c8\u5efa\u8bae\u589e\u52a0Slack\/Discord\u8b66\u62a5\u96c6\u6210\uff0c\u5e76\u5bf9\u201c22.9%\u6280\u80fd\u5b89\u88c5\u540e\u53d8\u66f4\u4ee3\u7801\u201d\u7684\u7edf\u8ba1\u6570\u636e\u611f\u5230\u9707\u60ca\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 ClawSecure \u654f\u9510\u5730\u6293\u4f4f\u4e86 AI \u667a\u80fd\u4f53\u751f\u6001\u7206\u53d1\u521d\u671f\u201c\u5b89\u5168\u6ede\u540e\u201d\u7684\u81f4\u547d\u75db\u70b9\uff0c\u5176\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u626b\u63cf\u5de5\u5177\u3002\u5b83\u672c\u8d28\u4e0a\u8bd5\u56fe\u6210\u4e3a\u667a\u80fd\u4f53\u751f\u6001\u7684\u201c\u5b89\u5168\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5176\u4e09\u5c42\u5ba1\u8ba1\u4e0e\u5b9e\u65f6\u76d1\u63a7\uff08Watchtower\uff09\u7684\u7ec4\u5408\u62f3\uff0c\u76f4\u6307\u5f00\u6e90\u667a\u80fd\u4f53\u6846\u67b6\uff08\u5982 OpenClaw\uff09\u7f3a\u4e4f\u6c99\u7bb1\u548c\u6743\u9650\u6a21\u578b\u7684\u539f\u59cb\u7f3a\u9677\u2014\u2014\u65e2\u7136\u65e0\u6cd5\u5728\u8fd0\u884c\u65f6\u6709\u6548\u9694\u79bb\uff0c\u90a3\u5c31\u5fc5\u987b\u5728\u6e90\u5934\u548c\u6301\u7eed\u72b6\u6001\u4e0a\u5efa\u7acb\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7b56\u7565\u663e\u793a\u51fa\u5bf9\u5b89\u5168\u5546\u4e1a\u903b\u8f91\u7684\u6df1\u523b\u7406\u89e3\uff1a\u4ee5\u514d\u8d39\u3001\u65e0\u95e8\u69db\u7684\u626b\u63cf\u5668\u5feb\u901f\u83b7\u53d6\u7528\u6237\u4e0e\u6570\u636e\uff0c\u6784\u5efa\u5a01\u80c1\u60c5\u62a5\u7f51\u7edc\uff1b\u901a\u8fc7 Security Clearance API \u5207\u5165\u6280\u80fd\u5206\u53d1\u5e02\u573a\uff0c\u6210\u4e3a\u4e8b\u5b9e\u4e0a\u7684\u5b89\u5168\u5b88\u95e8\u4eba\u3002\u8fd9\u6a21\u4eff\u4e86 CrowdStrike \u7b49\u73b0\u4ee3\u5b89\u5168\u5e73\u53f0\u7684\u6210\u957f\u8def\u5f84\uff0c\u800c\u975e\u4f20\u7edf\u6740\u6bd2\u8f6f\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u201c\u9759\u6001\u5206\u6790\u4e3a\u4e3b\u201d\u7684\u9632\u62a4\u601d\u8def\uff0c\u867d\u9488\u5bf9\u5f53\u524d\u4ee5\u4ee3\u7801\u690d\u5165\u4e3a\u4e3b\u7684\u5a01\u80c1\uff0c\u4f46\u9762\u5bf9\u672a\u6765\u66f4\u590d\u6742\u7684\u8fd0\u884c\u65f6\u653b\u51fb\uff08\u5982\u9ad8\u7ea7\u522b\u63d0\u793a\u6ce8\u5165\u3001\u903b\u8f91\u6f0f\u6d1e\uff09\u53ef\u80fd\u529b\u6709\u4e0d\u902e\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u8fd9\u662f\u201c\u6709\u610f\u7684\u67b6\u6784\u9009\u62e9\u201d\uff0c\u4f46\u8fd9\u6216\u8bb8\u4e5f\u662f\u5f53\u524d\u6280\u672f\u6761\u4ef6\u4e0b\u7684\u65e0\u5948\u59a5\u534f\u3002\u5176\u6b21\uff0c\u751f\u6001\u6269\u5c55\u6027\u5b58\u7591\u3002\u5c3d\u7ba1\u5ba3\u79f0\u67b6\u6784\u652f\u6301\u591a\u6846\u67b6\uff0c\u4f46\u6bcf\u4e2a\u6846\u67b6\u7684\u6280\u80fd\u6a21\u578b\u548c\u5a01\u80c1\u6a21\u5f0f\u5dee\u5f02\u5de8\u5927\uff0c\u6784\u5efa\u9488\u5bf9\u6027\u68c0\u6d4b\u89c4\u5219\u7684\u6210\u672c\u9ad8\u6602\uff0c\u80fd\u5426\u5feb\u901f\u8986\u76d6\u5c06\u8003\u9a8c\u5176\u5de5\u7a0b\u80fd\u529b\u3002\u6700\u540e\uff0c\u5176\u201c\u68c0\u6d4b\u89c4\u5219\u4e0d\u5f00\u6e90\u201d\u7684\u7acb\u573a\u867d\u51fa\u4e8e\u5546\u4e1a\u548c\u5b89\u5168\u8003\u91cf\uff0c\u4f46\u5728\u4ee5\u5f00\u6e90\u4e3a\u6838\u5fc3\u7684\u5f00\u53d1\u8005\u751f\u6001\u4e2d\uff0c\u53ef\u80fd\u5f71\u54cd\u90e8\u5206\u6781\u5ba2\u7528\u6237\u7684\u4fe1\u4efb\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClawSecure \u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5361\u4f4d\u3002\u5b83\u4e0d\u662f\u5728\u4fee\u8865\u6f0f\u6d1e\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u5b9a\u4e49 AI \u667a\u80fd\u4f53\u751f\u6001\u7684\u5b89\u5168\u6807\u51c6\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u626b\u63cf\u7cbe\u5ea6\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u751f\u6001\u7206\u53d1\u524d\uff0c\u5c06\u5176\u5b89\u5168\u534f\u8bae\u6df1\u5ea6\u5d4c\u5165\u5230\u6280\u80fd\u5f00\u53d1\u3001\u5206\u53d1\u548c\u90e8\u7f72\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\uff0c\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u4fe1\u4efb\u5c42\u201d\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u8d77\u70b9\u8db3\u591f\u7280\u5229\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ClawSecure<\/span>\n <\/div>\n<div class=\"comment-content\">ClawSecure is CrowdStrike for OpenClaw AI agents. 3-layer security audit, real-time Watchtower monitoring, agent marketplace and identity security, and full 10\/10 OWASP ASI coverage. 41% of top skills are dangerous. 1 in 5 are sending your data to attackers. Secure your agents in 30 seconds for free. clawsecure.ai<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m J.D., founder of ClawSecure.<\/p>\n<p>Your AI agents are running third-party skills with full system access, no verification, no permissions, no oversight. 41% of top OpenClaw skills are dangerous. 1 in 5 are quietly sending your data to attackers. 22.9% changed their code after install.<\/p>\n<p>After a decade building and securing AI and Web3 platforms at scale (2x exited founder, JP Morgan, Galaxy Digital, Bloomberg, NYSE), I’ve watched billions disappear when ecosystems scale faster than their security. It’s happening again.<\/p>\n<p>We built what the ecosystem was missing. ClawSecure is the most comprehensive security platform for OpenClaw agents: 3-Layer Audit, real-time monitoring, marketplace and identity security clearance, and 10\/10 OWASP ASI. Free. No signup. 30 seconds.<\/p>\n<p>We’re excited to bring this to the PH community \ud83d\ude80<\/p>\n<p>Ask us anything, challenge us, or share what security concerns you are having with agents \u2014 we’ll be here all day to chat!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>74<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> Congrats on the launch! Security for agent ecosystems is of course a core problem as OpenClaw grows.<\/p>\n<p>Curious how ClawSecure actually protects the agent runtime though. Is the protection mainly static analysis of skills, or are you monitoring agent behavior during execution as well?<\/p>\n<\/p>\n<p>A lot of attacks in agent systems happen at runtime (prompt injection, tool misuse, unexpected shell commands). How do you handle that layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/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\/@jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> Congrats on the launch of ClawSecure, security for AI agents feels like a really important problem to tackle right now.<\/p>\n<\/p>\n<p>While exploring the page, I found myself wondering how first-time users usually discover the core value. <\/p>\n<p>There are several interesting capabilities introduced early (scanning, monitoring, hardened deployments), and I\u2019m curious which use case most people gravitate toward first.<\/p>\n<\/p>\n<p>Would love to hear how you\u2019re thinking about that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> congrats on this launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this only work with OpenClaw or can it extend to other agent frameworks? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> You’re right, that’s a stronger frame. Here’s a revised response:<\/p>\n<\/p>\n<p>Right now we’re focused on OpenClaw because that’s where the biggest security gap is. 180K+ users, 100K GitHub stars, massive ecosystem, and until ClawSecure, zero dedicated security infrastructure.<\/p>\n<\/p>\n<p>But yes, the plan is to bring this to all major open-source agent frameworks. The core architecture was built for exactly that. The 3-layer audit protocol, Watchtower monitoring, and Security Clearance API are framework-agnostic. Extending to frameworks like n8n, Make, and LangChain means building new detection pattern sets for each framework’s architecture while the rest of the platform carries over.<\/p>\n<\/p>\n<p>OpenClaw is where we start. Securing every open-source agent framework is where we’re headed.<\/p>\n<\/p>\n<p>Which frameworks are you working with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is honestly scary. 41% dangerous skills? Makes me wonder how many agents are already leaking data without builders realizing it.<\/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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> That’s exactly the right question to be asking. And the honest answer is: probably a lot more than anyone realizes.<\/p>\n<\/p>\n<p>The scariest stat isn’t even the 41%. It’s the 22.9% that changed their code after install. That means skills that were clean when you installed them are now doing something different, and unless you have continuous monitoring, you’d never know.<\/p>\n<\/p>\n<p>We built ClawSecure specifically so you don’t have to wonder. Paste any skill you’re running into the scanner and find out in 30 seconds. You might be surprised what’s hiding in your stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there plans for alerts via Slack or Discord when Watchtower detects suspicious behavior?<\/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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Love this idea. Right now Watchtower alerts surface through updated Security Audit Reports on the platform and through the Security Clearance API, which any platform or marketplace can query programmatically for real-time status.<\/p>\n<\/p>\n<p>Slack and Discord integrations are on our roadmap. The infrastructure is already there since Watchtower generates the detection event the moment hash drift is caught. It’s really a matter of building the notification layer on top. We’re thinking Slack, Discord, email, and webhook options so teams can plug alerts into whatever workflow they already use.<\/p>\n<\/p>\n<p>If that’s something you’d use, I’d love to know the setup. Are you running agents in production where you’d want real-time push notifications, or more for monitoring skills you’re evaluating?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Grats on launching. <br \/>Is it possible to have false positives? How do you differentiate risky patterns from legitimate agent automation?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Great question and one we obsessed over while building the engine. Short answer: yes, false positives are possible with any static analysis tool. It’s how you handle them that matters.<\/p>\n<\/p>\n<p>This is exactly why we built context-aware intelligence into Layer 1. OpenClaw skills legitimately need to do things that look dangerous in other contexts. A skill calling subprocess to run a build command is normal automation. A skill executing arbitrary shell commands with user-controlled input is a threat. A skill accessing environment variables to configure an API connection is standard. A skill exfiltrating those credentials to <a href=\"http:\/\/webhook.site\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">webhook.site<\/a> is malware.<\/p>\n<\/p>\n<p>Our proprietary engine understands the difference because it was built specifically for OpenClaw’s skill architecture, not adapted from a generic code scanner. It evaluates the full context: what file the pattern appears in, how data flows through the skill, whether external endpoints match known malicious infrastructure, and whether the behavior aligns with what the skill claims to do in its <a href=\"http:\/\/SOUL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SOUL.md<\/a> instructions.<\/p>\n<\/p>\n<p>That said, static analysis has inherent limits and we’re transparent about that. If anyone encounters a false positive, we want to hear about it. You can report through our vulnerability disclosure policy at <a href=\"http:\/\/clawsecure.ai\/vulnerability-disclosure\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawsecure.ai\/vulnerability-disclosure<\/a> or just drop it here. Every report makes the engine smarter.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great concept <a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a>. Any plans to open-source parts of the scanning engine? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Thanks! We get this question a lot and it’s one we’ve thought through carefully.<\/p>\n<\/p>\n<p>The short answer: we open-source the research, not the detection rules. Our public GitHub repo (<a href=\"http:\/\/github.com\/ClawSecure\/clawsecure-openclaw-security\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com\/ClawSecure\/clawsecure-openclaw-security<\/a>) has the full OWASP ASI mapping, findings methodology, and security documentation. The scanner itself is free with zero restrictions, no signup, no paywall, no rate limits.<\/p>\n<p>But publishing the actual detection patterns (the 55+ OpenClaw-specific signatures in Layer 1) would give malicious skill authors a blueprint to craft evasions. That’s the same reason CrowdStrike and Snyk keep their detection logic proprietary while making their tools widely accessible.<\/p>\n<\/p>\n<p>Where we are open: full Trust Center at <a href=\"http:\/\/clawsecure.ai\/trust\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawsecure.ai\/trust<\/a>, vulnerability disclosure policy with safe harbor, NIST AI RMF alignment report, and our CSA STAR Registry listing. We believe in transparency of methodology and results. Just not transparency of exact detection signatures.<\/p>\n<\/p>\n<p>That said, we’re exploring ways to give the community more visibility into how the engine works without compromising detection effectiveness. If you have thoughts on what would be most useful to see opened up, I’m all ears<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The stat that 22.9% of skills changed their code post-install is alarming and makes Watchtower’s hash drift detection genuinely critical infrastructure, not just a nice-to-have. Focusing on securing the source before execution rather than runtime monitoring makes sense given OpenClaw’s lack of sandboxing. Is there a plan for a community-driven threat intelligence feed where security findings from one audit automatically protect the broader ecosystem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Really appreciate that framing, and you’re exactly right. 22.9% post-install mutation is why we treat Watchtower as core infrastructure, not a feature. A one-time scan is a snapshot. The threat surface moves.<\/p>\n<\/p>\n<p>On the community threat intelligence feed: yes, this is actively on our roadmap and something we think about a lot. Right now, every scan already feeds back into the ecosystem in a meaningful way. When Watchtower detects hash drift on a skill and the rescan reveals a new threat pattern, that detection logic gets folded into our proprietary engine for every future scan. So findings from one audit are already protecting the broader ecosystem, just not through a public feed yet.<\/p>\n<\/p>\n<p>What we’re building toward is exactly what you’re describing: a structured threat intelligence layer where ClawHavoc indicators, new C2 endpoints, emerging prompt injection techniques, and supply chain compromise patterns are surfaced programmatically. The Security Clearance API is the foundation for this. Right now it returns real-time clearance status (Secure \/ Unverified \/ Denied) for any skill. The natural evolution is enriching that response with threat context: why a skill was flagged, which threat cluster it maps to, and whether similar patterns have been detected across related skills.<\/p>\n<\/p>\n<p>The challenge is doing this without giving malicious authors a playbook to evade detection. We’re working through that tension carefully. Aggregate threat intelligence (trends, campaign-level indicators, category-level risk signals) can be shared broadly. Specific detection signatures cannot.<\/p>\n<\/p>\n<p>Would love to hear your thoughts on what format would be most useful. Are you thinking something closer to a CVE-style advisory feed, or more like a real-time API integration for platforms and marketplaces?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I had to rewrite your launch post tagline, I would write, \u201c<em>antivirus for OpenClaw AI agents<\/em>“. Congrats on shipping. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Ha, I love the simplicity of that and thank you for shipping with us! “Antivirus” is instantly understandable and we actually debated that framing early on.<\/p>\n<\/p>\n<p>Where we landed on “CrowdStrike for AI agents” is that antivirus implies a single-layer scan and detect model. ClawSecure goes beyond that: 3-layer audit, continuous Watchtower monitoring that catches skills mutating after install, a Security Clearance API for marketplaces to verify skills at install time, and agent identity security. It’s closer to a full security platform than a scanner.<\/p>\n<\/p>\n<p>But honestly, if “antivirus for OpenClaw agents” gets someone to click and try it, I’ll take that all day. Appreciate the feedback!<\/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>Congrats <a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a> <a href=\"https:\/\/www.producthunt.com\/@fiatretired\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fiatretired\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiatretired<\/a> <\/p>\n<\/p>\n<p>Are you mapping agent behavior dynamically or just scanning the skill code?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks!<\/p>\n<\/p>\n<p>We scan the skill code across three independent layers and then continuously monitor it for changes. That’s a deliberate architectural choice, not a gap.<\/p>\n<\/p>\n<p>In the OpenClaw ecosystem, the code IS the attack. Skills ship with full system access, no sandbox, no permissions model. When a skill contains C2 callback beaconing, credential exfiltration endpoints, or shell execution patterns, that’s not a runtime anomaly. That’s the code doing exactly what it was written to do.<\/p>\n<p>So we secure the source rather than chase symptoms at execution. Layer 1 (55+ OpenClaw-specific patterns) catches threats that are structurally invisible to generic scanners because they don’t understand the skill format. Layers 2 and 3 handle static\/behavioral analysis and supply chain CVEs.<\/p>\n<\/p>\n<p>Where we go beyond static scanning is Watchtower. Skills mutate after install. 22.9% of the ecosystem already has. Watchtower detects hash drift in real time, triggers automatic rescans through the full 3-layer protocol, and updates the Security Audit Report. Continuous integrity verification, not just a one-time checkpoint.<\/p>\n<\/p>\n<p>The right question isn’t “what is the agent doing right now?” It’s “should this code be running at all?” That’s what ClawSecure answers.<\/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\">This feels like the early days of browser security extensions. The ecosystem grows fast, security follows later. Nice to see someone building early.<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> That’s a great parallel. Browser extensions went through the exact same cycle. Explosive growth, millions of installs, then everyone realized half of them were harvesting data and nobody had checked. It took years for Chrome Web Store to build proper review processes.<\/p>\n<\/p>\n<p>We’re trying to make sure the AI agent ecosystem doesn’t repeat that timeline. The security infrastructure should already be in place when the growth hits, not built as a reaction after the first wave of exploits.<\/p>\n<\/p>\n<p>Appreciate you seeing the bigger picture here. Building early is the whole thesis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vaibhav_dubey3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_dubey3<\/a> Thank you! Appreciate you being here on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 solves a real pain point. What’s your tech stack?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lexaicorp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lexaicorp<\/a> Thanks! Happy to share.<\/p>\n<\/p>\n<p>The platform is built on the best-in-class code languages with a cloud-hosted infrastructure, edge CDN, and a PostgreSQL database layer. Server-side rendered frontend for performance and SEO. AI-powered analysis agents are integrated into the scanning pipeline for threat detection and pattern recognition.<\/p>\n<\/p>\n<p>The scanning engine is where it gets interesting. Three independent layers: Layer 1 is our proprietary intelligence engine with 55+ detection patterns built specifically for OpenClaw’s skill architecture. Layer 2 runs industry-standard static and behavioral code analysis. Layer 3 scans the full dependency tree against vulnerability databases for known CVEs.<\/p>\n<\/p>\n<p>Watchtower runs on SHA-256 hash comparison with automated rescans through the full 3-layer protocol when drift is detected. The Security Clearance API is a REST endpoint returning real-time clearance status.<\/p>\n<p>We practice what we preach on security: continuous SAST\/DAST scanning, OWASP ZAP on our own endpoints, and a B+ on Mozilla Observatory. <\/p>\n<\/p>\n<p>Everything is verifiable at <a href=\"http:\/\/clawsecure.ai\/trust\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawsecure.ai\/trust<\/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>Claws have been naked for a while… the security issues are critical! Hope Clawsecure could be a cure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Ha, love that framing. Naked claws running wild with full system access and nobody checking. That’s exactly the problem. 41% dangerous, 1 in 5 carrying malware, and the ecosystem just kept growing without anyone looking under the hood.<\/p>\n<\/p>\n<p>We’re working to change that. Give the scanner a try and see what’s hiding in the skills you’re running. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is addressing a massive blind spot in the AI agent ecosystem. The stat about 22.9% of skills changing their code after install is genuinely alarming. Love that you focused on securing the source rather than trying to patch things at runtime. What happens when a skill that was previously marked as “Secure” gets flagged by Watchtower after an update?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> That’s the exact scenario Watchtower was built for. Here’s what happens:<\/p>\n<\/p>\n<p>Watchtower continuously monitors every tracked skill via SHA-256 hash comparison. The moment a skill’s codebase changes, hash drift is detected and an automatic rescan is triggered through the full 3-layer audit protocol. The Security Audit Report is updated with the new findings and the skill’s status changes in real time.<\/p>\n<p>So a skill that was Secure at 9 AM could be flagged Concerning or Critical by noon if the developer pushed a malicious update. That updated status flows through everywhere: the report page, the Registry, and the Security Clearance API. Any marketplace querying the API at install time would get the new status immediately. Secure becomes Denied the moment the threat is confirmed.<\/p>\n<\/p>\n<p>This is why the 22.9% stat matters so much. Those aren’t hypothetical risks. Those are skills that were clean when people installed them and changed afterward. Without continuous monitoring, you’d never know. You’d still be running a skill you scanned once months ago, trusting a result that no longer reflects reality.<\/p>\n<\/p>\n<p>A one-time scan is a snapshot. Watchtower makes it a living security layer.<\/p>\n<\/p>\n<p>Appreciate the thoughtful question and glad the source-first approach resonates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<pre><code>Congratulations on the success of your product. But are there any guides for newcomers? I don't know much about technology but I'd still like to learn more about OpenClaw. I hope to see the next steps in the product's development.<\/code><\/pre>\n<pre><code><\/code><\/pre>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manhdakhac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manhdakhac<\/a> Thank you! And you don’t need to be technical to use ClawSecure. That was a core design decision. Paste any skill URL, hit scan, and the Security Audit Report breaks everything down in plain language with severity ratings so you can instantly see whether a skill is safe or not.<\/p>\n<\/p>\n<p>For learning more about OpenClaw security in general, our blog at <a href=\"http:\/\/clawsecure.ai\/blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawsecure.ai\/blog<\/a> covers topics ranging from beginner-friendly overviews to deep technical dives. Articles like “Is OpenClaw Safe?” and our OWASP ASI explainers are great starting points if you’re new to the space.<\/p>\n<\/p>\n<p>As for what’s next: we’re expanding skill coverage across the ecosystem, building out notification integrations for Watchtower alerts, and working toward supporting additional open-source agent frameworks beyond OpenClaw. Lots more coming.<\/p>\n<\/p>\n<p>Appreciate you being here on launch day, and don’t hesitate to ask if you have questions as you explore!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool idea. Could be interesting to see CI\/CD or GitHub integrations so skills get scanned automatically before deployment. <\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@grover___dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grover___dev<\/a> Thanks and love this idea. CI\/CD integration is a natural extension of what we’ve already built. The Security Clearance API already returns real-time clearance status programmatically, so plugging that into a GitHub Action or CI pipeline where skills get automatically scanned before merge or deployment is a short step from where we are today.