{"id":116,"date":"2026-01-28T10:40:43","date_gmt":"2026-01-28T02:40:43","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/28\/2026-01-27\/"},"modified":"2026-01-28T10:40:43","modified_gmt":"2026-01-28T02:40:43","slug":"2026-01-27","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/28\/2026-01-27\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-27"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-27<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-01-27<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UC7UGH7TPGH7PX\" class=\"app-title\">Kilo Code Reviewer<\/a><\/p>\n<div class=\"one-liner\">Automatic AI-powered code reviews the moment you open a PR<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">541<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u81ea\u52a8\u5316\u4ee3\u7801\u5ba1\u67e5\u5de5\u5177\uff0c\u5728\u5f00\u53d1\u8005\u63d0\u4ea4\u62c9\u53d6\u8bf7\u6c42\uff08PR\uff09\u65f6\u5373\u65f6\u8fd0\u884c\uff0c\u901a\u8fc7\u5206\u6790\u4ee3\u7801\u3001\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u3001\u6355\u6349\u6f0f\u6d1e\u6765\u7f13\u89e3PR\u79ef\u538b\u74f6\u9888\uff0c\u63d0\u5347\u4ee3\u7801\u8d28\u91cf\u548c\u56e2\u961f\u6548\u7387\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\/2ac59e44-1404-4345-b1bc-32dcb863fb57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/241f504b-dfaf-4a7b-bbcf-cadd995c3ecf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f56e0804-70f3-46d1-b4b0-33fc48de653b.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\/5d53e92c-66a0-422a-aa3f-09ec84c896db.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1O_kLPf9NZ0\"><source src=\"https:\/\/youtu.be\/1O_kLPf9NZ0\" 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\">Software Engineering<\/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\">\u81ea\u52a8\u5316\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">PR\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53cd\u9988<\/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\u7f13\u89e3PR\u74f6\u9888\u3001\u63d0\u4f9b\u5373\u65f6\u53cd\u9988\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u65b0\u624b\u53cb\u597d\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u6574\u5408\u3001\u5bf9\u5927\u578b\/\u9057\u7559\u4ee3\u7801\u5e93\u7684\u5904\u7406\u6548\u679c\u3001\u9632\u6b62\u201c\u673a\u5668\u4eba\u5783\u573e\u8bc4\u8bba\u201d\u7684\u914d\u7f6e\uff0c\u4ee5\u53ca\u662f\u5426\u4f1a\u5bfc\u81f4\u5f00\u53d1\u8005\u8fc7\u5ea6\u4f9d\u8d56AI\u800c\u524a\u5f31\u6df1\u5ea6\u5ba1\u67e5\u80fd\u529b\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 Kilo Code Reviewer \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\uff1a\u4eba\u5de5\u4ee3\u7801\u5ba1\u67e5\u4f5c\u4e3a\u5f00\u53d1\u6d41\u7a0b\u7684\u5173\u952e\u74f6\u9888\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u66ff\u4ee3\u4eba\u7c7b\u201d\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u7b2c\u4e00\u9053\u8fc7\u6ee4\u5668\u201d\u3002\u901a\u8fc7\u96c6\u6210500+\u6a21\u578b\u5e76\u652f\u6301\u672c\u5730\u4e0e\u4e91\u7aef\u5ba1\u67e5\uff0c\u5b83\u5728\u7075\u6d3b\u6027\u4e0e\u6210\u672c\u63a7\u5236\u4e0a\u5c55\u73b0\u4e86\u4f18\u52bf\uff0c\u7279\u522b\u662f\u63d0\u4f9b\u514d\u8d39\u6a21\u578b\u9009\u9879\uff0c\u964d\u4f4e\u4e86\u5c1d\u9c9c\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u5806\u780c\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u201c\u4f18\u96c5\u5730\u5d4c\u5165\u201d\u73b0\u6709\u5de5\u4f5c\u6d41\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9632\u6b62\u673a\u5668\u4eba\u5783\u573e\u8bc4\u8bba\u201d\u548c\u201c\u914d\u7f6e\u5ba1\u67e5\u4e25\u683c\u5ea6\u201d\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\u98ce\u9669\uff1a\u7cdf\u7cd5\u7684AI\u5ba1\u67e5\u4f1a\u4ea7\u751f\u566a\u97f3\uff0c\u53cd\u800c\u6210\u4e3a\u65b0\u8d1f\u62c5\u3002\u56e2\u961f\u5bf9\u6b64\u5df2\u6709\u9884\u6848\uff0c\u5982\u63d0\u4f9b\u81ea\u5b9a\u4e49\u6307\u4ee4\u548c\u7126\u70b9\u533a\u57df\u8c03\u6574\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u843d\u5730\u65f6\u6700\u9700\u7cbe\u7ec6\u8c03\u6821\u7684\u90e8\u5206\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u4ee3\u7801\u5e93\u201d\u3002\u5bf9\u4e8e\u590d\u6742\u6a21\u5757\u5316\u9879\u76ee\u548c\u9057\u7559\u7cfb\u7edf\uff0cAI\u80fd\u5426\u4fdd\u6301\u9ad8\u51c6\u786e\u7387\u4ecd\u9700\u89c2\u5bdf\u3002\u867d\u7136\u56e2\u961f\u5efa\u8bae\u9488\u5bf9\u4e0d\u540c\u4ee3\u7801\u533a\u57df\u5207\u6362\u4e13\u7528\u6a21\u578b\uff0c\u4f46\u8fd9\u65e0\u7591\u63d0\u9ad8\u4e86\u4f7f\u7528\u8005\u7684\u8ba4\u77e5\u8d1f\u8377\u548c\u914d\u7f6e\u6210\u672c\u3002\u6b64\u5916\uff0c\u5b83\u5c06\u4ee3\u7801\u5ba1\u67e5\u4ece\u201c\u4eba\u9645\u534f\u4f5c\u73af\u8282\u201d\u90e8\u5206\u8f6c\u53d8\u4e3a\u201c\u4eba\u673a\u4ea4\u4e92\u73af\u8282\u201d\uff0c\u53ef\u80fd\u524a\u5f31\u56e2\u961f\u901a\u8fc7\u4ee3\u7801\u8bc4\u5ba1\u8fdb\u884c\u77e5\u8bc6\u4f20\u9012\u7684\u9690\u6027\u4ef7\u503c\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u6216\u8bb8\u4f1a\u91cd\u5851\u4ee3\u7801\u5ba1\u67e5\u7684\u89d2\u8272\u2014\u2014\u4eba\u7c7b\u5de5\u7a0b\u5e08\u5c06\u66f4\u805a\u7126\u4e8e\u67b6\u6784\u8bbe\u8ba1\u4e0e\u4e1a\u52a1\u903b\u8f91\u7b49\u9ad8\u9636\u5224\u65ad\uff0c\u800c\u5c06\u98ce\u683c\u3001\u5e38\u89c1\u6f0f\u6d1e\u548c\u57fa\u7840\u4f18\u5316\u59d4\u6258\u7ed9AI\u3002\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u5de5\u5177\uff0c\u66f4\u662f\u5f00\u53d1\u8303\u5f0f\u7684\u6f5c\u5728\u53d8\u9769\u8005\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u63d0\u5347\u5373\u65f6\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e0d\u635f\u5bb3\u4ee3\u7801\u7684\u957f\u671f\u53ef\u7ef4\u62a4\u6027\u4e0e\u56e2\u961f\u7684\u6280\u672f\u51dd\u805a\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\">Kilo Code Reviewer<\/span>\n <\/div>\n<div class=\"comment-content\">Automated code review agents that analyze pull requests, suggest improvements, catch bugs, and ensure code quality standards. Pick from 500+ models (Claude, GPT, Gemini, and several free options) to get instant feedback before merging.