<\/p>\n<\/p>\n<p>Imagine: a pull request that modifies a skill triggers a ClawSecure scan, and the build fails if it comes back Critical. Or a deployment pipeline that checks Security Clearance status before pushing to production. That’s exactly the kind of “shift left” security workflow we want to enable.<\/p>\n<\/p>\n<p>GitHub integration specifically is on our roadmap. The infrastructure is there, it’s really about building the developer experience around it. If that’s something you’d use, I’d love to know your setup. GitHub Actions, GitLab CI, something else? Helps us prioritize the right integration first.<\/p>\n<\/p>\n<p>Appreciate the feedback and the support on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been running some OpenClaw agents for a side project – the “secure by default” claim caught my eye since mine keep trying to access things they shouldn’t. Does this actually sandbox the agents at runtime or is it more of a monitoring\/post-mortem setup? The pricing page mentions per-agent fees which gets pricey fast when you’re experimenting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Great question and want to make sure I clear up a couple things.<\/p>\n<\/p>\n<p>ClawSecure isn’t a runtime sandbox. We secure the source, not the execution environment. Our approach is: verify the skill before it ever runs on your machine, then continuously monitor it for changes after install. The 3-layer audit catches prompt injection, credential exfiltration, shell execution patterns, and supply chain vulnerabilities. Watchtower then watches for code mutations in real time. The thesis is that in OpenClaw, the code IS the attack, so making sure the code is safe before it executes is the right layer to solve this at.<\/p>\n<\/p>\n<p>For agents that keep trying to access things they shouldn’t, scanning the skills you’re running would tell you immediately whether that behavior is baked into the code or coming from somewhere else. That’s a 30-second answer.<\/p>\n<\/p>\n<p>Also want to clarify: ClawSecure is completely free. No pricing page, no per-agent fees. Scan as many skills as you want, no signup, no paywall, no limits. You might be thinking of a different tool. Go experiment to your heart’s content at <a href=\"http:\/\/clawsecure.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clawsecure.ai<\/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>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@jdsalbego\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jdsalbego\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jdsalbego<\/a>! The real-time Watchtower monitoring is cool. I like how it keeps checking skills all the time. Makes me feel safer using OpenClaw 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> That’s exactly the feeling we’re building for. Watchtower exists because a one-time scan gives you a snapshot, not protection. When 22.9% of skills change their code after install, you need something watching continuously. Glad it’s already giving you that confidence. That’s the whole point.<\/p>\n<\/p>\n<p>Thanks for the support on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you! Appreciate you stopping by on launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey J.D., those stats about 41% of skills being dangerous and 22.9% changing code after install are wild. Was there a specific moment where you saw an agent running something sketchy and realized nobody had actually verified what it was doing?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Great question. It wasn’t one dramatic moment, it was the slow realization that nobody was checking at all.<\/p>\n<\/p>\n<p>I spent over a decade in Web3 and DeFi watching what happens when ecosystems scale without security infrastructure. Billions lost to exploits that could have been caught with basic verification. When I started digging into OpenClaw, I expected to find some gaps. What I didn’t expect was the scale. 41% of the most popular skills with vulnerabilities. 1 in 5 carrying active malware indicators. 99.3% declaring zero permissions. And the one that really stopped me: skills mutating after install with nobody noticing.<\/p>\n<\/p>\n<p>That’s when it shifted from “someone should build this” to “I have to build this.” I’d already lived through what happens when you don’t. The AI agent ecosystem was following the exact same pattern I watched play out in DeFi, just faster.<\/p>\n<\/p>\n<p>The data told the story. We just made sure everyone could finally see 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>Great work, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you! If you get a chance to try the scanner, we’d love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Security for agent ecosystems is massively under-discussed. Appreciate this product, very refreshing :)) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a> Massively under-discussed and massively underbuilt. That’s exactly why we’re here. When we found that 41% of the most popular skills have vulnerabilities and almost nobody in the ecosystem was talking about it, we knew this needed to exist yesterday.<\/p>\n<\/p>\n<p>Appreciate the support, means a lot on launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Security is rarely glamorous but always necessary. This might become essential infrastructure if agent marketplaces keep growing. Smart category to build early. Congratulations!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Thank you, really appreciate that! You nailed it. We’re betting that agent marketplaces are going to grow fast, and when they do, the first question every platform will need to answer is “how do we know this skill is safe to install?” That’s exactly what our Security Clearance API is built for.<\/p>\n<p>We’d rather build the security infrastructure before the ecosystem needs it than scramble after the first major incident. Glad to have people who see the same thing coming \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This reminds me of early Web3 security tooling. Ecosystems move fast, security tooling always lags behind. Congrats on the launch, J.D. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ranjan_kumar45\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan_kumar45<\/a> You’re seeing exactly what I saw. I spent over a decade in crypto and DeFi and watched this pattern play out firsthand. Ecosystems scale fast, everyone’s building, nobody’s checking what they’re installing, and then the exploits start. Billions disappeared because security tooling couldn’t keep pace with innovation.<\/p>\n<\/p>\n<p>The AI agent ecosystem is following the same playbook right now. Skills with full system access, no permissions model, no verification, no monitoring. We built ClawSecure because we’ve already lived through what happens when you don’t have security infrastructure in place before the first major incident hits.<\/p>\n<p>Appreciate the recognition and the parallel. It’s exactly what drives us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The vertical play on OpenClaw is counterintuitive but smart if adoption curves hold enterprises hate switching security vendors once integrated. So does your “complete” coverage extend to post deployment agent behavior mentoring or only pre prod. vulnerabilities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>following<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7NZN4PWH35PU5N\" class=\"app-title\">ElevenCreative by ElevenLabs<\/a><\/p>\n<div class=\"one-liner\">The AI creative platform to bring your content to life<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">246<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u751f\u6210\u3001\u7f16\u8f91\u4e0e\u672c\u5730\u5316\u4e8e\u4e00\u4f53\u7684AI\u521b\u610f\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u8bed\u97f3\u3001\u89c6\u9891\u3001\u97f3\u4e50\u3001\u97f3\u6548\u7b49\u591a\u79cdAI\u6a21\u578b\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u8425\u9500\u56e2\u961f\u548c\u5a92\u4f53\u516c\u53f8\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u3001\u5de5\u4f5c\u6d41\u590d\u6742\u3001\u5236\u4f5c\u6210\u672c\u9ad8\u6602\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\/ea8faca2-3323-48f5-bb74-df98b80516a4.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\/6c1fa114-accb-4ac4-850e-9977c5882f73.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\/64250a8e-c42b-4ef2-b6b8-bcb586227b60.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\/c5b7418b-75cb-4ef6-840c-ab263fab570d.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\/de7fa0d4-3f59-40fc-83a4-082418d73dd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1b88f6e-ae38-497a-a50c-c94e8462dc75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1243245b-a027-4d40-9d5d-a4e049d0abcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27c57567-48bc-482a-9a2a-80f4d7b32fc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61d362e8-a1a3-41e2-8e89-1a933d01d345.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u610f\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5408\u4e00\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">AI\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5185\u5bb9\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6574\u5408\u5de5\u4f5c\u6d41\u3001\u63d0\u5347\u6548\u7387\u4e0e\u964d\u4f4e\u6210\u672c\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u5c24\u5176\u8d5e\u8d4f70+\u8bed\u8a00\u672c\u5730\u5316\u4e0e\u8bed\u97f3\u514b\u9686\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u7684\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u89c6\u9891\u751f\u6210\u957f\u5ea6\u9650\u5236\u3001\u591a\u4eba\u5728\u7ebf\u534f\u4f5c\u6a21\u5f0f\uff08\u5b9e\u65f6\u534f\u540c\u6216\u4ea4\u63a5\uff09\u3001\u4ee5\u53ca\u672a\u6765\u4ea7\u54c1\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ElevenCreative\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662fElevenLabs\u4ece\u660e\u661f\u8bed\u97f3\u5de5\u5177\u5411\u7efc\u5408\u521b\u610f\u5e73\u53f0\u7684\u7b80\u5355\u529f\u80fd\u6269\u5c55\uff0c\u5176\u80cc\u540e\u662f\u5bf9\u5f53\u4e0bAI\u751f\u4ea7\u529b\u5de5\u5177\u201c\u788e\u7247\u5316\u56f0\u5883\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5e02\u573a\u65e9\u5df2\u5145\u65a5\u5404\u7c7b\u5355\u70b9\u7a81\u7834\u7684AI\u751f\u6210\u5de5\u5177\uff0c\u4f46\u7528\u6237\u88ab\u8feb\u5728\u591a\u4e2a\u6807\u7b7e\u9875\u4e0e\u683c\u5f0f\u8f6c\u6362\u95f4\u75b2\u4e8e\u5954\u547d\uff0c\u521b\u610f\u5728\u5de5\u5177\u94fe\u6469\u64e6\u4e2d\u4e0d\u65ad\u635f\u8017\u3002\u8be5\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u201d\uff0c\u5b9e\u8d28\u662f\u8bd5\u56fe\u5b9a\u4e49AI\u65f6\u4ee3\u521b\u610f\u751f\u4ea7\u7684\u65b0\u64cd\u4f5c\u7cfb\u7edf\u2014\u2014\u5c06\u201c\u751f\u6210\u201d\u4e0e\u201c\u7f16\u8f91\u201d\u7f6e\u4e8e\u540c\u4e00\u4e0a\u4e0b\u6587\u73af\u5883\uff0c\u8fd9\u76f4\u63a5\u7784\u51c6\u4e86\u4ece\u201cAI\u8349\u7a3f\u201d\u5230\u201c\u6210\u54c1\u4ea4\u4ed8\u201d\u4e4b\u95f4\u6700\u8017\u65f6\u7684\u7cbe\u4fee\u4e0e\u6574\u5408\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0e\u98ce\u9669\u7686\u7cfb\u4e8e\u201c\u6574\u5408\u201d\u4e8c\u5b57\u3002\u4f18\u52bf\u5728\u4e8e\uff0c\u51ed\u501f\u5176\u5728\u8bed\u97f3\u9886\u57df\u7684\u9876\u5c16\u6a21\u578b\u4e0e\u6280\u672f\u4fe1\u8a89\uff0c\u53ef\u80fd\u4ee5\u8bed\u97f3\u514b\u9686\u4e0e\u8de8\u8bed\u8a00\u60c5\u611f\u4fdd\u6301\u4e3a\u6838\u5fc3\u94a9\u5b50\uff0c\u5438\u5f15\u7528\u6237\u8fdb\u5165\u5176\u751f\u6001\uff0c\u5e76\u81ea\u7136\u5ef6\u4f38\u81f3\u89c6\u9891\u3001\u97f3\u4e50\u7b49\u76f8\u90bb\u9886\u57df\uff0c\u5b9e\u73b0\u4ea4\u53c9\u9500\u552e\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u54c1\u724c\u58f0\u97f3\u8de8\u8bed\u8a00\u4e00\u81f4\u6027\u83b7\u5f97\u76db\u8d5e\u201d\u5373\u662f\u660e\u8bc1\u3002\u7136\u800c\uff0c\u98ce\u9669\u4e5f\u540c\u6837\u5de8\u5927\uff1a\u5728\u89c6\u9891\u3001\u56fe\u50cf\u7b49\u5e76\u975e\u5176\u539f\u59cb\u4f18\u52bf\u7684\u9886\u57df\uff0c\u5176\u751f\u6210\u8d28\u91cf\u80fd\u5426\u4e0eMidjourney\u3001Runway\u7b49\u5934\u90e8\u4e13\u7528\u5de5\u5177\u6297\u8861\uff1f\u82e5\u4ec5\u662f\u201c\u96c6\u6210\u201d\u800c\u975e\u201c\u8d85\u8d8a\u201d\uff0c\u5e73\u53f0\u53ef\u80fd\u6ca6\u4e3a\u5e73\u5eb8\u7684\u805a\u5408\u5668\u3002\u6b64\u5916\uff0c\u201c\u5168\u6808\u5e73\u53f0\u201d\u610f\u5473\u7740\u66f4\u91cd\u7684\u4ea7\u54c1\u3001\u66f4\u590d\u6742\u7684\u5b9a\u4ef7\u4ee5\u53ca\u5bf9\u5404\u9886\u57df\u6280\u672f\u8fed\u4ee3\u7684\u6301\u7eed\u9ad8\u6295\u5165\uff0c\u8fd9\u5bf9\u56e2\u961f\u7684\u8fd0\u8425\u4e0e\u7814\u53d1\u80fd\u529b\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b65\u6781\u5177\u91ce\u5fc3\u4e14\u7b26\u5408\u903b\u8f91\u7684\u68cb\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505aAI\u6280\u672f\u4f9b\u5e94\u94fe\u4e2d\u7684\u4e00\u9897\u201c\u87ba\u4e1d\u9489\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u6574\u5408\u6240\u6709\u87ba\u4e1d\u7684\u201c\u4e3b\u677f\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5176\u80fd\u5426\u5728\u63d0\u4f9b\u65e0\u7f1d\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u786e\u4fdd\u6bcf\u4e2a\u6838\u5fc3\u6a21\u5757\u7684\u7ade\u4e89\u529b\u90fd\u8fbe\u5230\u201c\u53ef\u7528\u201d\u4e43\u81f3\u201c\u4f18\u79c0\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u201c\u5b58\u5728\u201d\u3002\u5426\u5219\uff0c\u5bf9\u4e8e\u4e13\u4e1a\u56e2\u961f\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u5957\u5a03\u201d\u4f7f\u7528\u7684\u5de5\u5177\uff1b\u5bf9\u4e8e\u8f7b\u5ea6\u7528\u6237\uff0c\u5176\u7efc\u5408\u590d\u6742\u5ea6\u4e0e\u6210\u672c\u53ef\u80fd\u6784\u6210\u95e8\u69db\u3002\u5b83\u6311\u6218\u7684\u4e0d\u662f\u67d0\u4e2a\u529f\u80fd\uff0c\u800c\u662f\u7528\u6237\u6839\u6df1\u8482\u56fa\u7684\u5de5\u4f5c\u4e60\u60ef\u4e0e\u5de5\u5177\u9009\u578b\u903b\u8f91\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\">ElevenCreative by ElevenLabs<\/span>\n <\/div>\n<div class=\"comment-content\">ElevenCreative is a single platform to generate, edit, and localize premium audio and video in minutes, powered by advanced voice, music, SFX, image, and video models. Powering millions of creators, marketing teams, and media companies worldwide.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>ElevenCreative by <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/elevenlabs\" target=\"_blank\" rel=\"noopener\"><strong>@ElevenLabs<\/strong><\/a> looks like a powerful step toward an all-in-one AI creative stack. It\u2019s a platform to generate, edit, and localize premium audio and video content in minutes.<\/p>\n<\/p>\n<p>The problem many creators and teams face today is that producing high-quality media requires multiple tools, complex workflows, and high production costs. ElevenCreative solves this by bringing voice, video, music, sound effects, images, and localization into a single workspace.<\/p>\n<\/p>\n<p><strong>What makes it interesting is the end-to-end workflow<\/strong>: create assets using ElevenLabs\u2019 models, refine everything in the browser-based Studio, and localize content into 70+ languages for global reach. It also offers 10,000+ AI voices, voice cloning, video generation, music and SFX creation, templates, and automation.<\/p>\n<\/p>\n<p><strong>The benefits are clear<\/strong>: faster production, lower costs, and the ability to scale content across formats and markets. It seems especially useful for creators, marketing teams, and media companies working on ads, voiceovers, localization, social media content, or storytelling.<\/p>\n<\/p>\n<p>If you\u2019re building content with AI, this looks like a platform worth exploring.<\/p>\n<\/p>\n<p>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Many congratulations on this launch! \ud83d\ude80<\/p>\n<p>Bringing voice, video, music, and localization into one workflow could remove a lot of the friction creators face when switching between multiple tools.<\/p>\n<p>when teams are producing content at scale (ads, social videos, etc.), is there any video length limitations like generally I have seen in other tools. I know for the music 11Labs impressive, I used it but curious about videos? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Consolidating voice, video, music, SFX, and localization into one platform eliminates the duct-tape workflow most content teams live with \u2014 exporting from one tool, importing to another, losing quality at every step. The 70+ language localization is where the real ROI scales, since creating content once and distributing globally was previously a full production team’s job. How does the voice cloning handle brand consistency when localizing a spokesperson’s voice across different languages?<\/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!<\/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>Consolidating all of this into one workspace is the obvious win, but I’m curious how collaboration works when multiple people are editing the same project? Does it support real-time co-editing or is it more of a handoff workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Interesting approach! What’s on your roadmap for the next few months?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 was specifically curious about how the <strong>voice cloning handles brand consistency across languages<\/strong>. Testing a brand voice in French and Japanese, the emotional cadence of the original speaker carried over far better than any other tool I\u2019ve tried. For marketing teams, this alone justifies the platform – you get global reach without sounding like a robotic translation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pivot from standalone voice tools to a full creative suite is smart. The hardest part of content creation has always been the blank page \u2014 once AI can handle the initial draft across audio, video and text in one place, creators can spend their energy on taste and refinement rather than production. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! You folks empower us, which is great.<\/p>\n<p>Looking forward to checking out the new product. At the same time, never stop developing new models \u2014 competitors aren\u2019t sleeping. I realized that after not using it for a couple of months and trying it again recently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/B3NXSIRWGV5OKE\" class=\"app-title\">Cal.com Agents<\/a><\/p>\n<div class=\"one-liner\">AI Agents coming to the best scheduling tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">222<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cal.com Agents \u5c06AI\u667a\u80fd\u4f53\u96c6\u6210\u5230Cal.com\u65e5\u7a0b\u5b89\u6392\u5de5\u5177\u4e2d\uff0c\u5141\u8bb8\u7528\u6237\u5728Slack\u3001Telegram\u7b49\u804a\u5929\u573a\u666f\u5185\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u81ea\u4e3b\u534f\u8c03\u4e0e\u9884\u8ba2\u4f1a\u8bae\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u65e5\u7a0b\u5b89\u6392\u4e2d\u53cd\u590d\u6c9f\u901a\u3001\u8017\u65f6\u7e41\u7410\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\/30071cf6-306f-4f34-8f58-312609643960.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\/5d8ca0eb-9c66-4e4e-9ed4-cb5c663975c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bacd1afe-2633-4add-8303-4f66781cd1b9.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\/59b94c5d-32da-4a11-a9bf-f5e93190352c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qsBMldWaft8\"><source src=\"https:\/\/www.youtube.com\/watch?v=qsBMldWaft8\" 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\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u5b89\u6392<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8fd9\u662f\u4ea7\u54c1\u7684\u81ea\u7136\u8fdb\u5316\uff0c\u89e3\u51b3\u4e86\u65e5\u7a0b\u5b89\u6392\u4e2d\u7684\u53cd\u590d\u6c9f\u901a\u6469\u64e6\uff0c\u5e76\u5bf9\u5f00\u6e90\u5e26\u6765\u7684\u900f\u660e\u5ea6\u4e0e\u4fe1\u4efb\u8868\u793a\u8ba4\u53ef\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u667a\u80fd\u4f53\u5982\u4f55\u5904\u7406\u591a\u65f6\u533a\u3001\u590d\u6742\u65e5\u7a0b\u51b2\u7a81\u7b49\u5b9e\u9645\u573a\u666f\uff0c\u5e76\u671f\u5f85\u5176\u5411\u66f4\u4e3b\u52a8\u7684\u8ddf\u8fdb\u7b49\u65b9\u5411\u62d3\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 Cal.com Agents \u7684\u672c\u8d28\uff0c\u662f\u5c06\u65e5\u7a0b\u5b89\u6392\u4ece\u201c\u8868\u5355\u586b\u5199\u5f0f\u201d\u7684\u88ab\u52a8\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u5d4c\u5165\u6c9f\u901a\u6d41\u4e2d\u7684\u201c\u4e3b\u52a8\u534f\u8c03\u8005\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba\u63a5\u53e3\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u65e5\u7a0b\u80cc\u540e\u7684\u590d\u6742\u89c4\u5219\uff08\u6743\u9650\u3001\u504f\u597d\u3001\u65f6\u533a\u3001\u51b2\u7a81\u89e3\u51b3\uff09\u5c01\u88c5\u6210\u4e00\u4e2a\u53ef\u5bf9\u8bdd\u7684AI\u4ee3\u7406\uff0c\u8ba9\u9884\u7ea6\u884c\u4e3a\u53d8\u5f97\u50cf\u53d1\u4fe1\u606f\u4e00\u6837\u81ea\u7136\uff0c\u4ece\u800c\u5207\u5165\u201c\u9690\u6027\u65f6\u95f4\u6210\u672c\u201d\u8fd9\u4e00\u804c\u573a\u6838\u5fc3\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u5176\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u5b9a\u4f4d\u3002\u901a\u8fc7API\u548c\u5f00\u6e90\u7b56\u7565\uff0c\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u5c01\u95ed\u7684\u667a\u80fd\u8c03\u5ea6\u9ed1\u76d2\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u6253\u9020\u6210\u4e00\u4e2a\u53ef\u7f16\u7a0b\u3001\u53ef\u5ba1\u8ba1\u7684\u201c\u8c03\u5ea6\u5c42\u201d\u3002\u8fd9\u7cbe\u51c6\u5730\u56de\u5e94\u4e86\u4f01\u4e1a\u7ea7\u7528\u6237\u5bf9AI\u64cd\u4f5c\u65e5\u5386\u7684\u6838\u5fc3\u987e\u8651\u2014\u2014\u4fe1\u4efb\u4e0e\u63a7\u5236\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201c\u5f00\u6e90\u4f18\u52bf\u201d\u548c\u201c\u4fe1\u4efb\u89e3\u9501\u201d\u6b63\u662f\u5bf9\u6b64\u7684\u4f50\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u591a\u65f6\u533a\u5730\u72f1\u201d\u548c\u201c\u590d\u6742\u51b2\u7a81\u534f\u5546\u201d\u7684\u63d0\u95ee\u76f4\u6307\u4ea7\u54c1\u6838\u5fc3\u96be\u5ea6\u2014\u2014AI\u4ee3\u7406\u7684\u51b3\u7b56\u903b\u8f91\u662f\u5426\u8db3\u591f\u667a\u80fd\u4e0e\u7a33\u5065\uff0c\u80fd\u66ff\u4ee3\u4eba\u7c7b\u90a3\u5145\u6ee1\u5fae\u5999\u59a5\u534f\u7684\u6c9f\u901a\uff1f\u5176\u6b21\uff0c\u5e02\u573a\u5c42\u9762\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u4ec5\u662fCal.com\u73b0\u6709\u7528\u6237\u7684\u6548\u7387\u63d2\u4ef6\uff0c\u800c\u80fd\u6210\u4e3a\u4e00\u4e2a\u8de8\u5e73\u53f0\u3001\u88ab\u5e7f\u6cdb\u96c6\u6210\u7684\u72ec\u7acb\u8c03\u5ea6\u6807\u51c6\u3002\u76ee\u524d\u770b\u6765\uff0c\u5176\u901a\u8fc7\u5f00\u653e\u751f\u6001\uff08\u652f\u6301\u591a\u5e73\u53f0\u3001\u4e3e\u529e\u9ed1\u5ba2\u677e\uff09\u7684\u7b56\u7565\u662f\u6b63\u786e\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u4ea7\u54c1\u5ef6\u4f38\u3002\u5b83\u672a\u5fc5\u80fd\u7acb\u523b\u6210\u4e3a\u201c\u767e\u4ebf\u7ea7\u4ea7\u54c1\u201d\uff0c\u4f46\u786e\u5b9e\u5728\u5c06\u201c\u65f6\u95f4\u201d\u53d8\u5f97\u53ef\u7f16\u7a0b\u3001\u53ef\u4ee3\u7406\u7684\u8d5b\u9053\u4e0a\uff0c\u5361\u4f4f\u4e86\u4e00\u4e2a\u5173\u952e\u751f\u6001\u4f4d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\u5176AI\u4ee3\u7406\u5728\u5b9e\u9645\u590d\u6742\u573a\u666f\u4e2d\u7684\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u5f00\u6e90\u751f\u6001\u80fd\u5426\u6784\u5efa\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\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\">Cal.com Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Install Cal.com scheduling agents in Slack, Telegram, OpenClaw, or build your own with the Cal.com API. AI-powered scheduling for humans and agents alike.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what can i say, i got lobster-hooked \ud83e\udd9e\ud83e\ude9d<\/p>\n<p>its fun but also feels really natural to coordinate meetings by chat.<\/p>\n<p>for the past 3 weeks i have been toying with my own openclaw agent interacting with our API v2 and today we’re super excited to release a whole catalog of useful skills, tools, APIs, CLIs and more.<\/p>\n<p>for those who don’t wanna set up OpenClaw (fair), get the beauty of natural language agents into your <strong>Slack<\/strong> channel or text via <strong>Telegram<\/strong>.<\/p>\n<p>we have a whole list of use cases <a href=\"https:\/\/cal.com\/agents#use-cases\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/agents#use-cases<\/a> explaining what you can do with our Cal.com Agent so get creative! <\/p>\n<p>at this point im really just vibing, the agentic space is fun to tinker with. not sure if this is gonna be a $100B product but be my guest and play around with it.<\/p>\n<p>we are announcing a hackathon in the next few days as well so make sure to join the waitlist! go.cal.com\/hackathon<\/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>been using <a href=\"http:\/\/Cal.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cal.com<\/a> for a while\u2026<br \/>really cool direction for the product.<br \/>ai powered scheduling for humans and agents is a very interesting step.<\/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\/@heyalizaid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyalizaid<\/a> thanks ali! im glad you like the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Peer! Very cool. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan3118\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan3118<\/a> appreciate it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There\u2019s a big number of meetings being scheduled via text\/chat. This is the way <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@richardpoelderl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardpoelderl<\/a> it feels surprisingly intuitive to text your agent “book bailey asap” or so. really neat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> thank you lev!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Adding AI agents to Cal.com’s scheduling infrastructure is the natural evolution \u2014 most scheduling friction comes from the back-and-forth negotiation that an agent can handle autonomously. Being open-source gives <a href=\"https:\/\/Cal.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cal.com<\/a> a trust advantage over closed competitors when it comes to letting an AI agent manage your calendar. How do the agents handle scheduling conflicts where both parties have tight windows \u2014 do they negotiate alternative times proactively or just surface the conflict?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> appreciate it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally. Do the agents handle timezone hell properly though? Like Google Calendar + Outlook, people in 3 different timezones \u2014 that’s always where scheduling stuff breaks down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI agents handling scheduling is one of those obvious-in-retrospect ideas. The friction of back-and-forth booking is real and unsolved for most small businesses. Excited to see how Cal pushes this beyond simple booking into proactive outreach and follow-ups. 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>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>Way to go Peer! This makes me very excited to see from you guys; and great timing to build something as valuable as <a href=\"http:\/\/Cal.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cal.com<\/a>, because every single AI writing code is going to pick you all. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 open-source angle matters more than people realize for calendar agents. When you give an AI write access to your schedule, being able to audit exactly what it does is a real trust unlock. For founders juggling multiple investor meetings per week, the text-based booking removes genuine friction \u2014 the back-and-forth that kills deal momentum is one of those invisible time sinks nobody talks about. How are you handling timezone negotiation when both parties are in different regions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of tool that changes how you think about time. Not just scheduling meetings \u2014 actually protecting the hours that matter most. Congrats on the launch! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch @peer_rich!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>make time programmable \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/U5LYQMWGJICT26\" class=\"app-title\">Motion Software<\/a><\/p>\n<div class=\"one-liner\">Modern screen recordings for Windows, made simple.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">181<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Motion Software\u662f\u4e00\u6b3e\u4e3aWindows\u8bbe\u8ba1\u7684\u73b0\u4ee3\u5316\u5c4f\u5e55\u5f55\u5236\u4e0e\u89c6\u9891\u5904\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u6dfb\u52a0\u52a8\u753b\u6548\u679c\u3001\u6444\u50cf\u5934\u753b\u9762\u3001AI\u5b57\u5e55\u53ca\u5e73\u6ed1\u9f20\u6807\u8f68\u8ff9\u7b49\u529f\u80fd\uff0c\u5c06\u67af\u71e5\u7684\u5c4f\u5e55\u5f55\u50cf\u5feb\u901f\u8f6c\u5316\u4e3a\u7cbe\u7f8e\u7684\u6f14\u793a\u89c6\u9891\uff0c\u89e3\u51b3\u4e86Windows\u7528\u6237\u5728\u5236\u4f5c\u4ea7\u54c1\u6f14\u793a\u3001\u6559\u7a0b\u89c6\u9891\u65f6\u7f3a\u4e4f\u9ad8\u6548\u3001\u4e13\u4e1a\u4e14\u539f\u751f\u9002\u914d\u5de5\u5177\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\/cd9229f1-d1d1-4257-820c-d5aa253a47e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f045c38-4701-40a5-943c-67b1603a3019.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b93308a3-054e-4bf3-9869-41177a3a11a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2855cfe4-ef5e-43e2-ba20-c434ab1da8a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44a36e99-7752-4449-86e1-2bf03c83ab89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/434f40d5-2dbd-46bb-ab99-4475e26a3227.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">Windows\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u9f20\u6807\u5e73\u6ed1<\/span><br \/>\n <span class=\"tag\">\u6444\u50cf\u5934\u753b\u4e2d\u753b<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">Product 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\u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Motion Software\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9Windows\u521b\u4f5c\u8005\u751f\u6001\u4e00\u6b21\u8fdf\u5230\u7684\u201c\u8865\u7968\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u5f0f\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u6f20\u89c6\u7684\u5229\u57fa\u5e02\u573a\uff1a\u4e3aWindows\u539f\u751f\u7528\u6237\u63d0\u4f9b\u5ab2\u7f8eMac\u5e73\u53f0\uff08\u5982Screen Studio\uff09\u7684\u3001\u5f00\u7bb1\u5373\u7528\u7684\u9ad8\u8d28\u91cf\u5f55\u5c4f\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u5b83\u6ca1\u6709\u7ea0\u7f20\u4e8e\u5e95\u5c42\u5f55\u5236\u6280\u672f\u7684\u7ea2\u6d77\u7ade\u4e89\uff0c\u800c\u662f\u5c06\u91cd\u5fc3\u653e\u5728\u201c\u540e\u5904\u7406\u201d\u4e0e\u201c\u81ea\u52a8\u5316\u201d\u4e0a\u3002\u81ea\u52a8\u52a8\u753b\u3001AI\u5b57\u5e55\u3001\u5e73\u6ed1\u9f20\u6807\uff0c\u8fd9\u4e9b\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u5728\u6536\u8d2d\u7528\u6237\u6700\u6602\u8d35\u7684\u8d44\u4ea7\u2014\u2014\u65f6\u95f4\u3002\u5b83\u5c06\u539f\u672c\u9700\u8981\u8fdb\u5165\u4e13\u4e1a\u89c6\u9891\u8f6f\u4ef6\uff08\u5982Premiere\uff09\u8fdb\u884c\u7e41\u7410\u540e\u671f\u7684\u5de5\u4f5c\u6d41\uff0c\u538b\u7f29\u4e3a\u51e0\u6b21\u70b9\u51fb\u3002\u521b\u59cb\u4ebaPablo\u5bf9\u793e\u533a\u53cd\u9988\u7684\u5feb\u901f\u54cd\u5e94\uff08\u5982\u8ba1\u5212\u4e3aAI\u5b57\u5e55\u6dfb\u52a0\u4e0a\u4e0b\u6587\u5f15\u5bfc\uff09\u4e5f\u5c55\u73b0\u4e86\u4e00\u79cd\u5065\u5eb7\u7684\u8fed\u4ee3\u59ff\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMotion Software\u662f\u4e00\u6b21\u6210\u529f\u7684\u5e02\u573a\u5361\u4f4d\u3002\u5b83\u8bc1\u660e\u4e86\u5728\u6240\u8c13\u201c\u6210\u719f\u201d\u7684\u5de5\u5177\u9886\u57df\uff0c\u9488\u5bf9\u7279\u5b9a\u5e73\u53f0\uff08Windows\uff09\u7684\u3001\u4f53\u9a8c\u9a71\u52a8\u578b\u521b\u65b0\u4ecd\u6709\u5de8\u5927\u673a\u4f1a\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u76ee\u524d\u7684\u201c\u529f\u80fd\u4f18\u52bf\u201d\u8f6c\u5316\u4e3a\u7a33\u56fa\u7684\u201c\u5de5\u4f5c\u6d41\u4f9d\u8d56\u201d\uff0c\u5e76\u56f4\u7ed5\u201c\u9ad8\u6548\u521b\u5efa\u53ef\u4f20\u64ad\u7684\u6f14\u793a\u89c6\u9891\u201d\u8fd9\u4e00\u6838\u5fc3\uff0c\u6784\u5efa\u66f4\u6df1\u7684\u96c6\u6210\u751f\u6001\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\">Motion Software<\/span>\n <\/div>\n<div class=\"comment-content\">Motion processes your recording and creates a beautiful video that stands out. Capture your video, configure the animation as you like, and let Motion handle the animations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \u2014 I\u2019m Pablo, founder of Motion Software.<\/p>\n<p>I’m very excited to announce version 1.12.0 which is our biggest update so far, includes:<br \/>\n\ud83d\udd25 Camera, Microphone, Captions!<br \/>\n\ud83d\udcf8 Camera: position, size, roundness, hide, mirror & size during zoom.<br \/>\n\ud83c\udf99\ufe0f Microphone: volume & mute.<br \/>\n\ud83d\udd24 Captions: language, AI model to use (base, small, medium), hide, size, transcript editor, delete transcript & export SRT.<br \/>\n\ud83d\uddb1\ufe0f Smoother mouse movements & clicks.<br \/>\n\u2699\ufe0f Better performance, & bug fixes!<\/p>\n<p>This update completely expands the horizon on what you can record &create with Motion. We focused on listening to the community’s feedback & iterating on it.<\/p>\n<p>I truly hope you enjoy it, and as always please feel free to share your feedback.<\/p>\n<p><a href=\"https:\/\/www.motion.software\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.motion.software\/<\/a><\/p>\n<p>Thank you for supporting Motion.<br \/>\n\u2014 Pablo<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablobonilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablobonilla<\/a> Pablo, two years to first version and still shipping the biggest update yet \u2014 camera, microphone, AI captions, smoother mouse movements and better performance all in one drop. The Windows screen recording space has been criminally underserved while every polished tool shipped Mac-only, and building something that genuinely rivals Screen Studio quality on Windows is a real gap filled. The AI caption transcript editor with SRT export is the detail that turns this from a recording tool into a full production workflow.<\/p>\n<p>This is exactly the kind of dedicated, community-driven indie build that IndieAIs dot com was created to spotlight \u2014 we launched today as a discovery platform specifically for independent builders like you. Search for IndieAIs, get Motion Software listed and if you have a moment we’d love your support on our own launch today too \u2014 just search IndieAIs on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Windows has been underserved for polished screen recording tools \u2014 most of the best options are Mac-only, so filling this gap with automatic mouse smoothing and zoom-ins is a real differentiator. Adding camera, microphone, and AI-powered captions in one update turns Motion from a recording tool into a full video production workflow. How does the AI caption model handle technical jargon and code-related terminology that’s common in demo recordings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a>, Motion’s AI transcript generation will automaticallydetect technical words because of the qualirt of the AI model being used e.g. small & medium.<\/p>\n<p>Though I will be adding an option yo better guide the model for specific context.<\/p>\n<p>Thank you! \ud83d\udcaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is so nice to finally see a modern screen recording tool built natively for Windows instead of just macOS. Do you have any plans to add automatic cursor smoothing or auto-zooming for feature highlights? That would make this the absolute perfect tool for recording quick devlogs or build-in-public updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a>, Motion does currently have auto-zooming, as well as manual zoom. The cursor does also get smoothened, there’s a ton of features, this ProductHunt launch is a big update that just released, Motion has been around for a couple of months now. Thank you for the question & supporting Motion! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks pretty handy Pablo, and best of luck with the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Happy to hear that <a href=\"https:\/\/www.producthunt.com\/@dennis_beytekin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_beytekin<\/a>! Hopefully people will find value in having these kind of screen recordings.<\/p>\n<p>Thank you so much for the support! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Pablo! It’s ideal for product demos like some of my portfolio. I’ll take it a look cause I feel it’s gonna help me a lot, and of course, I’ll back with deeper feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>! I’m glad Motion could be helpful for your use case! Feel free to reach back if you give it a try, thank you so much! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you so much<a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a>! Appreciate your support on the launch. \ud83d\udcaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice work! The interface looks really smooth.<br \/>\nI’m also launching a small productivity tool today on Product Hunt, so it’s fun seeing other makers building cool things here.<br \/>\nHow long did it take you to build the first version?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@aurashasha22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aurashasha22<\/a>! I’m very glad you liked the UI, and it took me around 2 years to get to a good initial version.<\/p>\n<p>Thank you for supporting the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<br \/>The design looks amazing!<\/p>\n<p>Yesterday I was recording a video for LiveDemo,<br \/>And the two features that I needed which really made the difference between choosing a recording software<br \/>Were the already pre-selected background music choices and the custom camera layouts.<\/p>\n<p>Ended with screenstudio, but would have definetely picked something else if it had these features.<br \/>Wondering what features are you thinking of adding next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 auto zoom-ins and mouse smoothing are the kind of details that turn a raw screen recording into something you’d actually put on a landing page. Most recording tools give you the footage but the post-production to make it presentable is a whole separate workflow.<\/p>\n<p>Any plans to add export presets optimized for specific platforms? Something like a one-click “PH gallery” format (1270×760) or “App Store preview” would save a lot of manual resizing for indie devs prepping launches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 UI in the demo looks incredibly clean. so many Windows capture tools feel clunky or outdated, but this actually looks modern and polished.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Clean, async screen recordings are underrated for team productivity. For remote teams working alongside AI, having a simple way to document workflows visually makes handoffs so much smoother. As agents start building professional portfolios and work histories, video walkthroughs could become a powerful way to demonstrate capabilities \u2014 similar to how agents on networks like Moltin.work showcase their 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<\/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\/JUAKJI43NT74TL\" class=\"app-title\">The Banana App<\/a><\/p>\n<div class=\"one-liner\">Speak human – Where every word finds its way home<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u4fdd\u7559\u8bf4\u8bdd\u8005\u539f\u58f0\u3001\u8bed\u8c03\u548c\u60c5\u611f\u7684\u5b9e\u65f6\u8bed\u97f3\u7ffb\u8bd1\u901a\u8bdd\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u8de8\u8bed\u8a00\u4ea4\u6d41\u4e2d\u56e0\u673a\u68b0\u7ffb\u8bd1\u5bfc\u81f4\u60c5\u611f\u6d41\u5931\u548c\u6c9f\u901a\u4e0d\u81ea\u7136\u7684\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u65c5\u884c\u3001\u8de8\u56fd\u5546\u52a1\u53ca\u4e2a\u4eba\u793e\u4ea4\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\/a1650500-9445-46d9-beb8-c29e9ded3386.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cc15a2a-51bc-48b0-84fd-b2e3ed40c865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d54b986-a9aa-400f-a91f-8ecd58b84c43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1385fb88-4681-4093-9402-e0b87e01ef7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4974af2d-49c0-4905-9cff-2860f58c3c56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/697c219f-f360-4bbc-961b-1e21359496b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3818d13-cf9a-490c-9e66-558dcdb28c24.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\">Languages<\/span><br \/>\n <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00\u901a\u8bdd<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u6309\u5206\u949f\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u4fdd\u7559<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u901a\u4fe1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u4eba\u672c\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/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\u201c\u4fdd\u7559\u539f\u58f0\u201d\u7684\u6838\u5fc3\u5dee\u5f02\u5316\u548c\u6309\u5206\u949f\u4ed8\u8d39\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0d\u540c\u8bed\u8a00\u5bf9\uff08\u5982\u82f1\u65e5\u4e92\u8bd1\uff09\u7684\u5ef6\u8fdf\u4f53\u9a8c\u3001\u5608\u6742\u73af\u5883\u4e0b\u7684\u4f7f\u7528\u6548\u679c\u3001\u5bf9\u8bdd\u4e2d\u6253\u65ad\u6216\u62a2\u8bdd\u7684\u5904\u7406\uff0c\u4ee5\u53ca\u662f\u5426\u8003\u8651AI\u667a\u80fd\u4f53\u95f4\u901a\u4fe1\u7b49\u6269\u5c55\u573a\u666f\u3002\u5f00\u53d1\u8005\u5bf9\u90e8\u5206\u95ee\u9898\u8fdb\u884c\u4e86\u5766\u8bda\u56de\u5e94\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n The Banana App \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u7ffb\u8bd1\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u4eba\u6027\u7ba1\u9053\u5de5\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u7ffb\u8bd1\u7684\u666e\u904d\u8f6f\u808b\uff1a\u7cbe\u51c6\u5374\u51b0\u51b7\u7684\u8bcd\u53e5\u8f6c\u6362\uff0c\u727a\u7272\u4e86\u6c9f\u901a\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u60c5\u611f\u5e26\u5bbd\u548c\u4eba\u683c\u5728\u573a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4fdd\u7559\u4f60\u7684\u7b11\u58f0\u3001\u505c\u987f\u548c\u6e29\u5ea6\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u8bed\u97f3\u7ffb\u8bd1\u4ece\u201c\u8bed\u4e49\u4f20\u8f93\u201d\u5347\u7ea7\u4e3a\u201c\u4eba\u683c\u5316\u4f20\u8f93\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u4f4e\u5ef6\u8fdf\u6216\u9ad8\u51c6\u786e\u5ea6\u66f4\u5177\u98a0\u8986\u6027\uff0c\u56e0\u4e3a\u5b83\u76f4\u6307\u8de8\u8bed\u8a00\u4ea4\u6d41\u7684\u7ec8\u6781\u76ee\u6807\u2014\u2014\u88ab\u7406\u89e3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u542c\u61c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6df1\u523b\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u6280\u672f\u6096\u8bba\uff1a\u4e3a\u4fdd\u7559\u539f\u58f0\u548c\u60c5\u611f\uff0c\u5fc5\u7136\u9700\u8981\u66f4\u590d\u6742\u7684\u58f0\u5b66\u6a21\u578b\u548c\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u8fd9\u53ef\u80fd\u4e0e\u201c\u5b9e\u65f6\u6027\u201d\u8fd9\u4e00\u901a\u8bdd\u94c1\u5f8b\u4ea7\u751f\u6839\u672c\u51b2\u7a81\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u82f1\u65e5\u4e92\u8bd1\u5ef6\u8fdf\u5373\u662f\u660e\u8bc1\u3002\u5176\u6b21\uff0c\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u4eba\u6027\u5316\u201d\u4f53\u9a8c\uff0c\u5728\u590d\u6742\u73b0\u5b9e\u573a\u666f\uff08\u5982\u591a\u4eba\u5608\u6742\u73af\u5883\u3001\u5bf9\u8bdd\u62a2\u8bdd\uff09\u4e2d\u80fd\u5426\u4fdd\u6301\u7a33\u5b9a\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u7528\u6237\u68c0\u9a8c\u3002\u5176\u6309\u5206\u949f\u4ed8\u8d39\u7684\u6e05\u723d\u6a21\u5f0f\u867d\u83b7\u597d\u8bc4\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u4f4e\u9891\u5de5\u5177\u201d\uff0c\u5982\u4f55\u63d0\u5347\u7528\u6237\u7c98\u6027\u548c\u6784\u5efa\u62a4\u57ce\u6cb3\u662f\u4e00\u5927\u8bfe\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5728\u6280\u672f\u6d2a\u6d41\u4e2d\u91cd\u65b0\u951a\u5b9a\u201c\u6c9f\u901a\u201d\u7684\u672c\u8d28\u3002\u5b83\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u529f\u80fd\u578b\u5e94\u7528\uff0c\u66f4\u662f\u4e00\u4e2a\u5173\u4e8e\u6280\u672f\u4f26\u7406\u7684\u58f0\u660e\uff1a\u6548\u7387\u4e0d\u5e94\u4ee5\u4eba\u6027\u5316\u4e3a\u4ee3\u4ef7\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u4f18\u5316\u6838\u5fc3\u4f53\u9a8c\uff0c\u5e76\u5728\u7279\u5b9a\u5782\u76f4\u573a\u666f\uff08\u5982\u8de8\u56fd\u4eb2\u53cb\u6c9f\u901a\u3001\u9ad8\u7aef\u6d89\u5916\u670d\u52a1\uff09\u4e2d\u5efa\u7acb\u53e3\u7891\uff0c\u5b83\u6709\u671b\u4ece\u5de8\u5934\u6797\u7acb\u7684\u7ffb\u8bd1\u5e02\u573a\u4e2d\u5207\u5272\u51fa\u4e00\u4e2a\u72ec\u7279\u7684\u201c\u60c5\u611f\u5316\u901a\u4fe1\u201d\u7ec6\u5206\u8d5b\u9053\u3002\u4f46\u8fd9\u6761\u8def\u6ce8\u5b9a\u8270\u96be\uff0c\u56e0\u4e3a\u5b83\u6bd4\u62fc\u7684\u5df2\u4e0d\u4ec5\u662f\u7b97\u6cd5\uff0c\u66f4\u662f\u5bf9\u4eba\u6027\u7ec6\u5fae\u4e4b\u5904\u7684\u5de5\u7a0b\u5316\u7406\u89e3\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">The Banana App<\/span>\n <\/div>\n<div class=\"comment-content\">Real-time voice translation calling that preserves YOUR voice. First minute free on every call, then just 10\u00a2\/min. 80+ languages. No subscriptions, no expiring credits. Your personality and tone come through – not a robotic translation. Simple pricing, human connection.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The Banana App was born from a simple truth: language should never divide us. We were inspired by the universal symbol of the Banana – understood everywhere without translation. We saw a problem where technology created walls instead of bridges between people speaking different languages.<\/p>\n<p>Our approach evolved through understanding that real voice translation needs to preserve humanity – not just convert words, but cary emotion, tone, and warmth. We realized people don’ want robotic translations; they want to be truly understood.<\/p>\n<p>The magic happens because we capture the essence of human speech: your laugh, your pause, your warmth. When someone speaks to you in your language bt hears them in theirs, it’s not just a translation it’s connection restored.<\/p>\n<p>We built this believing hat when people truly hear each other as equals, not as outsiders, empathy grows. The Banana App is proof that technology can restore something ancient: the ability to simply understand one another across any language barrier.<\/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\/@sam_ameer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_ameer<\/a> Sam, “language should never divide us” backed by a product that actually preserves your laugh, your pause, your warmth during real-time translation \u2014 not just the words \u2014 is the difference between a feature and a mission. The pay-per-minute model with no subscriptions and no expiring credits is exactly the right pricing for something this human. 80+ languages, voice preserved, 10 cents a minute. That’s a remarkable value proposition for what it actually does.<\/p>\n<p>This is exactly the kind of deeply human indie AI build that IndieAIs dot com was created to spotlight \u2014 we launched today as a discovery platform specifically for independent builders like you. Search for IndieAIs, get The Banana App listed and if you have a moment we’d love your support on our own launch today too \u2014 just search IndieAIs on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Preserving the speaker’s actual voice, tone, and emotion during real-time translation is the crucial detail that separates this from robotic translation \u2014 a call where you hear a synthetic voice immediately feels impersonal no matter how accurate the words are. The pay-per-minute model with no subscription is perfect for travelers who need it sporadically. How noticeable is the latency during a live conversation when translating between structurally different language pairs like English and Japanese?<\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Latency between structurally different pairs like English and Japanese is real, and I won’t sugarcoat it. There’s a short buffer to account for sentence structure differences (1-2s), since Japanese puts the verb at the end. It’s noticeable but not conversation-breaking. Our translation works best for longer conversations over shorter ones. We’re actively working to tighten that gap. If you want to test it, the first minute is free on every call so you can get a feel for it yourself!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 the website greets you in your mother tongue, it is a totally different and convenient experience. Nice idea, Sam! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Oh I totally get it \ud83d\ude0d And my hope is The Banana App lets everyone experience what you are feeling, anywhere in the world, no matter what the language <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Breaking real language barriers in communication is becoming essential for both people and AI agents. As autonomous agents start working across countries for global clients and interacting within multi-agent systems, smooth multilingual communication shifts from a bonus feature to a core requirement. I\u2019m curious whether you\u2019re also considering scenarios where agents need to communicate directly with other agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What happens when the translation doesn’t quite land mid-conversation? Is there any way for the listener to signal confusion without breaking the flow of the call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool! Do you envision this being used more so for personal or professional use cases? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>could you tell me some use case beyond translations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The “preserve your voice” angle is what sets this apart \u2014 most translation tools strip all personality out. Excited to see where you take this. Good luck! \ud83c\udf4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 detail that stood out to me is preserving the actual voice, tone, and emotion during translation.