<\/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>Brian, DevRel from Kilo here. We built <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> <strong>Code Reviewer<\/strong> to kill PR bottlenecks.<\/p>\n<\/p>\n<p>It runs automatically when you open a PR, catching security issues, performance problems, and style inconsistencies before your teammates even look at it, and offers comments and inline suggestions.<\/p>\n<\/p>\n<p>It’s completely free with models like MiniMax M2.1 and GLM 4.7 – or use the latest from <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a>, or whatever you prefer from over 500 supported models.<\/p>\n<p>What’s your biggest code review pain point?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>LFG! keep up the great work ?makers \ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>PR bottlenecks are real. Anything that catches issues before human review usually makes teams way faster. Curious how this fits into existing review workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_turcotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_turcotte<\/a>, congratulations 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> Code Reviewer has become such a big part of my workflow. Can’t imagine coding without it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scobreit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scobreit<\/a> curious: what’s your favorite model for code reviews?<\/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\/@scobreit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scobreit<\/a> congrats on the launch. You can fully build out of Slack? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a data engineer, I\u2019ve been using Kilo Code reviewer and it\u2019s surprisingly data aware, not just code aware. It helps me catch pipeline changes that would only break dashboards later<\/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>love it, Pedro! I just <a href=\"https:\/\/x.com\/fmerian\/status\/2016127839192686695?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">reshared it on X<\/a><\/p>\n<p>what model are you using for code reviews?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pedro_heyerdahl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pedro_heyerdahl<\/a> Plus you can use any model, so you can pick those that excel at data tasks when you need to!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The amount of time this product helped me out is wild. I spin up PRs daily and let code reviewer take care of it before asking a human dev to do a final check.<\/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\/@jobrietbergen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jobrietbergen<\/a> awesome! what’s the best AI model from your perspective? in <a href=\"https:\/\/www.producthunt.com\/p\/claude\/what-s-the-best-ai-model-for-coding\" target=\"_blank\" rel=\"noopener\">this thread<\/a>, some people suggest <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.2 and <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a> 3 for debugging tasks. genuinely curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>had a blast working with the team on this new launch, introducing Kilo Code Reviewers — AI-powered code reviews that understand your codebase and catch bugs before merging.<\/p>\n<\/p>\n<p>First launched on <a href=\"https:\/\/www.producthunt.com\/products\/producthunt\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"producthunt\" target=\"_blank\" rel=\"noopener\">@Product Hunt<\/a> about a year ago, <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> is now the most popular open-source coding agent, trusted by 1M+ developers.<\/p>\n<\/p>\n<p>S\/O to <a href=\"https:\/\/www.producthunt.com\/@sytses\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sytses\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sytses<\/a> <a href=\"https:\/\/www.producthunt.com\/@scobreit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scobreit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scobreit<\/a> and team \ud83d\udc4f\ud83d\udc4f<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> It was great working with you on this as well! Excited for everyone to try Code Reviewer \ud83d\udcaa\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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reading this made me think about how often my PRs wait longer than expected. I usually spot small issues only after opening them. Getting early feedback would help me feel more confident before asking teammates to review.