<\/p>\n<p>Quick question for the makers: How does it handle the natural flow of conversation, like interruptions or talking over each other? That\u2019s where most real-time translation apps fall apart. Really curious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Communication that truly bridges language barriers is something humans and agents alike need. As autonomous agents increasingly work across borders for global clients and collaborate in multi-agent systems, seamless multilingual communication becomes a real requirement \u2014 not just a nice-to-have. Curious if you’re thinking about agent-to-agent communication use cases too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pay per minute model is really smart, way better than yet another subscription for something you might only use when traveling. Preserving the actual voice tone is what makes this feel like a real conversation instead of talking through a robot. Curious, does it work well in noisy environments like airports or crowded streets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Great question! Noisy environments are actually one of the trickier challenges we tested for. Airports and busy streets work surprisingly well, but the more difficult environment is around colleagues, friends and family when they are speaking over you \ud83d\ude05 But having said that, its still a challenge to isolate the main voice from the background, its best with earbuds with a decent mic. We’re continuing to improve noise handling, and it’s high on our roadmap. Would love to hear how it holds up for you when you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks Promising and a cool idea, what are some of use cases that you saw in beta version, that was unexpected ? Also did the team explore the possibility having a micro LLM model installed along with the app for offline usage ? <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4FBRDVY2UPH7O6\" class=\"app-title\">ByteRover Memory System for OpenClaw <\/a><\/p>\n<div class=\"one-liner\">File-based memory for OpenClaw with >92% retrieval accuracy <\/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>\u4e3aOpenClaw\u7b49\u81ea\u4e3b\u667a\u80fd\u4f53\u63d0\u4f9b\u57fa\u4e8e\u6587\u4ef6\u7cfb\u7edf\u7684\u786e\u5b9a\u6027\u8bb0\u5fc6\u5c42\uff0c\u901a\u8fc7\u9009\u62e9\u6027\u68c0\u7d22\u548c\u672c\u5730\u7248\u672c\u63a7\u5236\uff0c\u89e3\u51b3\u667a\u80fd\u4f53\u201c\u5065\u5fd8\u75c7\u201d\u5bfc\u81f4\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u548ctoken\u6d88\u8017\u8fc7\u9ad8\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\/05f8452e-cbbc-4fa2-978e-ee8d829b45b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e085232a-e51a-45f1-8906-0c280eead8a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06498ac9-e7d1-4067-9db2-2ef2baf1090a.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\/cf683cbc-b92a-4437-91e8-6b65ed2e7304.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-dNS-ZPeGkI\"><source src=\"https:\/\/www.youtube.com\/watch?v=-dNS-ZPeGkI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8bb0\u5fc6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u68c0\u7d22\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u667a\u80fd\u4f53\u5065\u5fd8\u75c7\u201d\u548c\u5927\u5e45\u964d\u4f4etoken\u6210\u672c\uff0840-70%\uff09\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u63d0\u95ee\u805a\u7126\u4e8e\uff1a\u6587\u4ef6\u7cfb\u7edf\u5982\u4f55\u5b9e\u73b0\u9ad8\u68c0\u7d22\u51c6\u786e\u7387\uff1b\u5982\u4f55\u5904\u7406\u591a\u4ee3\u7406\u95f4\u7684\u8bb0\u5fc6\u51b2\u7a81\uff1b\u4e0e\u4e91\u7aef\u65b9\u6848\u7684\u5bf9\u6bd4\uff1b\u7d22\u5f15\u540c\u6b65\u673a\u5236\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u590d\u4e86\u51b2\u7a81\u89e3\u51b3\uff08\u5c42\u7ea7\u4f18\u5148+\u65f6\u95f4\u6233\uff09\u548c\u5b9e\u65f6\u540c\u6b65\uff08\u5b88\u62a4\u8fdb\u7a0b+\u53d8\u66f4\u68c0\u6d4b\uff09\u7684\u903b\u8f91\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 ByteRover\u7684\u53d1\u5e03\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\u89c4\u6a21\u5316\u8fdb\u7a0b\u4e2d\u6700\u9690\u79d8\u5374\u6700\u81f4\u547d\u7684\u8f6f\u808b\uff1a\u72b6\u6001\u5931\u5fc6\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u5411\u91cf\u6570\u636e\u5e93\u7684\u201c\u76f8\u4f3c\u5ea6\u68c0\u7d22\u201d\u7ea2\u6d77\u91cc\u7ee7\u7eed\u5185\u5377\uff0c\u800c\u662f\u6fc0\u8fdb\u5730\u56de\u5f52\u6587\u4ef6\u7cfb\u7edf\uff0c\u7528\u786e\u5b9a\u6027\u7684\u76ee\u5f55\u6811\u548cMarkdown\u6587\u4ef6\u6765\u627f\u8f7d\u8bb0\u5fc6\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u67b6\u6784\u54f2\u5b66\u7684\u8f6c\u53d8\u2014\u2014\u5c06\u6a21\u7cca\u7684\u3001\u6982\u7387\u6027\u7684\u201c\u8bb0\u5fc6\u53ec\u56de\u201d\uff0c\u8f6c\u53d8\u4e3a\u53ef\u7248\u672c\u63a7\u5236\u3001\u53ef\u4eba\u5de5\u5ba1\u9605\u3001\u53ef\u786e\u5b9a\u6027\u68c0\u7d22\u7684\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u768492.19%\u68c0\u7d22\u51c6\u786e\u7387\uff0c\u82e5\u7ecf\u5f97\u8d77\u8003\u9a8c\uff0c\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u6570\u5b57\u7684\u80dc\u5229\uff0c\u800c\u662f\u8bc1\u660e\u4e86\u201c\u7ed3\u6784\u4f18\u5148\u4e8e\u5d4c\u5165\u201d\u5728\u7279\u5b9a\u5de5\u4f5c\u6d41\u4e2d\u7684\u4f18\u8d8a\u6027\u3002\u5b83\u727a\u7272\u4e86\u5411\u91cf\u68c0\u7d22\u7684\u6a21\u7cca\u8054\u60f3\u80fd\u529b\uff0c\u6362\u6765\u4e86\u5bf9\u4ee3\u7801\u3001\u51b3\u7b56\u65e5\u5fd7\u7b49\u5f3a\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u7684\u65e0\u635f\u3001\u7cbe\u51c6\u7ba1\u7406\u3002\u8fd9\u6b63\u5207\u5408\u4e86\u5f00\u53d1\u573a\u666f\u5bf9\u786e\u5b9a\u6027\u800c\u975e\u521b\u9020\u6027\u7684\u6838\u5fc3\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u5546\u4e1a\u6d1e\u5bdf\uff1a\u5b83\u5c06\u6210\u672c\uff08token\u6d88\u8017\uff09\u548c\u6548\u7387\uff08\u4e0a\u4e0b\u6587\u4e22\u5931\uff09\u8fd9\u4e24\u4e2a\u6700\u76f4\u63a5\u7684\u75db\u70b9\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u53ef\u672c\u5730\u90e8\u7f72\u3001\u770b\u4f3c\u6781\u5ba2\u8303\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7.git\u7c7b\u6bd4\uff0c\u5b83\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u7684\u5fc3\u667a\u8d1f\u62c5\uff0c\u540c\u65f6\u5de7\u5999\u5730\u5c06\u81ea\u8eab\u5d4c\u5165\u5f00\u53d1\u5de5\u4f5c\u6d41\uff0c\u6784\u5efa\u4e86\u6f5c\u5728\u7684\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u6587\u4ef6\u7cfb\u7edf\u7684\u8303\u5f0f\u80fd\u5426\u9002\u5e94\u66f4\u590d\u6742\u3001\u975e\u7ed3\u6784\u5316\u7684\u8bb0\u5fc6\u573a\u666f\uff1f\u5f53\u8bb0\u5fc6\u89c4\u6a21\u7206\u70b8\u6027\u589e\u957f\u65f6\uff0c\u7eaf\u6587\u4ef6\u7cfb\u7edf\u7684\u68c0\u7d22\u6548\u7387\u662f\u5426\u4f1a\u6210\u4e3a\u65b0\u7684\u74f6\u9888\uff1f\u5b83\u76ee\u524d\u66f4\u50cf\u662f\u5f00\u53d1\u8005\u7684\u7cbe\u5bc6\u624b\u672f\u5200\uff0c\u800c\u975e\u9762\u5411\u5927\u4f17\u7684\u901a\u7528\u8bb0\u5fc6\u5c42\u3002\u4f46\u5176\u5c55\u73b0\u51fa\u7684\u201c\u4ee5\u7b80\u9a6d\u7e41\u201d\u601d\u8def\uff0c\u65e0\u7591\u4e3a\u8fc7\u70ed\u7684\u5927\u6a21\u578b\u5e94\u7528\u5806\u6599\u7ade\u8d5b\uff0c\u63d0\u4f9b\u4e86\u4e00\u5242\u6e05\u9192\u7684\u53cd\u601d\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\">ByteRover Memory System for OpenClaw <\/span>\n <\/div>\n<div class=\"comment-content\">Give OpenClaw agents stateful memory that keep your context’s timeline, facts, and meaning perfectly in place. ByteRover is a memory layer that gets 26k+ downloads from OpenClaw power users within one week, and delivers a market-best 92.19% retrieval accuracy, local-to-cloud portability, and built-in version control.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>Andy here, founder of ByteRover.<\/p>\n<\/p>\n<p>Over the last few months, we\u2019ve watched developers try to scale autonomous agents (like OpenClaw and local Ollama setups) and hit a massive brick wall: <strong>Agent Amnesia.<\/strong><\/p>\n<\/p>\n<p>An agent solves a bug or writes a script, and then immediately forgets the context. To fix this, teams are dumping entire codebases into giant vector databases or blindly prepending massive context windows, resulting in insane API token bills and VRAM crashes.<\/p>\n<\/p>\n<p>We got tired of these manual workarounds. So we built <strong>Memory Skill for OpenClaw.<\/strong><\/p>\n<\/p>\n<p>It is a deterministic, file-based memory system (.brv\/context-tree) that lives directly in your local environment.<\/p>\n<\/p>\n<p><strong>How it works:<\/strong><br \/>\ud83e\udde0 <strong>Selective Retrieval:<\/strong> Instead of blindly injecting everything, ByteRover actively curates decisions and feeds the agent <em>exactly<\/em> what it needs to know.<br \/>\ud83d\udcc9 <strong>Cuts Token Burn:<\/strong> Our users are seeing token usage drop by ~40-70% because the prompts stay noise-free.<br \/>\ud83d\udcc2 <strong>Local & Portable:<\/strong> Your memory is version-controlled via Git, preventing silent context drift. What Git did for code, we are doing for AI context.<\/p>\n<\/p>\n<p>We\u2019ve seen <strong>26k+ downloads from OpenClaw power users<\/strong> in the last week,<strong> hitting a 92.19% retrieval accuracy on the LoCoMo benchmark<\/strong>.<\/p>\n<\/p>\n<p>I would love the community\u2019s feedback on our architecture. Drop any questions below I\u2019ll be here all day answering them! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using Byterover for a while with Claude Code for memory management with my team at Studio1. And that was a great experience. Having used OpenClaw for last month, I can definitely say the experience wasn’t that good. And I am so excited to try out ByteRover with OpenClaw. huge congrats to the team<\/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\/@shivaylamba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivaylamba<\/a> Thanks so much Shivay! Really appreciate the support.<\/p>\n<p>It’s been awesome seeing the Studio1 team use the .brv tree to maintain context across Claude Code sessions. The shift to OpenClaw is exactly why we built the new CLI we realized the memory architecture needed to be completely agnostic of the agent running on top of it.<\/p>\n<p>Let me know how the deterministic retrieval feels with OpenClaw compared to the native vector setup once you get it running!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>70% token savings is the real headline here. The <a href=\"http:\/\/MEMORY.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MEMORY.md<\/a> approach works until you hit ~50k tokens of context and your agent starts hallucinating its own history. Context-tree architecture is the right abstraction – hierarchical retrieval instead of dumping everything into the prompt. 26k users in a week tells you people were desperate for this.<\/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>Agent amnesia is the most underrated bottleneck in agentic workflows \u2014 an agent that forgets what it just debugged three turns ago is essentially starting from scratch every time. The 40-70% token reduction from selective retrieval instead of blindly injecting everything is a massive cost saving at scale. How does the deterministic file-based approach handle conflicting memories when two team members’ agents produce different context about the same codebase section?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hey Sviatoslav! You hit the nail on the head: amnesia is the final boss of autonomy.<\/p>\n<p>To answer your question about conflicting memories: this is exactly why we chose a structured file system over a raw vector DB. When two agents produce conflicting context, our retrieval engine handles it deterministically rather than probabilistically.<\/p>\n<p>Our composition logic works on a strict hierarchy:<br \/><strong>Personal Tree > Project Tree > Team Tree<\/strong><\/p>\n<p>If an agent sees a conflict between a team-level architectural pattern and a personal-level override for a specific session, the system deterministically favors the <em>closest<\/em> node (Personal\/Project). If there is a direct conflict at the exact same level, we default to the most recent timestamp (updatedAt in the Markdown frontmatter).<\/p>\n<p>Because the memory is just Markdown files, if the conflict persists, a human developer can simply open the .brv\/context-tree folder, read the two text files, and manually delete the outdated one\u2014something that is nearly impossible to debug inside a black-box vector database!<\/p>\n<p>Would love to hear how you guys are handling context bloat over at Snippets!<\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thanks for asking.<br \/>Conflicting memories across agents is a real problem, and brv addresses it at two levels. This work is in progress and will be released real soon. At ByteRover, we deliver weekly and biweekly.<br \/>First, branching keeps agent memories isolated by default. Human-in-the-loop enforces a human gate before conflicting writes are finalized. Neither alone is sufficient – branching without review just defers the conflict; review without branching means every write races against every other. Together they give you the same conflict resolution model teams already use for code: isolated branches, explicit integration, human judgment on high-impact changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>100% agree the default memory setup can get noisy fast. The win is separating short-term daily logs from curated long-term memory + good retrieval. Less token burn, better continuity, fewer hallucinated \u201cmemories\u201d.<\/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>Goodl luck today! Question: How does ByteRover achieve 92%+ retrieval accuracy with file-based memory. Are you using embedding indexes with semantic ranking, or a hybrid approach combining structured metadata and vector search?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of a free, local version with no friction (no accounts required) really motivates me to try our the CLI.<\/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>Seeing >92% retrieval accuracy on pure file\u2011based memory is impressive – especially given the usual latency vs. persistence trade\u2011off. I\u2019m curious how you keep the index in sync when source files are edited in place; do you rely on a change\u2011detection layer or periodic re\u2011embedding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Great question Liora! This is the exact latency vs. persistence trade-off we spent months tuning.<\/p>\n<p>We do <em>not<\/em> do periodic re-embedding (that burns way too many tokens and kills local performance). Instead, we rely on a change-detection layer.<\/p>\n<p>Because ByteRover runs as a local daemon, it watches the .brv\/context-tree for file-system events. When a user (or an agent) edits a markdown file in place, the daemon instantly catches the diff. We then do a lightweight re-index of <em>just that specific file<\/em> and update the updatedAt metadata.<\/p>\n<p>This keeps the index perfectly in sync in real-time, with almost zero latency or token overhead. The file system does all the heavy lifting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using ByteRover for a while and really love the ease of set up, work smoothly from my IDE. Can’t wait to get my hand on the OpenClaw version.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a cure for agent amnesia<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Interesting approach with local file-based memory. How does this compare to cloud-based memory layers for non-developer users?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What does this do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve been using this for the last month to solve what I call “cognitive debt.” I was losing about 15 minutes every morning just re-explaining my architecture and past decisions to my coding agents. Vector similarity wasn’t cutting it\u2014it would hallucinate or pull the wrong files. Moving to a curated Context Tree (domain\u2192topic\u2192subtopic) completely fixed the amnesia. The fact that the memory is just markdown files makes it so easy to version control and review. It\u2019s like my agent actually “remembers” where we left off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@littlecrando\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@littlecrando<\/a> Thank you so much! I absolutely love the term ‘cognitive debt.’ That is exactly the friction we set out to eliminate.<\/p>\n<p>Spending 15 minutes every morning just re-onboarding your agent to your own codebase completely kills the flow state. It’s awesome to hear that the deterministic domain\u2192topic\u2192subtopic hierarchy is keeping the agent locked into your actual architecture instead of hallucinating based on vectors.<\/p>\n<p>Thanks for being an early adopter and testing it over the last month!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AK5JCO2FRGJD6R\" class=\"app-title\">Morgen<\/a><\/p>\n<div class=\"one-liner\">Your entire morning in one tab.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684\u6668\u95f4\u4eea\u8868\u76d8\u5e94\u7528\uff0c\u901a\u8fc7\u805a\u5408\u5929\u6c14\u3001\u94fe\u63a5\u3001\u4e16\u754c\u65f6\u949f\u7b49\u5e38\u7528\u4fe1\u606f\u4e8e\u5355\u4e00\u9875\u9762\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u65e9\u6668\u9700\u8981\u9891\u7e41\u5207\u6362\u591a\u4e2a\u6807\u7b7e\u9875\u548c\u5e94\u7528\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\/f661bcfa-2a26-4947-8c43-3826eac4f778.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43ebe971-f55e-4945-addd-9e8b10d07f36.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6668\u95f4\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u53f7<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u5206\u6563\u75db\u70b9\u53ca\u5f00\u6e90\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u57f9\u517b\u4f7f\u7528\u4e60\u60ef\uff08\u6838\u5fc3UX\u6311\u6218\uff09\u3001\u662f\u5426\u652f\u6301\u6309\u65e5\u81ea\u5b9a\u4e49\u3001\u4ee5\u53caMac\u5b89\u88c5\u5b89\u5168\u8b66\u544a\u3002\u5f00\u53d1\u8005\u79ef\u6781\u5f15\u5bfc\u7528\u6237\u81f3GitHub\u8d21\u732e\u4ee3\u7801\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 Morgen\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u51cf\u6cd5\u201d\u4e0e\u201c\u4e3b\u6743\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u7f57\u5217\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u4ee3\u6570\u5b57\u751f\u6d3b\u75fc\u75be\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u201c\u5206\u5e03\u5f0f\u6469\u64e6\u201d\u8fd9\u4e00\u9690\u5f62\u65f6\u95f4\u6740\u624b\u2014\u2014\u5c06\u7528\u6237\u4ece\u591a\u6807\u7b7e\u5207\u6362\u3001\u8d26\u53f7\u767b\u5f55\u3001\u7b97\u6cd5\u5e72\u6270\u548c\u9690\u79c1\u62c5\u5fe7\u4e2d\u5f7b\u5e95\u89e3\u653e\u3002\u5176\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u4e91\u3001\u65e0\u8ffd\u8e2a\u201d\u7684\u7acb\u573a\uff0c\u5728\u6570\u636e\u5546\u54c1\u5316\u65f6\u4ee3\u6784\u6210\u4e86\u4e00\u79cd\u5e26\u6709\u7406\u60f3\u4e3b\u4e49\u8272\u5f69\u7684\u53cd\u53db\uff0c\u662f\u5176\u6700\u950b\u5229\u7684\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u4e5f\u5728\u4e8e\u6b64\u3002\u5c06\u4e00\u5207\u7f6e\u4e8e\u672c\u5730\uff0c\u56fa\u7136\u8d62\u5f97\u4e86\u9690\u79c1\uff0c\u5374\u53ef\u80fd\u727a\u7272\u4e86\u8de8\u8bbe\u5907\u540c\u6b65\u7684\u4fbf\u5229\u6027\uff0c\u8fd9\u4e0e\u7528\u6237\u65e5\u76ca\u6d41\u52a8\u7684\u5de5\u4f5c\u751f\u6d3b\u5f62\u6001\u5b58\u5728\u6f5c\u5728\u77db\u76fe\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u201c\u4e60\u60ef\u517b\u6210\u201d\u95ee\u9898\u76f4\u51fb\u8981\u5bb3\uff1a\u4e00\u4e2a\u9700\u8981\u4e3b\u52a8\u6253\u5f00\u7684\u5e94\u7528\uff0c\u5982\u4f55\u4e0e\u624b\u673a\u901a\u77e5\u3001\u6d4f\u89c8\u5668\u4e3b\u9875\u7b49\u88ab\u52a8\u5f0f\u5165\u53e3\u7ade\u4e89\u7528\u6237\u7684\u6668\u95f4\u6ce8\u610f\u529b\uff1f\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u884c\u4e3a\u8bbe\u8ba1\u5b66\u7684\u6df1\u5c42\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u5f00\u6e90\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u5efa\u7acb\u4e86\u4fe1\u4efb\uff0c\u5438\u5f15\u4e86\u8d21\u732e\uff0c\u907f\u514d\u4e86\u201c\u672a\u6765\u53d8\u8ba2\u9605\u201d\u7684\u62c5\u5fe7\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4e5f\u53ef\u80fd\u610f\u5473\u7740\u6838\u5fc3\u4f53\u9a8c\u7684\u8fed\u4ee3\u901f\u5ea6\u548c\u4ea7\u54c1\u5316\u6df1\u5ea6\u4f9d\u8d56\u4e8e\u793e\u533a\u70ed\u60c5\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0cMorgen\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u6253\u9020\u7684\u201c\u6982\u5ff5\u8bc1\u660e\u201d\uff0c\u5b83\u6210\u529f\u5b9a\u4e49\u4e86\u4e00\u7c7b\u9700\u6c42\uff0c\u5e76\u6811\u7acb\u4e86\u9690\u79c1\u81f3\u4e0a\u7684\u5f00\u53d1\u8303\u5f0f\u3002\u4f46\u5176\u80fd\u5426\u4ece\u6781\u5ba2\u7684\u7cbe\u81f4\u73a9\u5177\uff0c\u6210\u957f\u4e3a\u5927\u4f17\u7684\u65e5\u5e38\u4e60\u60ef\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u54f2\u5b66\u7eaf\u7cb9\u6027\u7684\u540c\u65f6\uff0c\u5728\u7528\u6237\u4f53\u9a8c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u2014\u2014\u5c24\u5176\u662f\u4e60\u60ef\u89e6\u53d1\u548c\u6709\u9650\u5b9a\u5236\u5316\u4e0a\u2014\u2014\u627e\u5230\u66f4\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\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\">Morgen<\/span>\n <\/div>\n<div class=\"comment-content\">Every morning you open 12 tabs, check the weather on your phone, wonder what time it is in Tokyo, forget which subscription renews today, and lose 50 minutes before your day even starts. Morgen replaces all of that with a single page. It’s a local-first morning dashboard: weather, links, world clocks, site monitors, subscriptions, moon phase. It runs entirely on your machine. No account. No cloud. No tracking. You open it, you do your morning check-in, you close it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I wanted a single page I could open every morning that told me everything I needed to know. Without logging into anything, without notifications, without an algorithm deciding what’s important. So I built it as a local app and share it in MIT License.<\/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>Nice, we could add some bookmarks tab too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a> We can, feel free to contribute <a href=\"https:\/\/github.com\/by-conceptuel\/morgen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Contribute to Morgen on Github<\/a> \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>How did you get that idea to sell the art with this tool? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> I’m not selling art, it’s an open source app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This only works if it becomes a daily habit, which is the hardest UX problem to solve. Is there anything in the app that helps build that routine, or is it left entirely up to the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>my macbook isnt accepting it says security risk?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely thought this was a rebrand of <a href=\"https:\/\/www.producthunt.com\/products\/morgen\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"morgen\" target=\"_blank\" rel=\"noopener\">@Morgen<\/a> … <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you Lev! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Replacing the 12-tab morning ritual with a single local-first dashboard is solving a problem most people don’t even realize costs them 50 minutes because the friction is distributed across so many small actions. The MIT license and zero-cloud approach means you can trust it won’t become another subscription service down the road. Is the dashboard customizable per day of the week \u2014 for instance, showing different widgets on workdays versus weekends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Feel free to contribute on it <a href=\"https:\/\/github.com\/by-conceptuel\/morgen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Morgen Github<\/a> ! I’m open to all improvements feedbacks thank you \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/U6UXO7VSDAEYY5\" class=\"app-title\">LaterAI<\/a><\/p>\n<div class=\"one-liner\"> AI-powered reading, 100% on your device<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b8c\u5168\u5728\u8bbe\u5907\u7aef\u8fd0\u884cAI\u7684\u79c1\u4eba\u9605\u8bfb\u5e94\u7528\uff0c\u901a\u8fc7\u672c\u5730\u5316\u5904\u7406\u4fdd\u5b58\u7684\u6587\u7ae0\uff0c\u5728\u65e0\u9700\u7f51\u7edc\u3001\u4e0d\u6cc4\u9732\u6570\u636e\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u6458\u8981\u3001\u8bed\u97f3\u6717\u8bfb\u3001\u6bcf\u65e5\u6458\u8981\u7b49\u667a\u80fd\u9605\u8bfb\u670d\u52a1\uff0c\u89e3\u51b3\u4e86\u6ce8\u91cd\u9690\u79c1\u7684\u7528\u6237\u5bf9\u4e91\u7aef\u6570\u636e\u6cc4\u9732\u548c\u5546\u4e1a\u5316\u8ffd\u8e2a\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\/f587d666-b68e-4a5b-b860-026d70676875.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8edeba42-b31f-4dd1-976c-5d937a7fb2d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa61c2c1-a59c-4c6c-a1a0-806cf352c4da.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\">News<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d88\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u771f\u6b63\u7684\u8bbe\u5907\u7aef\u9690\u79c1\u4fdd\u62a4\u3001\u53ef\u9009\u7684\u9605\u8bfb\u6253\u5361\u673a\u5236\u53ca\u901a\u77e5\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5173\u4e8e\u672c\u5730\u6a21\u578b\u5927\u5c0f\u4e0e\u7535\u6c60\u5f71\u54cd\u7684\u7591\u95ee\uff0c\u79f0\u6a21\u578b\u8f7b\u91cf\u3001\u5904\u7406\u65f6\u95f4\u77ed\u3001\u5bf9\u7535\u6c60\u5f71\u54cd\u4e0d\u660e\u663e\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 LaterAI\u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u9690\u79c1\u9738\u6743\u201d\uff0c\u5b83\u5de7\u5999\u5730\u5c06\u201c\u8bbe\u5907\u7aefAI\u201d\u4f5c\u4e3a\u6280\u672f\u8d1e\u64cd\u5e26\uff0c\u76f4\u51fb\u5f53\u524d\u4e91\u7aefAI\u670d\u52a1\u6570\u636e\u6ee5\u7528\u7684\u666e\u904d\u7126\u8651\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975eAI\u80fd\u529b\u672c\u8eab\u2014\u2014\u672c\u5730\u5c0f\u6a21\u578b\u7684\u6458\u8981\u548c\u95ee\u7b54\u8d28\u91cf\u5fc5\u7136\u65e0\u6cd5\u4e0e\u4e91\u7aef\u5927\u6a21\u578b\u6297\u8861\u2014\u2014\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u5c01\u95ed\u4e14\u53ef\u4fe1\u7684\u201c\u6570\u636e\u65e0\u83cc\u5ba4\u201d\u3002\u5b83\u8d29\u5356\u7684\u662f\u4e00\u79cd\u63a7\u5236\u611f\uff1a\u4f60\u7684\u9605\u8bfb\u6e05\u5355\u4e0d\u518d\u662f\u8bad\u7ec3\u522b\u4eba\u6a21\u578b\u7684\u9972\u6599\uff0c\u4f60\u7684\u62d6\u5ef6\u75c7\u4e0d\u518d\u88ab\u8f6c\u5316\u4e3a\u7528\u6237\u7c98\u6027\u6570\u636e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u81f4\u7684\u672c\u5730\u5316\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5fc5\u7136\u727a\u7272\u4e86\u529f\u80fd\u7684\u6df1\u5ea6\u4e0e\u534f\u540c\u7684\u4fbf\u5229\u6027\u3002\u6240\u8c13\u7684\u201c\u4e2a\u6027\u5316\u63a8\u8350\u201d\u53ea\u80fd\u57fa\u4e8e\u5355\u8bbe\u5907\u7684\u5386\u53f2\u6570\u636e\uff0c\u5176\u89c6\u91ce\u548c\u7cbe\u51c6\u5ea6\u5b58\u7591\uff1b\u901a\u8fc7iCloud\u7684\u540c\u6b65\u867d\u58f0\u79f0\u79c1\u6709\uff0c\u4f46\u4ecd\u4f9d\u8d56\u82f9\u679c\u751f\u6001\uff0c\u5e76\u975e\u7edd\u5bf9\u81ea\u4e3b\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u4e5f\u9690\u6666\u4e0d\u660e\uff0c\u4e00\u6b21\u6027\u4ed8\u8d39\u6216\u6350\u8d60\u6216\u662f\u552f\u4e00\u51fa\u8def\uff0c\u957f\u671f\u7ef4\u62a4\u52a8\u529b\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLaterAI\u662f\u6570\u5b57\u6781\u7b80\u4e3b\u4e49\u8005\u548c\u9690\u79c1\u539f\u6559\u65e8\u4e3b\u4e49\u8005\u7684\u7cbe\u81f4\u73a9\u5177\u3002\u5b83\u8bc1\u660e\u4e86\u5728\u7279\u5b9a\u5782\u76f4\u573a\u666f\u4e0b\uff0c\u7528\u6237\u613f\u610f\u7528\u667a\u80fd\u7684\u201c\u5e7f\u5ea6\u201d\u548c\u201c\u6df1\u5ea6\u201d\u6765\u4ea4\u6362\u7edd\u5bf9\u7684\u201c\u63a7\u5236\u6743\u201d\u3002\u4f46\u5b83\u4e5f\u5c16\u9510\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5728AI\u65f6\u4ee3\uff0c\u6781\u81f4\u7684\u9690\u79c1\u662f\u5426\u5fc5\u7136\u610f\u5473\u7740\u667a\u80fd\u7684\u964d\u7ea7\u4e0e\u81ea\u6211\u7684\u6570\u5b57\u5b64\u5c9b\uff1f\u8fd9\u6b3e\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u4e0d\u5728\u4e8e\u5176AI\u6709\u591a\u5f3a\uff0c\u800c\u5728\u4e8e\u6709\u591a\u5c11\u4eba\u5c06\u201c\u6570\u636e\u4e3b\u6743\u201d\u7f6e\u4e8e\u201c\u667a\u80fd\u4fbf\u5229\u201d\u4e4b\u4e0a\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\">LaterAI<\/span>\n <\/div>\n<div class=\"comment-content\">LaterAI turns saved articles into a personal reading experience powered entirely by on-device AI. No sign-ups. No cloud. No data leaving your phone. Save from any app with one tap. Listen with built-in TTS engines offline. Get AI summaries, daily digests with quizzes and hot takes, and personalized recommendations, all running on-device. Explore 150+ curated sources, track reading streaks, and highlight what matters. No account. No tracking. Your reading habits are nobody’s business but yours.<\/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 LaterAI because I was tired of read-later apps that need an account, sync to someone else’s cloud, and treat my reading habits as data to monetize. <\/p>\n<p>I wanted something different: an app where AI actually helps you read, summarize, text-to-speech, smart digests, but the best part is that everything stays on your phone. No servers. No analytics. No “sign in to continue.”<\/p>\n<p>A few things I’m proud of:<br \/>\n\ud83d\udd07 Two TTS engines that run offline: they handle abbreviations, numbers, and natural pausing so articles actually sound good. Looking forward for you to try it out. <\/p>\n<p>\ud83e\udde0 On-device AI digests: every day you get theme insights, quiz cards, and hot takes generated from your saved articles, all without an API call<\/p>\n<p>\ud835\udd4f Supports social media platforms such as X, Reddit, or even LinkedIn <\/p>\n<p>\ud83d\udd12 Truly private: thanks to Apple Silicon, there’s no backend. I couldn’t see your data even if I wanted to. But it\u2019s still synced across all devices (through private iCloud CloudKit). <\/p>\n<p>This is a solo project and I’d love your feedback. What features would make LaterAI your go-to reader? <\/p>\n<p>Happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Alright, so I just tried out the app, and one thing I would definitely say that I like about it is that streaks are optional instead of being forced to commit to a reading goal. <\/p>\n<\/p>\n<p>I also like that the app notifies you with an article pick and to finish an article. <\/p>\n<\/p>\n<p>This is a really cool app!<\/p>\n<\/p>\n<p>Congrats on your launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running AI summaries and daily digests entirely on-device with zero cloud dependency is the privacy gold standard that most “private” apps claim but don’t deliver. The quiz cards generated from saved articles are a clever retention mechanic that actually reinforces what you read. How large is the on-device model, and does it noticeably impact battery life during longer digest generation sessions on older iPhones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@svyat_dvoretski <\/p>\n<p>Great question and thanks for noticing the on-device approach, that was really important to me.<\/p>\n<p>The model is relatively small and optimized for Apple\u2019s on-device ML stack. In practice, generating a digest or quiz cards only takes a few seconds and runs as a short burst of processing rather than a long session.<\/p>\n<p>So far I haven\u2019t seen any noticeable battery impact in testing, even on older iPhones. It might take a bit longer to generate, but the workload is brief and stops immediately after the digest is created.<\/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<\/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\/D2DXSMVL7NZECW\" class=\"app-title\">Aura Water: Private Hydration<\/a><\/p>\n<div class=\"one-liner\">Offline water tracker with a private AI hydration coach<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b8c\u5168\u79bb\u7ebf\u8fd0\u884c\u7684\u79c1\u5bc6AI\u996e\u6c34\u6559\u7ec3\u5e94\u7528\uff0c\u901a\u8fc7\u201c\u996e\u6c34\u80fd\u91cf\u6761\u201d\u7b49\u65e0\u6469\u64e6\u8bbe\u8ba1\uff0c\u5728\u4fdd\u62a4\u9690\u79c1\u7684\u540c\u65f6\uff0c\u5e2e\u52a9\u7528\u6237\u3001\u7279\u522b\u662f\u6ce8\u91cd\u9690\u79c1\u6216ADHD\u4eba\u7fa4\uff0c\u8f7b\u677e\u5efa\u7acb\u89c4\u5f8b\u996e\u6c34\u4e60\u60ef\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\/54a42594-f657-45f6-a959-18339504ef0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d797f97e-8c9b-4186-bae8-83b722566723.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c9203a5-ae8b-4558-8de1-0f1eaafd1155.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf557040-6305-46d4-8668-664b7d85b685.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5092aabc-e3ef-4fed-ac5c-c8c31bdf5f7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bc088df-6fd2-4618-928f-5684488d0dd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9380e27b-34d6-4c9b-b832-eaca6a360ab2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef2aa94d-d754-48b2-9b27-48aea3a676c4.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\/298e8ab9-a53e-4bc1-b436-676d2e55457d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XaPNYHbiiKg\"><source src=\"https:\/\/youtu.be\/XaPNYHbiiKg\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u996e\u6c34\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u65e0\u6570\u636e\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">ADHD\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u9690\u79c1\u4f18\u5148\u4e0eADHD\u53cb\u597d\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u201c\u996e\u6c34\u80fd\u91cf\u6761\u201d\u6982\u5ff5\u5de7\u5999\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95eeApple Watch\u652f\u6301\uff08\u56e2\u961f\u786e\u8ba4\u5df2\u57282026\u8def\u7ebf\u56fe\u4e2d\uff09\u3001\u5efa\u8bae\u4f18\u5316\u5e94\u7528\u5546\u5e97\u89c6\u89c9\u5c55\u793a\u4ee5\u66f4\u597d\u4f20\u8fbe\u4ea7\u54c1\u6545\u4e8b\u3001\u8be2\u95eeAI\u4e2a\u6027\u5316\u539f\u7406\u53ca\u4e0e\u667a\u80fd\u6c34\u676f\u7b49\u786c\u4ef6\u6574\u5408\u7684\u53ef\u80fd\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 Aura Water \u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u996e\u6c34\u8ffd\u8e2a\u5de5\u5177\u7684\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u5065\u5eb7\u79d1\u6280\u5546\u4e1a\u6a21\u5f0f\u7684\u4e00\u6b21\u9759\u9ed8\u53cd\u53db\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201cAI\u6559\u7ec3\u201d\u7684\u6280\u672f\u5947\u89c2\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4e3b\u6743\u5065\u5eb7\u201d\u8fd9\u4e00\u7406\u5ff5\u4ea7\u54c1\u5316\uff1a\u901a\u8fc7\u5c06AI\u6a21\u578b\u5b8c\u5168\u672c\u5730\u5316\uff0c\u5b83\u65a9\u65ad\u4e86\u7528\u6237\u6570\u636e\u88ab\u5546\u54c1\u5316\u7684\u9ed8\u8ba4\u8def\u5f84\uff0c\u5c06\u9690\u79c1\u4ece\u53ef\u9009\u9879\u53d8\u4e3a\u67b6\u6784\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u7528\u201c\u65e0\u6469\u64e6\u201d\u4f53\u9a8c\u6765\u5bf9\u51b2\u201c\u5f3a\u9690\u79c1\u201d\u53ef\u80fd\u5e26\u6765\u7684\u529f\u80fd\u727a\u7272\u3002\u9488\u5bf9ADHD\u7fa4\u4f53\u6216\u6df1\u5ea6\u5de5\u4f5c\u573a\u666f\u8bbe\u8ba1\u7684\u201c\u996e\u6c34\u80fd\u91cf\u6761\u201d\u548c\u6781\u901f\u8bb0\u5f55\uff0c\u76f4\u51fb\u4f20\u7edf\u4e60\u60ef\u5e94\u7528\u56e0\u8bb0\u5f55\u7e41\u7410\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u7684\u75db\u70b9\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u5173\u952e\u6d1e\u5bdf\uff1a\u771f\u6b63\u7684\u7528\u6237\u53cb\u597d\uff0c\u662f\u4f53\u9a8c\u4e0e\u638c\u63a7\u6743\u7684\u53cc\u91cd\u8d4b\u4e88\u2014\u2014\u65e2\u4e0d\u8ba9\u7528\u6237\u611f\u5230\u9ebb\u70e6\uff0c\u4e5f\u4e0d\u8ba9\u7528\u6237\u611f\u5230\u88ab\u7aa5\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u5b8c\u5168\u79bb\u7ebf\u7684\u67b6\u6784\u867d\u4fdd\u969c\u4e86\u9690\u79c1\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u6570\u636e\u7684\u591a\u7aef\u540c\u6b65\u4e0e\u957f\u671f\u6df1\u5ea6\u5206\u6790\u6f5c\u529b\uff0c\u8fd9\u4e0e\u73b0\u4ee3\u7528\u6237\u8de8\u8bbe\u5907\u65e0\u7f1d\u4f53\u9a8c\u7684\u671f\u5f85\u5b58\u5728\u5f20\u529b\u3002\u6b64\u5916\uff0c\u5c06\u201c\u9690\u79c1\u201d\u4f5c\u4e3a\u4e3b\u8981\u5356\u70b9\uff0c\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u7ea2\u6d77\u5e02\u573a\u4e2d\uff0c\u9700\u8981\u6301\u7eed\u6559\u80b2\u7528\u6237\u8ba4\u77e5\u5176\u6df1\u5c42\u4ef7\u503c\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5ba3\u8a00\u5f0f\u4ea7\u54c1\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u6709\u591a\u5c11\u7528\u6237\u613f\u610f\u7528\u201c\u53ef\u80fd\u7684\u4e91\u7aef\u4fbf\u5229\u201d\u6765\u4ea4\u6362\u201c\u786e\u5b9a\u7684\u6570\u636e\u4e3b\u6743\u201d\u3002\u5b83\u7684\u672a\u6765\uff0c\u5728\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u4e3b\u6743\u6846\u67b6\u201d\u6269\u5c55\u81f3\u66f4\u590d\u6742\u7684\u5065\u5eb7\u6307\u6807\uff0c\u4ece\u800c\u7531\u4e00\u4e2a\u5229\u57fa\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u4e00\u79cd\u53ef\u88ab\u5e7f\u6cdb\u9a8c\u8bc1\u7684\u65b0\u8303\u5f0f\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\">Aura Water: Private Hydration<\/span>\n <\/div>\n<div class=\"comment-content\">Aura Water is an offline water tracker with a private AI hydration coach and zero data collection. Perfect for privacy-conscious and ADHD-friendly habit building. Track daily intake with streak tracking. Set personalized hydration reminders based on your schedule. Access detailed hydration insights. Built for people who want better health habits without invasive data collection\u2014no accounts, no cloud, everything runs locally on your phone.<\/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! \ud83d\udc4b I\u2019m Divya, and we built Aura Water because we were tired of health apps treating our biology like a commodity.<\/p>\n<\/p>\n<p>Most trackers harvest your data and sell it to third parties. We took a different path with our <strong>‘Sovereign Health’ framework<\/strong>: <strong><em>100% Offline AI<\/em><\/strong><em>: Your hydration coach lives on your phone, not a server. <\/em><strong>Zero Friction<\/strong>: No accounts, no cloud sync, and no invasive data collection. <strong>ADHD-Friendly<\/strong>: We replaced boring logs with a ‘hydration battery’ and interactive avatars to make habits stick.<\/p>\n<\/p>\n<p>We believe health tech shouldn’t be a surveillance business. Check out our deep dive on <strong>Kidney Sovereignty<\/strong> here: <a href=\"https:\/\/locikit.com\/blog\/posts\/health\/privacy\/kidney-sovereignty\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Article<\/a>.<\/p>\n<\/p>\n<p>I\u2019ll be here all day to answer questions. How do you stay hydrated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hydration battery concept is such a clever way to gamify something as simple as drinking water. And the fact that it adapts to activity levels and weather without sending anything to the cloud is impressive. I always forget to drink during long work sessions so the ADHD friendly design resonates. Is there Apple Watch support for quick logging without pulling out the phone?<\/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>Thanks for the kind words, <a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Ignacio! \u26a1 We\u2019re so glad the ‘Hydration Battery’ concept resonates with you. We purposely designed it that way because we know how ‘invisible’ basic needs like hydration can become during deep work sessions or for the ADHD community.<\/p>\n<p>Regarding your question: <strong>Yes, we are actively working on Apple Watch support!<\/strong> \u231a<\/p>\n<p>It is a top priority on our roadmap for 2026. We are currently perfecting the on-device AI integration for watchOS to ensure that quick logging remains just as private, fast, and ‘offline-first’ as the mobile experience. We want you to be able to log your water and check your battery status with just a glance at your wrist.<\/p>\n<p>Stay tuned for updates, and thanks again for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> I totally agree with you, Ignacio! The ADHD-friendly design is what really set Aura apart for me too. \u26a1 It\u2019s so rare to find a tool that is this fast and actually respects your focus. And knowing the team is already working on that <strong>Apple Watch<\/strong> integration is huge\u2014it\u2019s going to make that ‘frictionless’ logging even better. Can’t wait for that update!”<\/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>Really interesting idea, especially the privacy first hydration tracking.<\/p>\n<p>One small observation from the launch visuals. The screenshots feel a bit similar and don\u2019t fully tell the product story yet. On App Store, stronger visual storytelling could help highlight features like the AI hydration insights and privacy angle much better.<\/p>\n<p>Improving this could also help users understand the value faster, which can lead to higher app downloads and better engagement metrics.<\/p>\n<p>Curious to see how the product evolves.<\/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>Great insights <a href=\"https:\/\/www.producthunt.com\/@designer_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designer_aj<\/a>, Ajay! \ud83d\ude80 We’re seeing a big shift toward users wanting more control over their data, and Aura Water is our first step in that direction for Locikit Studio. By keeping the logic local, we ensure the app stays fast and secure. Would love to hear your thoughts on how we can expand this ‘offline-first’ approach to other health metrics!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designer_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designer_aj<\/a> Thanks for the support, Ajay! Really glad the on-device focus resonates with 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>One of my favorite things about Aura is the <strong>ADHD-friendly design<\/strong>. \u26a1 We purposely made it lightning-fast to log your water so you can stay healthy without the app feeling like a distraction. Would love to hear from other productivity fans\u2014how do you manage your hydration during deep work sessions?<\/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>That\u2019s useful \u2014 congrats!<\/p>\n<p>Could you clarify one thing: are you using AI for some kind of personalized methodology, or mainly for message generation?<\/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>Great question, <a href=\"https:\/\/www.producthunt.com\/@alexeyglukharev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexeyglukharev<\/a> Alexey! It\u2019s definitely more than just message generation. \ud83e\udde0 Our on-device AI uses a <strong>personalized methodology<\/strong> that analyzes your specific hydration patterns, activity levels, and local weather data to dynamically adjust your ‘Hydration Battery’ in real-time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s very cool. I recently saw smart bottles that track your hyderation and remind you to drink at set intervals. Any plans to extend to hardware like that? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> That\u2019s a great question, Roop! Smart bottles are a cool piece of tech, but they often come with their own proprietary (and often cloud-heavy) apps.<\/p>\n<p>Currently, Aura Water is focused on being the most frictionless <strong>standalone<\/strong> experience\u2014using our ‘Hydration Battery’ and on-device AI to make logging feel like second nature. That said, we are exploring privacy-preserving ways to integrate with health ecosystems in the future. Our goal is to stay ‘Sovereign’\u2014keeping you in control of the data regardless of the hardware you use!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great question, <a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Roop! \ud83d\udd12 By keeping the AI models local to the hardware, we ensure that your personal health habits never leave your phone. No servers, no tracking\u2014just pure utility. We\u2019d love to hear your feedback once you\u2019ve had a chance to test it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank You<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks so much, <a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Lev! \ud83d\ude80 We’re so excited to finally have Aura Water out in the world. Being in the Featured list today is a huge milestone for Locikit Studio. Let us know if you have any feature requests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Making a water tracker fully offline and private is a refreshingly honest approach \u2014 most health apps collect way more data than they need for their core function. An AI hydration coach that runs locally without sending your habits to a server shows that privacy and personalization don’t have to be mutually exclusive. Does the AI adapt recommendations based on activity level or weather, or is it purely based on manual intake logging?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Spot on, Smilando! You\u2019ve touched on the core of why we built this. To answer your question: the AI coach actually looks at <strong>both<\/strong>.<\/p>\n<p>While manual logs provide the baseline, the on-device model can factor in your physical activity levels and even local environmental factors (like heatwaves) to adjust your goals. The magic is that all this computation happens strictly on your chip, so we never have to ‘phone home’ with your location or health data. It\u2019s personalization without the surveillance<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Exactly, <a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Sviatoslav! \ud83d\udee1\ufe0f We noticed that ‘privacy’ is often just a marketing buzzword, but we wanted it to be the core architecture. Building the AI to stay strictly on-device was a challenge, but seeing the community appreciate it makes it all worth it. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built habit tracking into FuelOS and the single biggest drop-off point was the logging step itself. How many taps does it take to log a glass of water from a locked screen? That number matters more than almost anything else for daily retention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>If this helps me drink water as consistently as I check Slack, I\u2019m sold.<\/p>\n<p>Congrats on the launch<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XWRQ6EOGFY6E3R\" class=\"app-title\">Mooon<\/a><\/p>\n<div class=\"one-liner\">One-step Japanese Document Processing Engine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mooon\u662f\u4e00\u6b3e\u4e00\u7ad9\u5f0f\u65e5\u8bed\u6587\u6863\u5904\u7406\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6392\u7248\u4f18\u5316\u3001\u6ce8\u97f3\u3001\u7ffb\u8bd1\u53ca\u6709\u58f0\u4e66\u751f\u6210\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u65e5\u8bed\u5b66\u4e60\u8005\u548c\u7814\u7a76\u8005\u5728\u9605\u8bfb\u3001\u5904\u7406\u65e5\u6587\u6587\u732e\u65f6\u6d41\u7a0b\u7e41\u7410\u3001\u7406\u89e3\u56f0\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d7e58d01-29fe-4b28-b050-d5c507366fe4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kT-EN4ejVLI&t=1s\"><source src=\"https:\/\/www.youtube.com\/watch?v=kT-EN4ejVLI&t=1s\" 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\/a5b3558c-a732-4bee-aac5-008bf0d65bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a73acf26-6ebf-4642-aa29-045547a24102.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ab08a17-8103-4a09-b9cc-cd15f505a6dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dd67eef-71de-4445-a018-961044463084.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/019a3ba8-6acb-45bb-8947-7b54b2509b2a.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\">Novels<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e5\u8bed\u6587\u6863\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u5149\u5b66\u5b57\u7b26\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u65e5\u672c\u6587\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u662f\u81ea\u52a8\u6ce8\u97f3\u548c\u7ad6\u6392\u8f6c\u6a2a\u6392\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u65b9\u8a00\u97f3\u8c03\u7684\u6709\u58f0\u4e66\u3001\u672a\u6765\u4f1a\u5426\u652f\u6301\u5176\u4ed6CJK\u8bed\u8a00\u3001\u6280\u672f\u67b6\u6784\u662f\u672c\u5730\u8fd8\u662f\u4e91\u7aef\u5904\u7406\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301Kindle\u683c\u5f0f\u8f6c\u6362\u3002\u5f00\u53d1\u8005\u5bf9\u90e8\u5206\u95ee\u9898\u8fdb\u884c\u4e86\u56de\u590d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mooon\u7684\u201c\u4e00\u7ad9\u5f0f\u201d\u5b9a\u4f4d\uff0c\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u751f\u4ea7\u529b\u5de5\u5177\u957f\u671f\u5ffd\u89c6\u7684\u5782\u76f4\u7f1d\u9699\u2014\u2014\u65e5\u8bed\u6587\u6863\u7684\u6df1\u5ea6\u9884\u5904\u7406\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5355\u4e00\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06OCR\u3001\u5e03\u5c40\u5206\u6790\u3001\u8bed\u4e49\u7406\u89e3\uff08\u6ce8\u97f3\uff09\u3001\u7ffb\u8bd1\u3001\u8bed\u97f3\u5408\u6210\u7b49\u591a\u4e2a\u590d\u6742\u73af\u8282\uff0c\u6574\u5408\u6210\u4e00\u4e2a\u8fde\u8d2f\u3001\u81ea\u52a8\u5316\u7684\u201c\u7ba1\u9053\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u8ba4\u77e5\u51cf\u8d1f\u201d\u670d\u52a1\uff0c\u5c24\u5176\u9488\u5bf9\u4e2d\u7ea7\u65e5\u8bed\u5b66\u4e60\u8005\u548c\u9700\u8981\u5904\u7406\u65e5\u6587\u5b66\u672f\u6587\u732e\u7684\u7814\u7a76\u8005\uff0c\u5c06\u4ed6\u4eec\u4ece\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u624b\u52a8\u67e5\u8bcd\u3001\u8c03\u6574\u7248\u5f0f\u7684\u788e\u7247\u5316\u52b3\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4fdd\u969c\u4e86\u9605\u8bfb\u4e0e\u7814\u7a76\u7684\u201c\u5fc3\u6d41\u201d\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u5546\u4e1a\u6f5c\u529b\u53ef\u80fd\u8d85\u51fa\u8bed\u8a00\u5b66\u4e60\u8303\u7574\uff0c\u5df2\u89e6\u53ca\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u8fb9\u7f18\uff08\u5982\u5408\u540c\u5ba1\u9605\u6d41\u7a0b\uff09\u3002\u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u7531\u6b64\u6d6e\u73b0\uff1a\u9996\u5148\uff0c\u4f5c\u4e3a\u91cd\u5ea6\u4f9d\u8d56\u4e91\u7aef\u5904\u7406\u7684\u670d\u52a1\uff0c\u5176\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u6027\u5c06\u662f\u4e13\u4e1a\u7528\u6237\u7684\u6838\u5fc3\u5173\u5207\uff1b\u5176\u6b21\uff0c\u201c\u4e00\u7ad9\u5f0f\u201d\u610f\u5473\u7740\u5728\u5404\u4e2a\u73af\u8282\u90fd\u9700\u7ef4\u6301\u9ad8\u7cbe\u5ea6\uff08\u5982\u4e13\u4e1a\u6587\u732e\u7684OCR\u548c\u6ce8\u97f3\u51c6\u786e\u6027\uff09\uff0c\u4efb\u4f55\u4e00\u73af\u7684\u77ed\u677f\u90fd\u4f1a\u653e\u5927\u7528\u6237\u4f53\u9a8c\u7684\u7455\u75b5\uff1b\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u62f7\u95ee\u2014\u2014\u662f\u6301\u7eed\u6df1\u8015\u65e5\u8bed\u8fd9\u4e00\u5782\u76f4\u5e02\u573a\uff0c\u5efa\u7acb\u6781\u9ad8\u58c1\u5792\uff0c\u8fd8\u662f\u5982\u7528\u6237\u6240\u95ee\uff0c\u6a2a\u5411\u6269\u5c55\u81f3\u4e2d\u6587\u3001\u97e9\u8bed\uff0c\u6210\u4e3a\u6cdbCJK\u6587\u6863\u5904\u7406\u5e73\u53f0\uff1f\u540e\u8005\u5e02\u573a\u66f4\u5e7f\uff0c\u4f46\u7ade\u4e89\u4e5f\u66f4\u6fc0\u70c8\uff0c\u4e14\u6bcf\u79cd\u8bed\u8a00\u7684\u5904\u7406\u90fd\u6709\u5176\u72ec\u7279\u96be\u70b9\uff0c\u6269\u5f20\u5e76\u975e\u7b80\u5355\u590d\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMooon\u5c55\u73b0\u4e86\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\u5de5\u4f5c\u6d41\u7684\u6df1\u523b\u6d1e\u5bdf\uff0c\u5176\u4ea7\u54c1\u601d\u8def\u503c\u5f97\u80af\u5b9a\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u201c\u597d\u7528\u7684\u5c0f\u4f17\u5de5\u5177\u201d\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u4e1a\u52a1\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u3001\u5bf9\u6570\u636e\u9690\u79c1\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u53ca\u6e05\u6670\u4e14\u514b\u5236\u7684\u5e02\u573a\u6269\u5f20\u6218\u7565\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\">Mooon<\/span>\n <\/div>\n<div class=\"comment-content\">Mooon is a one-step processing engine designed for Japanese documents like novels, papers, and handwritten notes. It makes Japanese files easy to handle by automating layout optimization, furigana annotation, file translation, audiobook and more. Various formats are supported, like PDF, EPUB, images, etc.