<\/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\/@new_user___01520268563942f25d8240c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___01520268563942f25d8240c<\/a> Love to hear that! Feel free to give us any feedback in <a href=\"https:\/\/discord.gg\/5hvFCBK2yh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>our Discord<\/strong><\/a> if you end up trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the open source angle of Kilo Code and the transparent pricing model (you can bring your own AI models too). How it handles larger codebases with multiple modules and complex dependencies compared with other AI coding assistants like Copilot or Cursor?<\/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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> Great question! For one, we have Orchestrator Mode which breaks down tasks into smaller subtasks to optimize context and token usage. <\/p>\n<p>Additionally, we have parallel agents in both the CLI and IDE which allow you to work on different parts of larger projects at the same time, without conflict.<\/p>\n<p>In terms of Code Reviewer, you can access code reviews in both the IDE for local reviews, and later in GitHub – meaning that you can choose different models with different strengths for each step of the way: building, reviewing locally, and reviewing in GitHub – covering more gaps for those larger projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using KC for code reviews at <a href=\"https:\/\/github.com\/srbhr\/Resume-Matcher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Resume Matcher<\/a>, and the experience has been amazing so far. <\/p>\n<\/p>\n<p>You can see it in action here: <a href=\"https:\/\/github.com\/srbhr\/Resume-Matcher\/pull\/638\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/srbhr\/Resume-Matcher\/pull\/638<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@srbhr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srbhr<\/a> real-life comparison! love it. thanks for the feedback, Saurabh \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@srbhr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srbhr<\/a> I love this project!<\/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>I wanted to ask how this works with legacy codebases. My projects often have older patterns mixed with new ones. <\/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\/@awesome_america\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awesome_america<\/a> We’ve found that some of the frontier models (<a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>‘s Sonnet & Opus, <a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT 5.2 Codex) are very good at assessing projects with a lot technical debt or legacy frameworks.<\/p>\n<p>Since you can change models at any time, you can also switch between models of different strengths when you’re working on different parts of the project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The automation is interesting but I do worry about over dependency. My concern is whether developers might rely on it too much and miss deeper review thinking.<\/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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> I feel the same way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> That’s a fair concern – we still recommend a human reviewer for changes that are going into production.<\/p>\n<p>For those sensitive topics, Code Reviewer provides a first glance that can catch small\/hidden issues faster than a human can, and reduce the review burden for senior engineers.<\/p>\n<p>We believe these tools aren’t a replacement for humans, but rather friction-removers that shift the responsibility away from busy work and more towards architecture and high-level decision making.<\/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>Reading this made me think about how long my pull requests usually sit waiting. I often wonder if small issues could be caught earlier. This feels like it could reduce that waiting stress for me.<\/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\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> Totally! And with the inline suggestions, you can commit the fixes right there in GitHub, so you don’t have to any further context switching. <\/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 could be huge for junior devs on my team. They’d get feedback instantly instead of waiting for me to free up. Congrats, exciting to see this! <\/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\/@irina_t_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irina_t_<\/a> Thanks for the kind words! That’s exactly what we’re seeing – it’s not only a friction remover, it’s also an education multiplier for new engineers.<\/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>Wow, this is actually game-changing!<\/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\/@dominik_uchnast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominik_uchnast<\/a> Thanks for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>yes! help us spread the word, <a href=\"https:\/\/x.com\/kilocode\/status\/2016067232065790078?