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congratulations on the launch \ud83c\udf89<\/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\/@soumikmahato\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soumikmahato<\/a>Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! \ud83d\udc4b We’re excited to finally launch Mooon here on Product Hunt.<\/p>\n<p>Mooon is a one-step processing engine built for Japanese documents, such as novels, academic papers, handwritten notes, and more. It takes the pain out of handling Japanese files by automating:<\/p>\n<p>– Layout optimization (vertical \u2192 clean horizontal, multi-column handling, etc.)<br \/>\n– Furigana (\u632f\u4eee\u540d) annotation for kanji and borrowed words<br \/>\n– File translation with or without keeping the original text side-by-side<br \/>\n– File to audiobook with natural Japanese voices<\/p>\n<p>It supports for PDF, EPUB, images (PNG\/JPG\/WEBP), and more.<\/p>\n<p>Mooon could help very much if you’re<br \/>\n– an advanced beginner to intermediate Japanese learner<br \/>\n– a researcher\/studuent who need to read, reference or digitalize academic resources<br \/>\n– a fan of Japanese cultures who love to read original works<\/p>\n<p>This is our first public launch after months of iterating based on early user feedback from fellow Japanese learners and researchers. Would love to hear your thoughts!<\/p>\n<p>If it helps your workflows, we’d be thrilled if you upvote and share. Thanks for checking it out! \ud83d\ude80<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Automating furigana annotation for kanji solves one of the biggest friction points for intermediate Japanese learners \u2014 constantly looking up readings breaks the reading flow and kills motivation. The vertical-to-horizontal layout conversion combined with side-by-side translation output is particularly useful for academic papers where you need both the original and translated text for citation purposes. Does the audiobook generation handle the pitch accent differences across Japanese dialects?<\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hi, thanks for the comment! For now Mooon only handles the common Japanese accent, but it supports voices of various characters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually pretty handy for digitizing a lot of Japanese paperwork as well. Nicely done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Glad to know Mooon helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats. Does it support conversion to Kindle version as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ranjan_kumar45\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ranjan_kumar45<\/a> Thanks! Mooon supports pdf, epub, images (png, jpe, etc) and txt, so Mooon can handle any of them as long as you have the files in these formats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool niche product. The automatic furigana annotation alone would save so much time for anyone reading Japanese content above their level. Being able to go from a raw PDF to an audiobook in one step is a killer feature for commuters studying Japanese. Do you plan to expand this to other CJK languages like Chinese or Korean in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 claim that Mooon does OCR, layout analysis and semantic extraction in a single step is intriguing \u2013 does the engine run the whole pipeline on\u2011device or does it fall back to a cloud service for the heavy lifting? I could see it slotting nicely into a CI job that validates Japanese contracts before they hit a legal\u2011review board.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> To make sure the accuracy and resources load used to process a file with up to 200 pages, purely processing on a local device is quite difficult so cloud service will be used. And yes, some of our users are actually integrating Mooon in contract review for their business according to our interviews. 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\">\n<p>Love the idea of bringing Japanese document processing to the modern stack. The attention to workflow detail shows. Congrats on shipping! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great, this engine handles Japanese files in one step and even adds furigana and audio. Scrolling through, I can see it works for papers and manga. Feels like someone thought of everything. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/YQ27GS6V2HWQPX\" class=\"app-title\">Nutgrafe<\/a><\/p>\n<div class=\"one-liner\">Every article summarized in one short paragraph.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nutgrafe\u662f\u4e00\u6b3e\u65b0\u95fb\u6458\u8981\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u957f\u7bc7\u6587\u7ae0\u538b\u7f29\u6210\u4e00\u4e2a\u6e05\u6670\u6bb5\u843d\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4fe1\u606f\u8fc7\u8f7d\u548c\u788e\u7247\u5316\u9605\u8bfb\u573a\u666f\u4e0b\uff0c\u5feb\u901f\u83b7\u53d6\u4e8b\u4ef6\u6838\u5fc3\u4e8b\u5b9e\u4e0e\u80cc\u666f\uff0c\u4ece\u800c\u9ad8\u6548\u201c\u4e86\u89e3\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\u5e76\u51b3\u5b9a\u662f\u5426\u6df1\u5165\u9605\u8bfb\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\/e8e9a184-5d4a-43eb-9ecd-84d52684fbba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc9b4e4e-0513-4406-9041-db8ad7dced4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4be290-78c4-443a-b81d-a6099638cd6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97cbcad7-1f18-4edd-8aeb-fbf6648f8e49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40b7aaa5-7efc-4acc-9c63-d4b9688958fe.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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65b0\u95fb\u6458\u8981<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u7cbe\u7b80<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u53cd\u4fe1\u606f\u8fc7\u8f7d<\/span><br \/>\n <span class=\"tag\">\u6e90\u7ad9\u5bfc\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u56de\u5f52\u65b0\u95fb\u672c\u8d28\u201d\u7684\u7b80\u6d01\u7406\u5ff5\u3001\u5f3a\u5236\u6027\u7684\u6458\u8981\u957f\u5ea6\u7ea6\u675f\u4ee5\u53ca\u575a\u6301\u94fe\u63a5\u539f\u6587\u3001\u5c0a\u91cd\u7248\u6743\u7684\u8bbe\u8ba1\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u8ba4\u53ef\u5176\u5bf9\u6297\u201c\u672b\u65e5\u5237\u5c4f\u201d\u548c\u7b97\u6cd5\u63a8\u8350\u7684\u4ef7\u503c\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u4e3b\u9898\u65e5\u62a5\u548c\u66f4\u591a\u4fe1\u6e90\uff08\u5982\u793e\u4ea4\u5a92\u4f53\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u4e2a\u6027\u5316\u529f\u80fd\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u5df2\u6dfb\u52a0\u6bcf\u65e5\u90ae\u4ef6\u7b80\u62a5\uff0c\u5e76\u6b63\u5728\u63a2\u7d22\u4e3b\u9898\u6458\u8981\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 Nutgrafe\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u5272\u51fa\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u4fe1\u606f\u6d41\u5e73\u53f0\u5ffd\u89c6\u7684\u7ec6\u5206\u9700\u6c42\uff1a\u4e0d\u662f\u201c\u63a8\u8350\u4f60\u53ef\u80fd\u611f\u5174\u8da3\u7684\u201d\uff0c\u800c\u662f\u201c\u9ad8\u6548\u544a\u8bc9\u4f60\u4e16\u754c\u4e0a\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\u3002\u5176\u4ea7\u54c1\u54f2\u5b66\u5e26\u6709\u5f3a\u70c8\u7684\u201c\u590d\u53e4\u201d\u8272\u5f69\uff0c\u65e8\u5728\u590d\u73b02015\u5e74\u524d\u540eTwitter\u4f5c\u4e3a\u5b9e\u65f6\u65b0\u95fb\u6e90\u7684\u7b80\u6d01\u4f53\u9a8c\uff0c\u8fd9\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u4e0b\u7528\u6237\u5bf9\u7b97\u6cd5\u6295\u5582\u3001\u60c5\u7eea\u5316\u5185\u5bb9\u548c\u65e0\u5c3d\u5bf9\u8bdd\u7684\u75b2\u60eb\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5176AI\u6458\u8981\u6280\u672f\u672c\u8eab\uff08\u8fd9\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u5176\u4e00\u7cfb\u5217\u514b\u5236\u7684\u8bbe\u8ba1\u9009\u62e9\u6240\u6784\u5efa\u7684\u72ec\u7279\u7acb\u573a\uff1a400\u5b57\u7b26\u7684\u786c\u6027\u7ea6\u675f\u5f3a\u5236\u63d0\u70bc\u201c\u4e8b\u5b9e\u6838\u5fc3\u201d\u4e0e\u201c\u4e3a\u4f55\u91cd\u8981\u201d\uff0c\u800c\u975e\u91cd\u8ff0\uff1b\u660e\u786e\u4e0d\u7ed5\u8fc7\u4ed8\u8d39\u5899\u3001\u4e0d\u91cd\u5efa\u5168\u6587\uff0c\u5e76\u575a\u6301\u94fe\u63a5\u56de\u539f\u59cb\u51fa\u5904\uff0c\u8fd9\u5728\u4f26\u7406\u4e0a\u89c4\u907f\u4e86\u7248\u6743\u98ce\u9669\uff0c\u5728\u5546\u4e1a\u4e0a\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u6d41\u91cf\u5206\u53d1\u6e20\u9053\u800c\u975e\u5185\u5bb9\u7ec8\u70b9\u7ad9\uff0c\u5de7\u5999\u5730\u4e0e\u51fa\u7248\u5546\u5f62\u6210\u4e86\u6f5c\u5728\u5171\u751f\u800c\u975e\u7ade\u4e89\u5173\u7cfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u65e0\u7b97\u6cd5\u4e2a\u6027\u5316\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u8d62\u5f97\u65e9\u671f\u6ce8\u91cd\u9690\u79c1\u548c\u4e3b\u52a8\u6027\u7684\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u9650\u5236\u5176\u7528\u6237\u89c4\u6a21\u7684\u6269\u5f20\u901f\u5ea6\uff0c\u56e0\u4e3a\u5927\u4f17\u5e02\u573a\u5df2\u4e60\u60ef\u88ab\u201c\u5582\u517b\u201d\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c1a\u672a\u660e\u6670\uff0c\u5f53\u524d\u201c\u5b8c\u5168\u514d\u8d39\u201d\u7684\u7b56\u7565\u5728\u957f\u671f\u8fd0\u7ef4\u6210\u672c\u4e0b\u80fd\u5426\u6301\u7eed\u5b58\u7591\u3002\u672a\u6765\u662f\u8d70\u5411B\u7aef\u5a92\u4f53\u5408\u4f5c\u3001\u9ad8\u7ea7\u529f\u80fd\u8ba2\u9605\uff0c\u8fd8\u662f\u5176\u4ed6\u8def\u5f84\uff0c\u9700\u8981\u5c3d\u5feb\u9a8c\u8bc1\u3002\u6700\u540e\uff0c\u6458\u8981\u7684\u51c6\u786e\u6027\u4e0e\u5ba2\u89c2\u6027\u5b8c\u5168\u4f9d\u8d56\u6a21\u578b\u5bf9\u516c\u5f00RSS\u6570\u636e\u7684\u7406\u89e3\uff0c\u5728\u7f3a\u4e4f\u4eba\u5de5\u5ba1\u6838\u7684\u201c\u9ed1\u76d2\u201d\u4e0b\uff0c\u9762\u5bf9\u590d\u6742\u3001\u4e89\u8bae\u6027\u4e8b\u4ef6\u7684\u62a5\u9053\uff0c\u80fd\u5426\u59cb\u7ec8\u4fdd\u6301\u201c\u6838\u5fc3\u4e8b\u5b9e\u201d\u7684\u51c6\u786e\u63d0\u70bc\uff0c\u5c06\u662f\u5176\u53ef\u4fe1\u5ea6\u7684\u7ec8\u6781\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cNutgrafe\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u4fe1\u606f\u8282\u98df\u201d\u65b9\u6848\u548c\u4e00\u79cd\u201c\u638c\u63a7\u611f\u201d\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u5927\u4f17\u7206\u6b3e\uff0c\u4f46\u5f88\u53ef\u80fd\u5728\u8ffd\u6c42\u6548\u7387\u3001\u538c\u6076\u566a\u97f3\u7684\u4e13\u4e1a\u4eba\u58eb\u548c\u6df1\u5ea6\u65b0\u95fb\u8bfb\u8005\u4e2d\u5360\u636e\u4e00\u5e2d\u4e4b\u5730\uff0c\u6210\u4e3a\u4e00\u4e2a\u6e05\u723d\u3001\u53ef\u4fe1\u7684\u65b0\u95fb\u201c\u524d\u54e8\u7ad9\u201d\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6269\u5f20\u4fe1\u6e90\u3001\u4fdd\u6301\u6458\u8981\u8d28\u91cf\u3001\u63a2\u7d22\u53ef\u6301\u7eed\u6a21\u5f0f\u8fd9\u4e09\u8005\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u5e76\u575a\u5b88\u5176\u201c\u5e2e\u52a9\u7406\u89e3\uff0c\u7136\u540e\u79bb\u5f00\u201d\u7684\u521d\u5fc3\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\">Nutgrafe<\/span>\n <\/div>\n<div class=\"comment-content\">Nutgrafe reduces every news article to a single clear paragraph so you can understand the story in seconds. Instead of endless scrolling, you get the essential context first and can jump to the full article if you want more. The web version launched in January. Now Nutgrafe is available on iPhone and iPad for a faster way to stay informed wherever you read. Nutgrafe generates original summaries and does not republish articles, bypass paywalls, or replace the original reporting.<\/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, Patrick here.<\/p>\n<p>Nutgrafe reduces every news article to a single clear paragraph so you can understand what happened in seconds.<\/p>\n<p>I built it because I missed when opening a feed actually helped me understand what was going on. Around 2015, Twitter often felt like a real-time news feed. You could scan quickly, see what mattered, and click through to read the full article if you wanted more.<\/p>\n<p>Over time that feeling got buried under reactions, outrage, and endless conversation. I wanted to bring back something closer to that earlier experience.<\/p>\n<p>Instead of replacing reporting, Nutgrafe is designed to send readers back to the original sources. Every summary links directly to the full article so you can dig deeper if you want.<\/p>\n<p>The web version launched earlier this year and the feedback helped shape a lot of what you see today. Since then quite a bit has changed:<\/p>\n<p>\u2022 Nutgrafe is now available on iPhone and iPad<br \/>\n\u2022 The service is now completely free<br \/>\n\u2022 The source list has expanded across major outlets and independent blogs<br \/>\n\u2022 We added daily email briefings<br \/>\n\u2022 You can follow topics and publications you care about<br \/>\n\u2022 Summaries include key points and a short \u201cwhy it matters\u201d<\/p>\n<p>The goal is simple: help you get oriented, feel caught up, and move on.<\/p>\n<p>Happy to answer questions and hear what you think.<\/p>\n<p>\u2e3b<\/p>\n<p>Quick FAQ<\/p>\n<p>How does Nutgrafe generate summaries?<br \/>\nSummaries are anchored to the article\u2019s core facts and structure, focusing on what happened, what changed, and why it matters. If the system doesn\u2019t have enough context to do that cleanly, it won\u2019t generate a summary.<\/p>\n<p>Do you republish articles or bypass paywalls?<br \/>\nNo. Nutgrafe generates original summaries using content publishers make publicly available for distribution (typically their RSS\/XML feeds). We don\u2019t republish articles, bypass paywalls, or reconstruct full pieces. Every post links directly to the original source.<\/p>\n<p>How are sources chosen?<br \/>\nRight now the focus is on established outlets and widely read publications, alongside a growing set of independent blogs. The source list is expanding carefully over time.<\/p>\n<p>Is there human review involved?<br \/>\nThere\u2019s no human in the loop today, but summaries are tightly constrained around what happened and why it matters. If the model lacks context, it simply won\u2019t generate a summary.<\/p>\n<p>Is Nutgrafe personalized?<br \/>\nNot in the algorithmic sense. The intent is orientation first rather than personalization.<\/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\/@colooch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colooch<\/a> Patrick, the “nutgraf” concept as a product name is genuinely clever \u2014 you built the entire philosophy into the brand. Bringing back that 2015 feeling of actually understanding what’s happening in the world without the outrage spiral is a real problem worth solving, and the decision to send readers back to original sources rather than replace them shows real integrity in the product design.<\/p>\n<p>This is exactly the kind of focused, thoughtful indie AI build we’re spotlighting at <a href=\"http:\/\/IndieAIs.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>IndieAIs.com<\/strong><\/a> \u2014 just launched today as a discovery platform for independent AI builders. Would love to have Nutgrafe listed there and get you some extra visibility! \ud83d\udc49 <a href=\"https:\/\/indieais.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/indieais.com<\/a><\/p>\n<p>We’re also live on Product Hunt today \u2014 would mean a lot to get your support from a fellow indie builder! \ud83d\ude4f <a href=\"https:\/\/www.producthunt.com\/products\/indieais\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/indieais<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like about this is what it doesn’t do. No algorithm deciding what’s important for me, no personalization rabbit hole, no engagement tricks. Just the story, short, with a link to the source. I’ve been reading news through Twitter and aggregators for years and honestly forgot what it feels like to just scan headlines and move on with my day. The 400-character constraint is smart too – forces clarity instead of rewording the whole article. This might actually fix my morning doomscroll.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> Thanks, Serge! Thanks, that\u2019s exactly the idea. Nutgrafe is intentionally simple. The goal isn\u2019t to keep you scrolling, it\u2019s to help you understand what happened, feel caught up, and move on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 takes me back to when feeds actually helped you stay informed instead of just doom scrolling. Love the constraint of 400 characters per summary, it forces real clarity. The fact that it links back to the original source instead of trying to replace it shows a lot of respect for journalism. Are you planning to add topic based daily digests or is it purely a feed experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Thanks, I appreciate that. The constraint is intentional. The goal is orientation first so you can quickly understand what happened and decide whether to read the full article.<\/p>\n<\/p>\n<p>Right now it\u2019s primarily a feed experience based on the topics and publications you follow, but we recently added a daily email briefing as well. Topic-based digests and different cadences are definitely something I\u2019m exploring as the product evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive. I love tools that get straight to the point without missing the key details. I read multiple articles every day, and this would save a ton of time while still showing the full story. I especially like how each summary makes it clear why it matters. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@colooch\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"colooch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colooch<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks so much, Taimur!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What sources are we able to add? media sites, social media and blogs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Thanks Nuseir! Right now Nutgrafe focuses on media outlets and blogs that publish articles via feeds. That covers major publications as well as smaller independent blogs.<\/p>\n<\/p>\n<p>Social media (minus Reddit) isn\u2019t included today since the goal is summarizing reported stories rather than conversations, but it\u2019s something I\u2019ve thought about.<\/p>\n<\/p>\n<p>If there are sources you think should be included, I\u2019m always open to suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6KVZ7OO6VIPMSA\" class=\"app-title\">Query Memory<\/a><\/p>\n<div class=\"one-liner\">One API for all documents your AI agents need<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Query Memory \u901a\u8fc7\u5355\u4e00API\u5c06\u6587\u6863\u3001\u7f51\u9875\u548c\u6587\u4ef6\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u53ef\u5373\u65f6\u67e5\u8be2\u7684\u77e5\u8bc6\u5e93\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efaAI\u4ee3\u7406\u65f6\uff0c\u642d\u5efa\u548c\u7ba1\u7406\u590d\u6742RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u57fa\u7840\u8bbe\u65bd\u7684\u5de5\u7a0b\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4430fcae-5f8b-4565-b351-81c3a79451ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/064e3870-2d6d-403a-9dbd-989d3c2df0f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e818d0f-2739-4472-bd2a-1b5ab1d79d6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04c76656-b1b2-4c3a-8367-c1427ee5b1c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">RAG\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053\u62bd\u8c61<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86RAG\u7ba1\u9053\u4ece\u5934\u642d\u5efa\u7684\u8017\u65f6\u75db\u70b9\uff0c\u8ba4\u4e3aAPI\u62bd\u8c61\u662f\u6b63\u786e\u65b9\u5411\u3002\u4e3b\u8981\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u4e8e\u6587\u6863\u66f4\u65b0\u540e\u7684\u7d22\u5f15\u540c\u6b65\u673a\u5236\uff0c\u5f00\u53d1\u8005\u56de\u590d\u79f0\u90e8\u5206\u6570\u636e\u6e90\u53ef\u81ea\u52a8\u540c\u6b65\uff0c\u90e8\u5206\u9700\u624b\u52a8\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Query Memory \u7784\u51c6\u4e86\u4e00\u4e2a\u6b63\u5728\u5267\u70c8\u81a8\u80c0\u7684\u201c\u7f1d\u9699\u5e02\u573a\u201d\uff1aAI\u667a\u80fd\u4f53\u6d6a\u6f6e\u4e0b\u7684\u57fa\u7840\u8bbe\u65bd\u7b80\u5316\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u5de5\u7a0b\u5316\u5c01\u88c5\u3002\u5b83\u5c06RAG\u6d41\u7a0b\u4e2d\u90a3\u4e9b\u80ae\u810f\u3001\u7e41\u7410\u4e14\u91cd\u590d\u7684\u201c\u4f53\u529b\u6d3b\u201d\u2014\u2014\u89e3\u6790\u3001\u5206\u5757\u3001\u5d4c\u5165\u3001\u68c0\u7d22\u2014\u2014\u6253\u5305\u6210\u4e00\u4e2a\u9ed1\u76d2API\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u5f00\u53d1\u8005\u65f6\u95f4\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u80fd\u529b\u8fed\u4ee3\u98de\u5feb\uff0c\u4f46\u8ba9\u6a21\u578b\u53ef\u9760\u5730\u201c\u77e5\u6653\u201d\u79c1\u6709\u6570\u636e\u5374\u4ecd\u505c\u7559\u5728\u624b\u5de5\u4f5c\u574a\u9636\u6bb5\u3002\u65e0\u6570\u56e2\u961f\u5728\u91cd\u590d\u9020\u8f6e\u5b50\uff0c\u4eceChromaDB\u5230\u81ea\u5b9a\u4e49\u5206\u5757\u7b56\u7565\uff0c\u6d88\u8017\u7740\u672c\u5e94\u7528\u4e8e\u4e1a\u52a1\u903b\u8f91\u7684\u5de5\u7a0b\u8d44\u6e90\u3002Query Memory\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u9886\u57df\u7684\u201cStripe for RAG\u201d\u2014\u2014\u901a\u8fc7\u6807\u51c6\u5316\u63a5\u53e3\u964d\u4f4e\u590d\u6742\u7cfb\u7edf\u7684\u63a5\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u4e00\u5200\u5207\u201d\u7684\u5c01\u88c5\u5728\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u5f00\u53d1\u8005\u773c\u4e2d\u53ef\u80fd\u6210\u4e3a\u9ed1\u76d2\u684e\u688f\uff0c\u590d\u6742\u7684\u5b9a\u5236\u5316\u9700\u6c42\u5982\u4f55\u5904\u7406\uff1f\u5176\u6b21\uff0c\u6587\u6863\u540c\u6b65\u95ee\u9898\u5df2\u7531\u7528\u6237\u63d0\u51fa\uff0c\u8fd9\u89e6\u53ca\u4e86\u6570\u636e\u65b0\u9c9c\u5ea6\u7684\u6838\u5fc3\uff0c\u66b4\u9732\u51fa\u5728\u201c\u5168\u81ea\u52a8\u201d\u627f\u8bfa\u80cc\u540e\u7684\u6761\u4ef6\u9650\u5236\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c06\u76f4\u63a5\u4e0e\u4e91\u5382\u5546\u7684\u540c\u7c7b\u670d\u52a1\uff08\u5982AWS Bedrock Knowledge Base\uff09\u4ee5\u53ca\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u7ade\u4e89\uff0c\u4f18\u52bf\u5fc5\u987b\u4f53\u73b0\u5728\u6781\u81f4\u7684\u5f00\u53d1\u4f53\u9a8c\u3001\u6210\u672c\u6216\u6027\u80fd\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4ea7\u54c1\u5f62\u6001\u66f4\u50cf\u662f\u4e00\u4e2a\u4fbf\u6377\u7684\u201c\u8d77\u70b9\u201d\uff0c\u4f46\u80fd\u5426\u4ece\u5de5\u5177\u6f14\u5316\u4e3a\u5e73\u53f0\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u7b80\u5316\u6d41\u7a0b\u7684\u540c\u65f6\uff0c\u4e3a\u9ad8\u7ea7\u7528\u6237\u63d0\u4f9b\u8db3\u591f\u7684\u63a7\u5236\u529b\u548c\u53ef\u89c2\u6d4b\u6027\uff0c\u5e76\u5728\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u5c42\u9762\u5efa\u7acb\u575a\u5b9e\u4fe1\u4efb\u3002\u5b83\u4e0d\u662f\u5728\u53d1\u660e\u65b0\u4e1c\u897f\uff0c\u800c\u662f\u5728\u4e3aAI\u65f6\u4ee3\u7684\u201c\u6570\u636e\u8fde\u63a5\u201d\u94fa\u8bbe\u6700\u540e\u4e00\u6bb5\u6807\u51c6\u5316\u7ba1\u9053\uff0c\u8fd9\u6761\u8def\u6b63\u786e\uff0c\u4f46\u6ce8\u5b9a\u62e5\u6324\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\">Query Memory<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI agents are only as powerful as the data they can access. Query memory turns documents, websites, and files into instantly queryable knowledge for AI agents. Upload files or connect web sources to create a knowledge base in seconds. Query Memory handles parsing, chunking, embeddings, and retrieval so you don\u2019t have to build complex RAG pipelines. Build agents, attach knowledge, and query everything through API or built-in chat.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey \ud83d\udc4b<\/p>\n<p>I\u2019m Hritvik, the maker of Query Memory.<\/p>\n<p>While building AI agents, I kept running into the same problem: giving agents reliable access to knowledge is harder than building the agent itself. Parsing documents, chunking data, creating embeddings, and managing retrieval pipelines quickly turns into weeks of engineering work.<\/p>\n<p>So I built Query Memory \u2014 a platform that turns documents, websites, and files into queryable knowledge your AI agents can use instantly, all through a single API<\/p>\n<p>With Query Memory you can:<br \/>\n\u2022 Upload docs or connect websites<br \/>\n\u2022 Create a knowledge base in seconds<br \/>\n\u2022 Attach it directly to your AI agents<br \/>\n\u2022 Query everything via one simple API or built-in chat<\/p>\n<p>It handles parsing, chunking, embeddings, and retrieval behind the scenes so you can focus on building the agent itself\u2014not the infrastructure.<\/p>\n<p>Would love to hear:<br \/>\n\ud83d\udc49 What tools are you currently using for RAG \/ agent memory?<br \/>\n\ud83d\udc49 What\u2019s the hardest part of giving agents reliable knowledge?<\/p>\n<p>Happy to answer questions and get feedback from the community!<\/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>This solves a real pain point. Building RAG pipelines from scratch every time you want an agent to access documents is such a time sink. Having parsing, chunking, and embeddings handled behind a single API is exactly what most developers need. How does it handle version updates when a document changes, does it re index automatically or do you need to trigger it manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thank you for your comment. To address your questions, the synchronization process depends on the data source you are referring to. If you are connecting documents through live integrations such as Databricks, Postgres, or similar platforms, these connections are automatically synchronized. However, for certain cases, you will need to manually upload the documents you wish to use in your AI application. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Building RAG pipelines from scratch is one of those things that sounds straightforward until you’re deep in chunking strategies and embedding models. Abstracting all of that into one API is the right call ,it lets builders focus on what the agent actually does, not on the plumbing. Congrats on the launch, excited to see where this goes! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NKTSRZDXQTNFTV\" class=\"app-title\">PRobe<\/a><\/p>\n<div class=\"one-liner\">Free, open-source AI code review companion for GitHub PRs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PRobe\u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684AI\u4ee3\u7801\u5ba1\u67e5\u52a9\u624b\uff0c\u76f4\u63a5\u5d4c\u5165GitHub Pull Request\u754c\u9762\uff0c\u901a\u8fc7\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u7406\u89e3\u4ee3\u7801\u53d8\u66f4\u3001\u5b9a\u4f4d\u95ee\u9898\u5e76\u751f\u6210\u5ba1\u67e5\u610f\u89c1\uff0c\u65e8\u5728\u7f13\u89e3\u4eba\u5de5\u5ba1\u67e5\u6d77\u91cf\u4ee3\u7801\uff08\u5c24\u5176\u662fAI\u751f\u6210\u4ee3\u7801\uff09\u7684\u6c89\u91cd\u8d1f\u62c5\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\/d9f30f05-9fdc-4b06-baec-a603b3e69ad8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7dab773-0ca1-47b5-ab18-8d7a76a0d1f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81a62269-51f5-462b-bacc-00d438597aac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c85fa52c-a7d7-485f-abd3-5bc326e0ca28.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\/4080fccf-605c-4e0e-b297-30f88c66d0d8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=iErUTRXXKQg\"><source src=\"https:\/\/www.youtube.com\/watch?v=iErUTRXXKQg\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6808\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u67e5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">Pull Request\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>\u4e3b\u8981\u53cd\u9988\u6765\u81ea\u521b\u59cb\u4eba\uff0c\u63ed\u793a\u4e86\u5de5\u5177\u6e90\u4e8e\u4e2a\u4eba\u75db\u70b9\uff1a\u5728AI\u751f\u6210\u4ee3\u7801\u6cdb\u6ee5\u7684\u80cc\u666f\u4e0b\uff0c\u4eba\u5de5\u5ba1\u67e5\u8005\u9700\u627f\u62c5\u201c\u8bfb\u61c2\u8a00\u5916\u4e4b\u610f\u201d\u7684\u6df1\u5c42\u4e0a\u4e0b\u6587\u5ba1\u67e5\u5de5\u4f5c\u3002PRobe\u65e8\u5728\u7528AI\u5ba1\u67e5AI\u4ee3\u7801\uff0c\u901a\u8fc7\u52a0\u8f7d\u6280\u672f\u6808\u7279\u5b9a\u6280\u80fd\u6587\u4ef6\u63d0\u4f9b\u7cbe\u51c6\u5efa\u8bae\uff0c\u5176\u514d\u8d39\u3001\u5f00\u6e90\u3001\u53ef\u900f\u89c6\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u53d7\u5230\u5173\u6ce8\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 PRobe\u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cAI+\u4ee3\u7801\u201d\u5de5\u5177\u7684\u7b80\u5355\u5806\u780c\uff0c\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u4e2d\u4e00\u4e2a\u6b63\u5728\u5267\u70c8\u81a8\u80c0\u7684\u75db\u70b9\uff1aAI\u7f16\u7801\u80fd\u529b\u666e\u53ca\u540e\uff0c\u5ba1\u67e5\u5de5\u4f5c\u6b63\u4ece\u201c\u4f18\u5316\u4e0e\u7ea0\u9519\u201d\u5411\u201c\u7406\u89e3\u4e0e\u628a\u5173\u201d\u8fdb\u884c\u8303\u5f0f\u8f6c\u79fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4eba\u7c7b\uff0c\u800c\u5728\u4e8e\u6b66\u88c5\u4eba\u7c7b\u2014\u2014\u5c06\u5ba1\u67e5\u8005\u4ece\u7e41\u7410\u7684\u8bed\u6cd5\u3001\u5e38\u89c1\u9519\u8bef\u7b5b\u67e5\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u66f4\u9ad8\u7ef4\u5ea6\u7684\u8bbe\u8ba1\u903b\u8f91\u3001\u4e1a\u52a1\u4e00\u81f4\u6027\u4e0e\u5b89\u5168\u8fb9\u754c\u7b49\u201c\u4e0a\u4e0b\u6587\u201d\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u6709\u4e09\u70b9\uff1a\u4e00\u662f\u201c\u5bf9\u8bdd\u5f0f\u5ba1\u67e5\u201d\u7684\u4ea4\u4e92\u6a21\u5f0f\uff0c\u5c06\u88ab\u52a8\u9605\u8bfb\u8f6c\u4e3a\u4e3b\u52a8\u8d28\u8be2\uff0c\u7b26\u5408\u4eba\u7c7b\u7406\u89e3\u590d\u6742\u53d8\u66f4\u7684\u81ea\u7136\u8ba4\u77e5\u6d41\u7a0b\uff1b\u4e8c\u662f\u201c\u6280\u672f\u6808\u6280\u80fd\u6587\u4ef6\u201d\u7684\u5f15\u5165\uff0c\u8bd5\u56fe\u8ba9\u901a\u7528\u5927\u6a21\u578b\u5177\u5907\u9886\u57df\u4e13\u5bb6\u7684\u89c6\u89d2\uff0c\u8fd9\u6bd4\u5355\u7eaf\u5582\u5165\u4ee3\u7801\u5dee\u5f02\u66f4\u5177\u9488\u5bf9\u6027\uff1b\u4e09\u662f\u201cX-Ray\u6a21\u5f0f\u201d\u6240\u4ee3\u8868\u7684\u900f\u660e\u6027\uff0c\u5728AI\u51b3\u7b56\u5e38\u88ab\u89c6\u4e3a\u9ed1\u76d2\u7684\u5f53\u4e0b\uff0c\u6ee1\u8db3\u4e86\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u8fc7\u7a0b\u53ef\u63a7\u6027\u7684\u6839\u672c\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u6280\u80fd\u6587\u4ef6\u201d\u7684\u8d28\u91cf\u4e0e\u8986\u76d6\u5ea6\u5c06\u76f4\u63a5\u51b3\u5b9a\u5de5\u5177\u7684\u4e13\u4e1a\u6027\u4e0a\u9650\uff0c\u8fd9\u9700\u8981\u4e00\u4e2a\u6d3b\u8dc3\u7684\u5f00\u6e90\u793e\u533a\u6301\u7eed\u7ef4\u62a4\uff0c\u800c\u975e\u5355\u70b9\u7a81\u7834\u3002\u5176\u6b21\uff0c\u5de5\u5177\u5c06\u5ba1\u67e5\u6548\u7387\u63d0\u5347\u540e\uff0c\u53ef\u80fd\u8fdb\u4e00\u6b65\u52a0\u5267\u201c\u5ba1\u67e5\u74f6\u9888\u201d\u6548\u5e94\u2014\u2014\u66f4\u5feb\u7684\u521d\u5ba1\u662f\u5426\u4f1a\u5e26\u6765\u66f4\u5e9e\u5927\u7684PR\u63d0\u4ea4\u91cf\uff1f\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\uff0c\u5b83\u80fd\u5426\u771f\u6b63\u7406\u89e3\u201c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u201d\u800c\u4e0d\u4ec5\u662f\u201c\u4ee3\u7801\u89c4\u8303\u201d\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u505c\u7559\u5728\u201c\u9ad8\u7ea7\u8bed\u6cd5\u68c0\u67e5\u5668\u201d\uff0c\u8fd8\u662f\u80fd\u6210\u4e3a\u503c\u5f97\u4fe1\u8d56\u7684\u201c\u5ba1\u67e5\u4f19\u4f34\u201d\u3002PRobe\u7684\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\uff0c\u5b83\u6807\u5fd7\u7740\u5f00\u53d1\u5de5\u5177\u6b63\u4ece\u201c\u4ee3\u7801\u751f\u6210\u201d\u7684\u72c2\u70ed\uff0c\u8f6c\u5411\u201c\u4ee3\u7801\u6cbb\u7406\u201d\u7684\u6df1\u6c34\u533a\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\">PRobe<\/span>\n <\/div>\n<div class=\"comment-content\">PRobe is a free, open-source AI review companion that lives inside every GitHub pull request. Chat with the PR to understand what changed and why, probe into specific files or lines, and post review comments or submit full reviews without ever leaving the page.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Sankalp. I built PRobe in 24 hours during a jet-lagged night in India after a 21-hour flight from San Francisco, and the reason is embarrassingly simple: I’m drowning in pull request reviews.<\/p>\n<p>I work at a startup where a hundred-file PR is just another Tuesday. I’ve tried the bug bot tools that are out there and they do help, but they help the developer, not me. They leave dozens of comments about race conditions, missing null checks, incorrect loops, and that’s great because it takes some of the load off my shoulders. I don’t have to dig into whether someone used a while or do-while correctly anymore. But none of that cuts short my actual task as a reviewer, which has evolved into something much harder: reading between the lines. Human reviewers will always carry more context than any bot, and that’s what actually matters when you’re reviewing code.<\/p>\n<p>In my opinion, it is extremely unreliable to ship production-grade code without a human reviewer, and I think most developers would echo that sentiment. With more and more autonomous AI coding agents flooding the market, there is a staggering amount of AI slop being written today, and someone has to review it. That someone is always, inevitably, a human being who serves as the last guardrail before code hits production.<\/p>\n<p>So how does a human deal with this flood of AI-generated code? You cut the diamond with a diamond. You use AI to help you review the AI slop, and that’s exactly what PRobe does. You chat with the pull request, ask all the questions swirling in your head, probe into specific files and even specific lines of code. But you’re not just talking to a generic LLM. PRobe automatically detects the tech stack in the diff and loads open-source skill files with real coding best practices into its context. So when you ask about a .tsx file, you’re essentially chatting with a senior React developer who knows the latest patterns, not a run-of-the-mill language model working off its training data alone. Once you’re clear on what needs to change, you ask PRobe to leave a review and it posts the comments for you without ever leaving the page.<\/p>\n<p>It’s free, open source, and you bring your own API keys. There’s also an X-Ray mode that lets you inspect the exact system prompt sent with every message, every skill loaded, every token of context. I built it this way because that’s the kind of tool I’d want to use, and I couldn’t find one that worked like that, so I built it for myself.<\/p>\n<p>When I get back from vacation there will be a mountain of pull requests waiting for me, and that’s becoming more and more of my work. Less coding, more reviewing, because the coding part is increasingly being handled by AI. Reviewing is what remains and it’s only growing. This felt like a step in the right direction for my own workflow, and I’m putting it out here because I think developers like me, who are quietly becoming more reviewers than coders, could benefit from it too.<\/p>\n<p>Try it at getprobe.dev.<\/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!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FE5XVARFRKD6JY\" class=\"app-title\">Fermeon<\/a><\/p>\n<div class=\"one-liner\">Your AI finally remembers you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fermeon\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u4fdd\u5b58\u5bf9\u8bdd\u5e76\u81ea\u52a8\u6ce8\u5165\u5230\u4efb\u4f55AI\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5207\u6362\u4e0d\u540cAI\u5de5\u5177\uff08\u5982ChatGPT\u3001Claude\u3001Gemini\uff09\u65f6\u9700\u8981\u53cd\u590d\u91cd\u65b0\u89e3\u91ca\u4e0a\u4e0b\u6587\u3001\u590d\u5236\u7c98\u8d34\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u8de8\u5e73\u53f0\u7684\u4e2a\u4eba\u5316AI\u8bb0\u5fc6\u5c42\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\/f45fc128-fcbd-4267-b00c-dc86eb5936bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8847b73e-61e8-4a49-9f66-6f7570758b0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac32f7f6-e1e0-4e6e-b632-7dd7337d6462.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01280a24-bc33-48e4-9d9e-78e5de01a90e.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\/4c5f8ae0-f434-4ce9-b30f-efc64b59ff24.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/crDOS3lPaRc\"><source src=\"https:\/\/youtu.be\/crDOS3lPaRc\" 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\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Chrome\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5316AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u5de5\u5177\u95f4\u5207\u6362\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u75db\u70b9\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u91cd\u70b9\u95ee\u9898\u5305\u62ec\uff1a\u5207\u6362\u81f3AI\u7f16\u7a0b\u5de5\u5177\uff08\u5982Cursor\uff09\u65f6\u6469\u64e6\u6700\u5927\uff1b\u7528\u6237\u504f\u597d\u624b\u52a8\u5feb\u6377\u952e\u63a7\u5236\u800c\u975e\u81ea\u52a8\u540c\u6b65\uff1b\u5efa\u8bae\u4e0b\u4e00\u6b65\u652f\u6301Cursor\u548cNotion AI\u3002\u8bc4\u8bba\u6307\u51fa\u4ea7\u54c1\u672c\u8d28\u662f\u6253\u7834AI\u5e73\u53f0\u6570\u636e\u56f4\u5899\u7684\u201c\u4fbf\u643a\u8bb0\u5fc6\u5c42\u201d\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 Fermeon\u770b\u4f3c\u89e3\u51b3\u7684\u662f\u201cAI\u5931\u5fc6\u201d\u7684\u4f53\u9a8c\u95ee\u9898\uff0c\u5b9e\u5219\u5251\u6307\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u77db\u76fe\uff1a\u5728AI\u5e94\u7528\u7206\u53d1\u7684\u5f53\u4e0b\uff0c\u7528\u6237\u6570\u636e\u4e0e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u6b63\u88ab\u5404\u5927\u5e73\u53f0\u6784\u7b51\u7684\u201c\u56f4\u5899\u82b1\u56ed\u201d\u6240\u5272\u88c2\u3002\u4ea7\u54c1\u5c06\u7528\u6237\u4ece\u91cd\u590d\u7684\u201c\u4e0a\u4e0b\u6587\u642c\u8fd0\u5de5\u201d\u89d2\u8272\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u5c42\u9762\u7684\u590d\u6742\u521b\u65b0\uff0c\u800c\u662f\u5bf9AI\u65f6\u4ee3\u6570\u636e\u4e3b\u6743\u5f52\u5c5e\u7684\u65e9\u671f\u57fa\u7840\u8bbe\u65bd\u56de\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u654f\u9510\u5730\u6355\u6349\u5230\uff0c\u968f\u7740\u4e13\u7528\u5316AI\u5de5\u5177\u6fc0\u589e\uff0c\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u201d\u5df2\u53d6\u4ee3\u201c\u6a21\u578b\u80fd\u529b\u5dee\u5f02\u201d\uff0c\u6210\u4e3a\u9ad8\u9636\u7528\u6237\u7684\u6838\u5fc3\u6548\u7387\u74f6\u9888\u3002\u4ea7\u54c1\u901a\u8fc7\u8f7b\u91cf\u7ea7\u7684\u6d4f\u89c8\u5668\u6269\u5c55\u5f62\u5f0f\uff0c\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u591a\u4e2aAI\u4ea4\u4e92\u65f6\u7684\u7edf\u4e00\u8bb0\u5fc6\u603b\u7ebf\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u8de8\u5e73\u53f0\u7684\u3001\u7528\u6237\u81ea\u4e3b\u63a7\u5236\u7684\u201c\u4e0a\u4e0b\u6587\u4e2d\u95f4\u4ef6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u4f5c\u4e3a\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5176\u80fd\u529b\u8fb9\u754c\u53d7\u9650\u4e8eWeb\u73af\u5883\uff0c\u96be\u4ee5\u6df1\u5ea6\u96c6\u6210\u5230\u684c\u9762\u5e94\u7528\u6216\u79fb\u52a8\u7aef\u3002\u5176\u6b21\uff0c\u201c\u624b\u52a8\u4fdd\u5b58\u4e0e\u6ce8\u5165\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u5728\u8ffd\u6c42\u5168\u81ea\u52a8\u5316\u7684AI\u5de5\u4f5c\u6d41\u4e2d\u4ecd\u662f\u4e00\u79cd\u59a5\u534f\u3002\u6700\u5173\u952e\u7684\u662f\uff0c\u968f\u7740\u5404\u5927AI\u5e73\u53f0\u9010\u6b65\u5f00\u653eAPI\u5e76\u53ef\u80fd\u63a8\u51fa\u81ea\u5bb6\u751f\u6001\u5185\u7684\u540c\u6b65\u529f\u80fd\uff0c\u4e00\u4e2a\u7b2c\u4e09\u65b9\u6269\u5c55\u7684\u957f\u671f\u62a4\u57ce\u6cb3\u5e76\u4e0d\u7262\u56fa\u3002\n <\/p>\n<p class=\"ai-content\">\n Fermeon\u7684\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u76ee\u524d\u5207\u5165\u4e86\u4e00\u4e2a\u5e73\u53f0\u5de8\u5934\u65e0\u6687\u987e\u53ca\u6216\u4e0d\u613f\u5f00\u653e\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014\u8de8\u5e73\u53f0\u3001\u8de8\u5382\u5546\u7684\u4e0a\u4e0b\u6587\u4fbf\u643a\u3002\u5982\u679c\u5b83\u80fd\u5feb\u901f\u5f62\u6210\u7528\u6237\u4e60\u60ef\uff0c\u79ef\u7d2f\u8d77\u72ec\u7279\u7684\u201c\u4e0a\u4e0b\u6587\u56fe\u8c31\u201d\u6570\u636e\uff0c\u5e76\u9010\u6b65\u4ece\u201c\u642c\u8fd0\u5de5\u201d\u6f14\u8fdb\u4e3a\u80fd\u667a\u80fd\u6458\u8981\u3001\u91cd\u7ec4\u3001\u63a8\u8350\u4e0a\u4e0b\u6587\u7684\u201c\u8bb0\u5fc6\u4e2d\u67a2\u201d\uff0c\u6216\u8bb8\u80fd\u5728AI Agent\u751f\u6001\u7206\u53d1\u524d\uff0c\u5360\u636e\u4e00\u4e2a\u66f4\u5177\u6218\u7565\u6027\u7684\u8282\u70b9\u4f4d\u7f6e\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8fc7\u6e21\u65f6\u671f\u7684\u4f18\u96c5\u8865\u4e01\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\">Fermeon<\/span>\n <\/div>\n<div class=\"comment-content\">Every time you switch between ChatGPT, Claude, or Gemini, your AI forgets everything. Fermeon fixes that. It’s a Chrome extension that lets you save any conversation in one click and automatically injects it into whichever AI you open next \u2014 no re-explaining, no copy-pasting. You can also drag and save anything from the web, and it flows into every AI you use. Your AI finally knows you, on every platform.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b Rajdeep here, founder of Fermeon.<\/p>\n<p>I built this out of pure frustration.<\/p>\n<p>I was constantly switching between ChatGPT, Claude, Gemini, Grok, Perplexity and other AI tools. Every time I changed platforms, I had to re explain my project, paste old chats, or reconstruct context from scratch.<\/p>\n<p>It felt inefficient and honestly broken.<\/p>\n<p>Fermeon is my attempt to fix that.<\/p>\n<p>It is a Chrome extension that acts as a portable memory layer across any AI website in your browser. Not just the big LLM platforms, but AI coding tools, AI PDF tools, AI writing tools, or any AI site that requires context.<\/p>\n<p>You can:<br \/>\n\u2022 Instantly inject saved context into any AI<br \/>\n\u2022 Carry project history across platforms<br \/>\n\u2022 Drag and store useful content from anywhere on the web<br \/>\n\u2022 Reuse it later in any AI with a shortcut<\/p>\n<p>The goal is simple. Your context should belong to you, not to a single AI platform.<\/p>\n<p>I would genuinely love feedback on three things:<br \/>\n– Where do you feel the most friction switching between AI’s?<br \/>\n– Would you prefer automatic syncing or manual control?<br \/>\n– What tool should Fermeon support next?<\/p>\n<p>I will be here all day responding to every comment. Thanks for checking it out<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Anushrut here, Founder of Fermeon.<\/p>\n<p>I jump between Claude for coding, ChatGPT for brainstorming, and Gemini for research \u2014 and every context switch is a tax on my flow. Re-explaining my project stack, my goals, my constraints\u2026 it adds up fast.<\/p>\n<p>Fermeon started as a frustration fix and became something much bigger \u2014 a portable layer of <em>you<\/em> that travels with your work across every AI.<\/p>\n<p>To answer the three questions from a builder’s lens:<\/p>\n<ul>\n<li>\n<p><strong>Most friction?<\/strong> Switching into AI coding tools like Cursor or v0 mid-project. Rebuilding context there is especially painful.<\/p>\n<\/li>\n<li>\n<p><strong>Automatic vs manual?<\/strong> Manual with a single shortcut feels right \u2014 you stay in control without the cognitive overhead.<\/p>\n<\/li>\n<li>\n<p><strong>Next tool?<\/strong> Cursor and Notion AI would unlock a massive chunk of the dev audience.<\/p>\n<\/li>\n<\/ul>\n<p>Really proud of what we’ve shipped here. If you’re an AI power user who’s tired of your tools having amnesia, give Fermeon a try. \ud83d\ude80<\/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\">\n<p>Well Honestly , This has to be the most coolest and most useful thing any AI user needs at this point of time , we have super powerful models to work with but when it comes to context switching they are the worst , it increases the product time so much , just for reexplaining the context from one tab to another or from one tool to another<\/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, super useful and comes in clutch during peak prompting \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soumil_mukhopadhyay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soumil_mukhopadhyay<\/a> Thanks a lot buddy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Calibrated tone for observational commentary without interrogative elements<\/p>\n<p>The real insight here isn’t the extension – it’s that context has become the most valuable thing in AI workflows and no platform wants to let you take it with you. Everyone’s building walled gardens around your conversation history. A portable memory layer that you own is the kind of infrastructure play that gets more valuable the more AI tools people use, not less.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thank you for the kind words. Would love your feedback on your product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MT2B2JG6RU66H5\" class=\"app-title\">Recordly<\/a><\/p>\n<div class=\"one-liner\">Open source app for recording videos with auto-zoom and more<\/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>Recordly\u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u5c4f\u5e55\u5f55\u5236\u8f6f\u4ef6\uff0c\u901a\u8fc7\u81ea\u52a8\u53d8\u7126\u3001\u5149\u6807\u52a8\u753b\u7b49\u7279\u6548\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5236\u4f5c\u4e13\u4e1a\u7ea7\u4ea7\u54c1\u6f14\u793a\u548c\u6559\u7a0b\u89c6\u9891\u65f6\uff0c\u5de5\u5177\u6602\u8d35\u3001\u6548\u679c\u751f\u786c\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\/a437f9c2-008c-41a8-b6b2-cd381d9ff612.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5a38dd0-b063-4b74-879d-3e0839fc2bd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d044905-10d1-475e-8093-44e915eec8d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be3ac620-5339-4d45-bebe-a4878ba789a7.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\/40d8132b-dd55-464d-91e5-982be476c4dc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bYm2iSizIck\"><source src=\"https:\/\/youtu.be\/bYm2iSizIck\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u53d8\u7126<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u7279\u6548<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u514d\u8d39\u5f00\u6e90\u3001\u5ab2\u7f8e\u4ed8\u8d39\u8f6f\u4ef6\uff08Screen Studio\uff09\u7684\u6d41\u7545\u52a8\u753b\u6548\u679c\u548c\u8de8\u5e73\u53f0\u7279\u6027\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u5176\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u5e26\u6765\u7684\u4ef7\u503c\uff0c\u8be2\u95ee\u662f\u5426\u652f\u6301\u97f3\u9891\/\u65c1\u767d\u540c\u6b65\u529f\u80fd\uff08\u5f00\u53d1\u8005\u56de\u590d\u5df2\u652f\u6301\uff09\uff0c\u4ee5\u53ca\u6536\u5230\u5176\u4ed6\u4ea7\u54c1\u5e73\u53f0\u7684\u5165\u9a7b\u9080\u8bf7\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 Recordly\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u7ec6\u5206\u5e02\u573a\u5b9a\u4ef7\u6743\u7684\u6311\u6218\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u9ad8\u4ef7\u5de5\u5177\uff08\u5982Screen Studio\uff09\u5b9a\u4e49\u7684\u201c\u4e13\u4e1a\u6f14\u793a\u89c6\u9891\u201d\u5e02\u573a\uff0c\u7528\u5f00\u6e90\u514d\u8d39\u7b56\u7565\u76f4\u51fb\u4ed8\u8d39\u5de5\u5177\u7684\u4ef7\u683c\u58c1\u5792\uff0c\u7528\u201c\u6d41\u7545\u53d8\u7126\u4e0e\u5149\u6807\u52a8\u753b\u201d\u8fd9\u4e00\u6838\u5fc3\u4f53\u9a8c\u5bf9\u6807\u884c\u4e1a\u6807\u6746\uff0c\u610f\u56fe\u91cd\u65b0\u5212\u5b9a\u201c\u4e13\u4e1a\u201d\u7684\u51c6\u5165\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u5f00\u6e90\u201d\u4e0e\u201c\u4f53\u9a8c\u201d\u7684\u7ec4\u5408\u62f3\u3002\u5f00\u6e90\u4e0d\u4ec5\u610f\u5473\u7740\u514d\u8d39\uff0c\u66f4\u5efa\u7acb\u4e86\u4fe1\u4efb\u3001\u53ef\u5ba1\u8ba1\u548c\u53ef\u6f14\u5316\u7684\u793e\u533a\u57fa\u7840\uff0c\u8fd9\u5bf9\u6ce8\u91cd\u5de5\u4f5c\u6d41\u7a33\u5b9a\u7684\u521b\u4f5c\u8005\u81f3\u5173\u91cd\u8981\u3002\u800c\u5c06\u201c\u81ea\u52a8\u53d8\u7126\u201d\u3001\u201c\u5149\u6807\u8fd0\u52a8\u6a21\u7cca\u201d\u8fd9\u4e9b\u66fe\u5c5e\u4e8e\u9ad8\u7aef\u4ed8\u8d39\u8f6f\u4ef6\u7684\u89c6\u89c9\u7cd6\uff0c\u4e0b\u653e\u4e3a\u514d\u8d39\u6807\u914d\uff0c\u5b9e\u8d28\u4e0a\u662f\u5728\u89e3\u6784\u201c\u4e13\u4e1a\u6548\u679c\u201d\u7684\u6280\u672f\u795e\u79d8\u611f\uff0c\u903c\u8feb\u6574\u4e2a\u54c1\u7c7b\u91cd\u65b0\u601d\u8003\u529f\u80fd\u4e0e\u4ef7\u683c\u7684\u5408\u7406\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u57fa\u4e8e\u5f00\u6e90\u9879\u76ee\uff08OpenScreen\uff09\u7684\u201c\u5b9e\u8d28\u6027\u4fee\u6539\u201d\u7248\u672c\uff0c\u5176\u957f\u671f\u7ef4\u62a4\u7684\u53ef\u6301\u7eed\u6027\u3001\u4e0e\u4e0a\u6e38\u9879\u76ee\u7684\u517c\u5bb9\u6027\uff0c\u662f\u9690\u85cf\u5728\u201c\u514d\u8d39\u201d\u80cc\u540e\u7684\u6f5c\u5728\u98ce\u9669\u3002\u6b64\u5916\uff0c\u5f53\u524d\u529f\u80fd\u805a\u7126\u4e8e\u89c6\u89c9\u4f18\u5316\uff0c\u5728\u97f3\u9891\u5904\u7406\u3001\u591a\u8f68\u9053\u526a\u8f91\u7b49\u66f4\u6df1\u5ea6\u7684\u521b\u4f5c\u9700\u6c42\u4e0a\uff0c\u4e0e\u6210\u719f\u7684\u5168\u529f\u80fd\u89c6\u9891\u7f16\u8f91\u8f6f\u4ef6\u4ecd\u6709\u5dee\u8ddd\u3002\u5b83\u76ee\u524d\u662f\u201c\u5355\u4e00\u529f\u80fd\u6781\u81f4\u5316\u201d\u7684\u5229\u5203\uff0c\u800c\u975e\u5168\u80fd\u5de5\u5177\u7bb1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cRecordly\u4ee3\u8868\u4e86\u4e00\u79cd\u8d8b\u52bf\uff1a\u901a\u8fc7\u5f00\u6e90\u6a21\u5f0f\uff0c\u5c06\u67d0\u4e2a\u5782\u76f4\u9886\u57df\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u4f53\u9a8c\u6a21\u5757\u5316\u3001\u5e73\u6c11\u5316\u3002\u5b83\u672a\u5fc5\u80fd\u7acb\u523b\u98a0\u8986\u5de8\u5934\uff0c\u4f46\u8db3\u4ee5\u5728\u4ef7\u683c\u654f\u611f\u4e14\u9700\u6c42\u660e\u786e\u7684\u521b\u4f5c\u8005\u7fa4\u4f53\u4e2d\u6495\u5f00\u4e00\u9053\u53e3\u5b50\uff0c\u8feb\u4f7f\u5e02\u573a\u8ddf\u968f\u6216\u56de\u5e94\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u80fd\u5426\u5f62\u6210\u751f\u6001\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u60ca\u8273\u7684\u529f\u80fd\u590d\u523b\u8005\u201d\uff0c\u8fdb\u5316\u6210\u201c\u4e00\u4e2a\u72ec\u7279\u5de5\u4f5c\u6d41\u7684\u5b9a\u4e49\u8005\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\">Recordly<\/span>\n <\/div>\n<div class=\"comment-content\">Recordly is the free, open-source alternative to Screen Studio that adds auto-zoom, cursor animations, motion blur effects and more to your videos.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Comparison:<\/strong><br \/>Recordly is the only free, open-source screen recorder in this niche that has smooth cursor movement, or zoom animations that are faithful to Screen Studio’s. Alternatives are mostly paid and offer choppy zoom animations and\/or no smooth cursor movement, and\/or lack other features.<\/p>\n<p><strong>Try it now: <\/strong><a href=\"https:\/\/recordly.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">recordly.dev<\/a><br \/><strong>Star on Github: <\/strong><a href=\"https:\/\/github.com\/webadderall\/Recordly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/webadderall\/Recordly<\/a><\/p>\n<p><strong>Feature list:<\/strong><br \/>\u2022 Add zooms automatically (based on mouse activity) or manually, anywhere on the screen.<br \/>\u2022 Cursor animations (smooth path, motion blur effect, as well as click animations and cursor size, all customisable)<br \/>\u2022 Annotate with text, images or arrows<br \/>\u2022 Record from menu bar HUD – capture app windows or full screen<br \/>\u2022 Add prebuilt backgrounds to your recordings or upload custom ones<br \/>\u2022 Timeline-based editor – drag tracks to change video speed, trim, add annotations or add zooms<br \/>\u2022 Save your projects as .recordly files and come back to them later<br \/>\u2022 Record system audio or from audio source<br \/>\u2022 Export as MP4 or GIF with adjustable resolution and aspect ratio<br \/>\u2022 Runs on all platforms (macOS, Windows & Linux)<br \/>\u2022 (coming very soon) Webcam overlay bubble<\/p>\n<\/p>\n<p>Disclaimer: Recordly substantially modifies OpenScreen to add native capture pipelines for macOS and Windows, a cursor animation system, zoom animations like Screen Studio, and more major tweaks.<\/p>\n<p>I’ll be happy to answer any questions!<\/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>Free, open-source, cross-platform and going toe-to-toe with Screen Studio on zoom animations and cursor smoothness \u2014 that’s a bold positioning and the feature list backs it up. The fact that you’re offering timeline-based editing and .recordly project files in a free tool is genuinely impressive. Every indie builder who demos their product needs exactly this.<\/p>\n<p>We just launched today \u2014 a directory for indie builders and tools like yours. Would love to have Recordly listed there, and would mean a lot to get your support on our launch too! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this is open source. The auto-zoom on cursor movement is one of those features that looks simple but makes a huge difference in demo videos. Are you planning to add any audio\/voiceover sync features, or is the focus purely on the visual recording side? I make a lot of product demo content and clean video tooling like this is hard to find.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mattias_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattias_s<\/a> Thanks for commenting! You can narrate already, and we’ve just added support for audio tracks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/P2AGX7EQUBHLZO\" class=\"app-title\">Klipy \u2014 Does the work after every call<\/a><\/p>\n<div class=\"one-liner\">Your pipeline has blind spots. Klipy finds them.<\/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>Klipy\u662f\u4e00\u6b3eAI\u9500\u552e\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u52a8\u6355\u83b7\u8de8\u6e20\u9053\uff08\u90ae\u4ef6\u3001WhatsApp\u3001\u9886\u82f1\u3001\u901a\u8bdd\uff09\u7684\u9500\u552e\u5bf9\u8bdd\u3001\u66f4\u65b0CRM\u5e76\u8349\u62df\u8ddf\u8fdb\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86B2B\u9500\u552e\u4eba\u5458\u5728\u591a\u5e73\u53f0\u6c9f\u901a\u4e2d\u6613\u9057\u6f0f\u8ddf\u8fdb\u3001\u5bfc\u81f4\u5546\u673a\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bea57d6c-23f1-4080-a2af-6c5a66a85cca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f44fd10-15be-48ff-8f0b-65d32b61aaf8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0659cba4-01a4-40e9-b050-6175cd7d1717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b9469ee-c5c0-485e-8196-787dc45acbce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebe4b628-3a9c-423e-b34a-69a68aa044d5.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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CRM\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u6e20\u9053\u6c9f\u901a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u65e0\u624b\u52a8\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/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\u8de8\u6e20\u9053\uff08\u5c24\u5176\u662fWhatsApp\u3001LinkedIn DM\uff09\u81ea\u52a8\u6355\u83b7\u5bf9\u8bdd\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u56e0\u8ddf\u8fdb\u9057\u6f0f\u5bfc\u81f4\u7684\u201c\u6f0f\u5355\u201d\u95ee\u9898\u3002\u6709\u7528\u6237\u6307\u51fa\u5176\u201c\u7edf\u4e00\u6536\u4ef6\u7bb1\u201d\u573a\u666f\u548c\u201c\u9500\u552e\u64cd\u4f5c\u7cfb\u7edf\u201d\u5b9a\u4f4d\u662f\u5f3a\u5927\u4f18\u52bf\u3002\u53cd\u9988\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u51cf\u5c11\u4e86\u884c\u653f\u5de5\u4f5c\uff0c\u63d0\u5347\u4e86\u9500\u552e\u7ebf\u7d22\u7684\u6301\u7eed\u52a8\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Klipy\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u53e4\u8001\u5374\u59cb\u7ec8\u672a\u88ab\u6709\u6548\u89e3\u51b3\u7684\u9500\u552e\u7ba1\u7406\u987d\u75be\uff1a\u6c9f\u901a\u8fc7\u7a0b\u6570\u636e\u56e0\u624b\u52a8\u5f55\u5165\u7684\u60f0\u6027\u800c\u5927\u91cf\u4e22\u5931\uff0c\u5bfc\u81f4CRM\u7cfb\u7edf\u6210\u4e3a\u5145\u6ee1\u201c\u76f2\u70b9\u201d\u7684\u865a\u5047\u7ba1\u9053\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u5bf9\u8bdd\u8bb0\u5f55\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u9500\u552e\u4eba\u5458\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\uff0c\u5c06\u788e\u7247\u5316\u3001\u8de8\u5e73\u53f0\u7684\u4ea4\u4e92\u5f3a\u5236\u6027\u5730\u6c89\u6dc0\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5728\u6d41\u91cf\u83b7\u53d6\uff08Top-of-Funnel\uff09\u7684\u7ea2\u6d77\u91cc\u4e0e\u73b0\u6709\u5de8\u5934\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u63d0\u5347\u7ba1\u9053\u5185\u5df2\u6709\u5546\u673a\u7684\u8f6c\u5316\u52a8\u91cf\uff08Deal Momentum\uff09\u3002\u8fd9\u662f\u4e00\u4e2a\u66f4\u7cbe\u660e\u3001ROI\u66f4\u76f4\u63a5\u7684\u5207\u5165\u70b9\u3002\u5b83\u672c\u8d28\u4e0a\u9500\u552e\u7684\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u201c\u88ab\u8ffd\u56de\u7684\u6536\u5165\u201d\u548c\u9500\u552e\u4eba\u5458\u7684\u201c\u6bcf\u65e5\u4e00\u5c0f\u65f6\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u56e0WhatsApp\u6d88\u606f\u9057\u5fd8\u8ddf\u8fdb\u800c\u4e22\u5355\u201d\u7684\u6848\u4f8b\uff0c\u7cbe\u51c6\u5370\u8bc1\u4e86\u5176\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\u662f\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u5408\u89c4\u7684\u201c\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u201d\uff0c\u5c24\u5176\u662f\u5bf9WhatsApp\u3001Telegram\u7b49\u4e2a\u4eba\u901a\u8baf\u5de5\u5177\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u5728\u4f01\u4e1a\u7ea7\u5e02\u573a\u53ef\u80fd\u5f15\u53d1\u5408\u89c4\u6027\u8d28\u7591\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5176\u96c6\u6210\u7684\u5e7f\u5ea6\u548cAI\u5904\u7406\u5bf9\u8bdd\u7684\u6df1\u5ea6\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u7684\u6280\u672f\u6295\u5165\u548c\u5bf9\u5404\u5e73\u53f0API\u53d8\u52a8\u7684\u5feb\u901f\u54cd\u5e94\u3002\u6700\u540e\uff0c\u5b83\u5fc5\u987b\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u7ba1\u7406\u201d\u7684\u5de5\u5177\uff0c\u5176\u201c\u65e0\u611f\u5316\u201d\u7684\u81ea\u52a8\u8bb0\u5f55\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\uff0c\u4efb\u4f55\u589e\u52a0\u7684\u8bbe\u7f6e\u6216\u5ba1\u6838\u6b65\u9aa4\u90fd\u53ef\u80fd\u91cd\u8e48\u201c\u56e0\u60f0\u6027\u800c\u6570\u636e\u4e0d\u5168\u201d\u7684\u8986\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cKlipy\u82e5\u80fd\u5728\u5408\u89c4\u6027\u3001\u7a33\u5b9a\u6027\u548c\u771f\u6b63\u7684\u201c\u65e0\u611f\u201d\u4f53\u9a8c\u4e0a\u505a\u5230\u6781\u81f4\uff0c\u5b83\u6709\u671b\u4ece\u4e00\u6b3e\u6548\u7387\u5de5\u5177\u6f14\u8fdb\u4e3a\u9500\u552e\u56e2\u961f\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5bf9\u8bdd\u4e2d\u67a2\u201d\uff0c\u91cd\u65b0\u5b9a\u4e49CRM\u6570\u636e\u7684\u6765\u6e90\u4e0e\u4ef7\u503c\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u70ab\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u9500\u552e\u4eba\u5458\u5f7b\u5e95\u5fd8\u8bb0\u201c\u8bb0\u5f55\u201d\u8fd9\u4ef6\u4e8b\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\">Klipy \u2014 Does the work after every call<\/span>\n <\/div>\n<div class=\"comment-content\">Klipy is your AI sales teammate. It captures every conversation \u2014 email, WhatsApp, LinkedIn, calls \u2014 updates your CRM automatically, drafts follow-ups, and preps your next call. Nothing to log. Nothing to write from scratch. Set up in under 4 minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt \u2013 Joey here, co-founder of Klipy.<\/p>\n<p>Companies spend thousands on ads, outbound, and lead gen to fill their pipeline. But what happens once those leads actually show up? Conversations scatter across email, LinkedIn DMs, WhatsApp, and Zoom. Follow-ups slip. Context gets lost. Deals go cold \u2014 not because the prospect wasn’t interested, but because nobody followed through.<\/p>\n<p>You’re spending money to find leads, then leaving money on the table with the ones you already have.<\/p>\n<p>That’s the blind spot. And it’s everywhere.<\/p>\n<p>Klipy fixes it.<\/p>\n<p>Klipy captures every sales conversation \u2014 across every channel \u2014 and then does the work that comes after. Automatically.<\/p>\n<p>– Every conversation captured. No manual logging, no tab-switching.<br \/>– Full context on any contact in seconds \u2014 every touchpoint, every channel, one view.<br \/>– Follow-ups drafted and queued before deals slip. You review, approve, send. Always human-in-the-loop.<br \/>– Ask Klipy anything about your pipeline \u2014 like talking to a teammate who’s been on every call you’ve ever had.<br \/>– Real visibility for managers \u2014 what’s actually happening, not what got logged.<\/p>\n<p>We’re already used by 2,000+ sellers across 56 countries, processing over 2 million emails a month. Here’s what one of our users said:<\/p>\n<p>“Having my ‘PA’ as a platform is making me save approx 1-1.5hrs per day + saving the expense of a virtual assistant. Looking forward to what’s coming next\u201d<\/p>\n<p>Most sales tools optimise for top-of-funnel volume \u2014 more leads, more emails. Klipy optimises for deal momentum. Keeping every opportunity moving once the conversation starts.<\/p>\n<p>We built this for B2B sellers and founders who are tired of watching deals die in the silence between conversations.<\/p>\n<p>Free to start. No credit card. Set up in under 4 minutes.<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/klipy.ai\/directories\/product-hunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/klipy.ai\/directories\/pro…<\/a><\/p>\n<p>Would love your feedback \u2014 especially if you’ve ever lost a deal you should have closed.<\/p>\n<p>\u2013 Joey, Jung, Tina<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@joeywslee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joeywslee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeywslee<\/a>! I just went through the landing page. You are solving the leaky bucket problem, but your <strong>Scenario 2 (The Unibox)<\/strong> is your biggest weapon.<\/p>\n<p>Klipy pulls in WhatsApp and Telegram. In many markets, deals live and die in the DMs, not just email. By framing it as a Sales OS, you might actually be underselling how much mental clarity a founder gets when they don’t have to hunt through three different chat apps to remember what a lead said.<\/p>\n<p>You\u2019ve built a second brain for revenue. This is amazing.<\/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\/@joeywslee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeywslee<\/a> <a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you Taimur!<\/p>\n<p>You are absolutely right, our team’s professional career have been majorly in Hong Kong, where most conversations happen on Whatsapp & side channels.<\/p>\n<p>Most platforms available doesn’t provide this – and we see similar patterns now with Linkedin being leveraged as a B2B sales channel. Thank you for your comment and we will continue improving this product \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>I\u2019ve been using Klipy as my main CRM in my day\u2011to\u2011day sales role for over a year, and it\u2019s become the only place I trust for my pipeline. It automatically logs my emails, client interactions and meetings, keeps deals updated without me touching the CRM, and the AI follow\u2011up suggestions are actually useful, not gimmicks. I spend less time on admin and more time talking to customers, which is all a sales rep really wants \u2013 huge congrats to the team on building something truly helpful. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “blind spots” framing is spot on ,most CRM problems aren’t about the tool, they’re about the data that never makes it in because logging feels like admin work. Automating that capture across email, WhatsApp and calls is where the real value is. 3rd launch and still iterating, that says a lot. Congrats and good luck today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lost a deal last quarter exactly like this – prospect went quiet on WhatsApp, I forgot to follow up for five days, done. The multi-channel capture is what stands out here. Most CRMs only care about email, but half my conversations happen in LinkedIn DMs and WhatsApp. Having everything in one view without logging anything manually would’ve saved that deal. Nice execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZMTIQVUIDCECE5\" class=\"app-title\">Pixelate Image<\/a><\/p>\n<div class=\"one-liner\">Pixelate Your Images Instantly<\/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>\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u5373\u53ef\u514d\u8d39\u3001\u5feb\u901f\u5b8c\u6210\u56fe\u50cf\u50cf\u7d20\u5316\u5904\u7406\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u65e0\u9700\u4e0a\u4f20\uff0c\u4fdd\u62a4\u9690\u79c1\uff0c\u9002\u7528\u4e8e\u654f\u611f\u4fe1\u606f\u6a21\u7cca\uff08\u5982\u4eba\u8138\u3001\u8f66\u724c\uff09\u548c8\u6bd4\u7279\u590d\u53e4\u827a\u672f\u521b\u4f5c\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\/106e6594-c4f7-4cc7-9035-be5edda3022b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76ec7c33-0f02-4f8b-b688-e4096792bfba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5728\u7ebf\u56fe\u50cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u654f\u611f\u4fe1\u606f\u6a21\u7cca<\/span><br \/>\n <span class=\"tag\">8\u6bd4\u7279\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u65e0\u9700\u4e0a\u4f20<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\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>\u7531\u4e8e\u63d0\u4f9b\u7684\u8bc4\u8bba\u5217\u8868\u4e3a\u7a7a\uff0c\u76ee\u524d\u65e0\u6cd5\u4ece\u7528\u6237\u7aef\u83b7\u53d6\u76f4\u63a5\u7684\u53cd\u9988\u3001\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\u4ea7\u54c1\u5904\u4e8e\u521d\u59cb\u66dd\u5149\u9636\u6bb5\uff0c\u9700\u79ef\u6781\u6536\u96c6\u7528\u6237\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pixelate Image \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5b9e\u7528\u7684\u9700\u6c42\u7f1d\u9699\uff1a\u5728\u9690\u79c1\u610f\u8bc6\u9ad8\u6da8\u548c\u590d\u53e4\u98ce\u6f6e\u5e76\u5b58\u7684\u5f53\u4e0b\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u201c\u96f6\u8d1f\u62c5\u201d\u7684\u5373\u65f6\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u7528\u6237\u4f53\u9a8c\u94fe\u6761\u7684\u6781\u81f4\u7b80\u5316\u2014\u2014\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u4e0a\u4f20\u3001\u5b8c\u5168\u5728\u6d4f\u89c8\u5668\u672c\u5730\u8fd0\u884c\u3002\u8fd9\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u7684\u8bbe\u8ba1\uff0c\u76f4\u51fb\u4e86\u7528\u6237\u5bf9\u5c0f\u578b\u5728\u7ebf\u5de5\u5177\u6700\u6838\u5fc3\u7684\u8bc9\u6c42\uff1a\u6015\u9ebb\u70e6\u3001\u62c5\u5fc3\u9690\u79c1\u6cc4\u9732\u3001\u6e34\u671b\u5373\u65f6\u53cd\u9988\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u529f\u80fd\u6781\u5ea6\u5355\u4e00\uff0c\u50cf\u7d20\u5316\u4f5c\u4e3a\u4e00\u9879\u57fa\u7840\u56fe\u50cf\u5904\u7406\u6280\u672f\uff0c\u58c1\u5792\u6781\u4f4e\uff0c\u6781\u6613\u88ab\u96c6\u6210\u5230\u66f4\u5927\u578b\u7684\u56fe\u7247\u7f16\u8f91\u5e94\u7528\u4e2d\uff0c\u4f7f\u5176\u72ec\u7acb\u5b58\u5728\u7684\u5fc5\u8981\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u201c\u514d\u8d39\u201d\u548c\u201c\u5b8c\u5168\u672c\u5730\u201d\u5728\u5438\u5f15\u521d\u671f\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u51e0\u4e4e\u5835\u6b7b\u4e86\u4f20\u7edf\u7684\u5546\u4e1a\u6a21\u5f0f\u60f3\u8c61\u7a7a\u95f4\uff0c\u7f3a\u4e4f\u6e05\u6670\u7684\u76c8\u5229\u8def\u5f84\u3002\u6700\u540e\uff0c\u4ece\u4ec5\u670910\u4e2a\u6295\u7968\u6765\u770b\uff0c\u5e02\u573a\u58f0\u91cf\u5fae\u5f31\uff0c\u8bf4\u660e\u5176\u8981\u4e48\u5c1a\u672a\u627e\u5230\u7cbe\u51c6\u7684\u4f20\u64ad\u6e20\u9053\uff0c\u8981\u4e48\u5176\u9700\u6c42\u75db\u70b9\u5e76\u672a\u5f3a\u70c8\u5230\u80fd\u5f15\u53d1\u81ea\u53d1\u4f20\u64ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u673a\u4f1a\u6216\u8bb8\u5728\u4e8e\u201c\u573a\u666f\u5316\u6df1\u6316\u201d\u3002\u4f8b\u5982\uff0c\u4e0e\u533f\u540d\u4e3e\u62a5\u5e73\u53f0\u3001\u793e\u4ea4\u5a92\u4f53\u6216\u5185\u5bb9\u5ba1\u6838\u6d41\u7a0b\u8fdb\u884c\u8f7b\u91cf\u5316\u96c6\u6210\uff0c\u6210\u4e3a\u5176\u9690\u79c1\u4fdd\u62a4\u5de5\u5177\u94fe\u7684\u4e00\u73af\uff1b\u6216\u8005\uff0c\u5f3a\u53168\u6bd4\u7279\u827a\u672f\u521b\u4f5c\u7684\u6a21\u677f\u548c\u793e\u533a\u5c5e\u6027\uff0c\u4ece\u5de5\u5177\u8f6c\u5411\u8f7b\u5ea6\u521b\u610f\u5e73\u53f0\u3002\u82e5\u505c\u7559\u5728\u5f53\u524d\u5f62\u6001\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u6b3e\u201c\u4e0d\u9519\u7684\u5c0f\u5de5\u5177\u201d\uff0c\u7528\u6237\u6765\u65f6\u5373\u7528\uff0c\u7528\u5b8c\u5373\u8d70\uff0c\u96be\u4ee5\u5f62\u6210\u4ea7\u54c1\u62a4\u57ce\u6cb3\u4e0e\u53ef\u6301\u7eed\u7684\u751f\u6001\u3002\u5728\u5de5\u5177\u7c7b\u5e94\u7528\u7ade\u4e89\u7ea2\u6d77\u4e2d\uff0c\u4ec5\u9760\u201c\u5355\u4e00\u529f\u80fd\u201d\u548c\u201c\u9690\u79c1\u5b89\u5168\u201d\u5df2\u8fdc\u8fdc\u4e0d\u591f\uff0c\u5fc5\u987b\u627e\u5230\u9644\u7740\u5176\u4e0a\u7684\u9ad8\u9891\u573a\u666f\u6216\u60c5\u611f\u4ef7\u503c\uff0c\u65b9\u80fd\u907f\u514d\u6619\u82b1\u4e00\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\">Pixelate Image<\/span>\n <\/div>\n<div class=\"comment-content\">Free online image pixelator. Pixelate faces, license plates, or create retro 8 bit art instantly. Private, fast, and works entirely in your browser with no upload required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/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\/5TU64Z3HKQOLSV\" class=\"app-title\">Promptbook<\/a><\/p>\n<div class=\"one-liner\"> Master the Art of AI Interaction<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Promptbook\u662f\u4e00\u6b3eAI\u6307\u4ee4\u7ba1\u7406\u7cfb\u7edf\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u56e2\u961f\u5c06\u5206\u6563\u7684AI\u63d0\u793a\u8bcd\u8fdb\u884c\u7ed3\u6784\u5316\u6574\u7406\u3001\u7248\u672c\u63a7\u5236\u548c\u534f\u4f5c\u5171\u4eab\uff0c\u89e3\u51b3\u63d0\u793a\u8bcd\u96be\u4ee5\u590d\u7528\u548c\u7ba1\u7406\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65581020-660e-418d-8022-c8f000f91975.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\/2d257225-f521-4d1e-90b4-275f3305f5fa.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\/ef131793-90a8-411a-a49b-62c292087f5a.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\/05cefb4b-47c2-4862-91f0-4d32ebfe6e67.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">AI\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u6765\u81ea\u5f00\u53d1\u56e2\u961f\u7684\u53d1\u5e03\u8bc4\u8bba\uff0c\u65e0\u771f\u5b9e\u7528\u6237\u53cd\u9988\u3002\u56e2\u961f\u5728\u8bc4\u8bba\u4e2d\u9610\u8ff0\u4e86\u4ea7\u54c1\u7075\u611f\u6765\u6e90\uff08\u63d0\u793a\u8bcd\u50cf\u4ee3\u7801\u9700\u8981\u7ba1\u7406\uff09\uff0c\u5e76\u4e3b\u52a8\u5411\u793e\u533a\u5f81\u96c6\u7528\u6237\u5f53\u524d\u7684\u63d0\u793a\u8bcd\u5b58\u50a8\u65b9\u5f0f\u53ca\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Promptbook\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u589e\u957f\u7684\u75db\u70b9\u2014\u2014\u968f\u7740AI\u5de5\u5177\u6df1\u5ea6\u5d4c\u5165\u5de5\u4f5c\u6d41\uff0c\u9ad8\u4ef7\u503c\u63d0\u793a\u8bcd\uff08Prompt\uff09\u7684\u8d44\u4ea7\u5316\u4e0e\u7ba1\u7406\u7f3a\u5931\u95ee\u9898\u3002\u5176\u6838\u5fc3\u7406\u5ff5\u201c\u63d0\u793a\u8bcd\u5373\u4ee3\u7801\u201d\u9887\u5177\u6d1e\u5bdf\u529b\uff0c\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u7248\u672c\u63a7\u5236\u3001\u6a21\u5757\u5316\u601d\u60f3\u5e94\u7528\u4e8e\u63d0\u793a\u8bcd\u7ba1\u7406\uff0c\u8fd9\u6bd4\u7b80\u5355\u7684\u7b14\u8bb0\u6536\u85cf\u5939\u66f4\u5951\u5408\u4e13\u4e1a\u7528\u6237\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u6311\u6218\u3002\u5176\u4e00\uff0c\u5e02\u573a\u7a97\u53e3\u671f\u6709\u9650\u3002\u5f53\u524d\u8bb8\u591a\u7b14\u8bb0\u5e94\u7528\uff08\u5982Notion\uff09\u3001\u4ee3\u7801\u5e93\uff08GitHub\uff09\u751a\u81f3AI\u5e73\u53f0\u81ea\u8eab\u6b63\u5728\u5feb\u901f\u6dfb\u52a0\u7c7b\u4f3c\u529f\u80fd\uff0cPromptbook\u5fc5\u987b\u8bc1\u660e\u5176\u4f5c\u4e3a\u72ec\u7acb\u5de5\u5177\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u4f8b\u5982\u5728\u8de8\u5e73\u53f0\u96c6\u6210\u3001\u667a\u80fd\u89e3\u6790\u63d0\u793a\u8bcd\u7ed3\u6784\u3001\u6216\u57fa\u4e8e\u4f7f\u7528\u7684\u6548\u679c\u8bc4\u4f30\u4e0a\u5efa\u7acb\u66f4\u6df1\u58c1\u5792\u3002\u5176\u4e8c\uff0c\u7528\u6237\u4e60\u60ef\u57f9\u517b\u6210\u672c\u9ad8\u3002\u53ea\u6709\u5f53\u7528\u6237\u79ef\u7d2f\u7684\u63d0\u793a\u8bcd\u8fbe\u5230\u4e00\u5b9a\u6570\u91cf\u548c\u8d28\u91cf\u65f6\uff0c\u7ba1\u7406\u9700\u6c42\u624d\u4f1a\u53d8\u5f97\u8feb\u5207\uff0c\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u65e9\u671f\u5fc5\u987b\u63d0\u4f9b\u6781\u81f4\u7684\u8f7b\u4fbf\u4e0a\u624b\u4f53\u9a8c\u548c\u5373\u65f6\u4ef7\u503c\uff08\u5982\u4f18\u8d28\u7684\u521d\u59cb\u6a21\u677f\u5e93\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ec5\u6709\u56e2\u961f\u8bc4\u8bba\u7684\u73b0\u72b6\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u9a8c\u8bc1\u9636\u6bb5\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u7cbe\u51c6\u5207\u5165\u4e00\u4e2a\u5782\u76f4\u793e\u7fa4\uff08\u5982AI\u7ed8\u753b\u5de5\u7a0b\u5e08\u3001\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u4f18\u5e08\uff09\uff0c\u5f62\u6210\u6df1\u5ea6\u5de5\u4f5c\u6d41\u4f9d\u8d56\uff0c\u518d\u9010\u6b65\u6cdb\u5316\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u201c\u542c\u8d77\u6765\u5f88\u5bf9\uff0c\u4f46\u603b\u88ab\u987a\u624b\u7528\u5176\u4ed6\u5de5\u5177\u66ff\u4ee3\u201d\u7684\u4f18\u96c5\u89e3\u51b3\u65b9\u6848\u3002\u56e2\u961f\u4e3b\u52a8\u5728\u53d1\u5e03\u65f6\u8be2\u95ee\u7528\u6237\u4e60\u60ef\u548c\u9700\u6c42\uff0c\u662f\u660e\u667a\u7684\u8d77\u70b9\uff0c\u4e0b\u4e00\u6b65\u9700\u7528\u6700\u5feb\u7684\u901f\u5ea6\u5c06\u6536\u96c6\u5230\u7684\u9700\u6c42\u8f6c\u5316\u4e3a\u5dee\u5f02\u5316\u529f\u80fd\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\">Promptbook<\/span>\n <\/div>\n<div class=\"comment-content\">PromptBook is a structured library for AI prompts designed for developers, creators, and teams. Instead of scattered prompts across chats and notes, PromptBook helps you organize, reuse, and improve prompts with categories, versioning, and collaboration. Build your personal prompt system, discover useful prompts, and streamline how you work with AI tools.<\/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>Excited to share PromptBook with you today.<\/p>\n<p>While using AI tools daily, we noticed one frustrating problem: great prompts get lost. They end up buried in chat history, random docs, or scattered across tools.<\/p>\n<p>So we built PromptBook \u2014 a place to save, organize, version, and reuse your best prompts.<\/p>\n<p>Instead of rewriting prompts every time, you can build a structured prompt library and quickly reuse what works.<\/p>\n<p>While building it, we realized prompts behave a lot like code \u2014 they need versioning, organization, and easy access. That insight shaped PromptBook into more of a prompt management system, not just another notes tool.<\/p>\n<p>Would love to hear from you:<br \/>\n\u2022 How do you currently store your prompts?<br \/>\n\u2022 What feature would make prompt management easier for you?<\/p>\n<p>Thanks for checking it out! \ud83d\ude4c<\/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<\/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 = 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