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">repost this<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you recommend teams introduce this into an existing workflow without overwhelming engineers\u2014what\u2019s the default rollout pattern (repos, PR sizes, comment volume limits), and how do you prevent \u201cbot spam\u201d from becoming the new bottleneck?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We designed it to be non-invasive with easy setup that can be configured deeper if wanted.<\/p>\n<p>Basically, you just turn it on in the Kilo dashboard, and reviews will start happening automatically. You can also adjust the review strictness (reducing reviews to only serious issues), and pick from specific focus areas.<\/p>\n<p>Furthermore, you can provide custom instructions to steer the AI in a direction that makes sense for your team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gave it a first try today and its a very convenient feature. Certainly will continue using it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>your words just made our day \ud83d\udc9b\ud83d\udda4<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@florian_hubner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@florian_hubner<\/a> Glad to hear that! Feel free to give us any feedback in <a href=\"https:\/\/discord.gg\/5hvFCBK2yh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>our Discord<\/strong><\/a><strong>!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is wonderful. We’ve been using this Code Review mode since early testing and given tonnes of tips\/feedback, love where it’s at today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>awesome! what do you enjoy the most about this feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>If this reduces review back-and-forth even 30%, that\u2019s already a win. Wishing you all the best \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<blockquote>\n<p>If this reduces review back-and-forth even 30%, that\u2019s already a win.<\/p>\n<\/blockquote>\n<p>exactly! help us <a href=\"https:\/\/x.com\/kilocode\/status\/2016067232065790078?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">spread the word on X<\/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>Very interesting product. Out of supported 500+ models, is there any recommended coding models list you guys suggest, as only few of them good in coding and review. <\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> thanks for the support, Gokul!<\/p>\n<blockquote>\n<p>Out of supported 500+ models, is there any recommended coding models list you guys suggest, as only few of them good in coding and review.<\/p>\n<\/blockquote>\n<p>Good question. FWIW There’s an on-going poll\/thread on the topic <a href=\"https:\/\/www.producthunt.com\/p\/claude\/what-s-the-best-ai-model-for-coding\" target=\"_blank\" rel=\"noopener\">here<\/a>. Suggestions include <a href=\"https:\/\/www.producthunt.com\/products\/claude\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>‘s Sonnet 4.5 and Opus 4.5 (72%), <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a> 3 (13%), <a href=\"https:\/\/www.producthunt.com\/products\/openai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a>‘s GPT-5.2 (12%). <\/p>\n<\/p>\n<p>How about you? Any preferences?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">How do you prevent \u201cAI noise\u201d too many low-value comments , so reviews stay helpful instead of overwhelming?<\/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\/@iftekharahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftekharahmad<\/a> There are several ways to do this with Code Reviewer:<\/p>\n<p>1. You can choose the review strictness between Strict, Balanced, and Lenient to adjust the severity of issue that Code Reviewer will flag<\/p>\n<p>2. You can add custom instructions, to adjust the behavior\/writing style of reviews<\/p>\n<p>3. You can choose your Focus Area, selecting only the topics that matter to you or your team<\/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>How does the AI understand our team\u2019s specific coding standards and architectural decisions over time? (And can it learn from accepted vs. rejected suggestions?)<\/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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> You can give custom instructions and focus areas to highlight your team’s standards and architectural decisions!<\/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>So much better than other code reviewers! Love that there are so many models available to power it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arimesser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arimesser<\/a> love it! ooc what’s your favorite model? help us <a href=\"https:\/\/x.com\/kilocode\/status\/2016067232065790078?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">spread the word on X<\/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. OSS AI coding assistants are the future. What\u2019s the one feature users fall in love with first?<\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> We’re seeing a lot of great feedback on Code Reviewer, but we also recently released <a href=\"https:\/\/app.kilo.ai\/app-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>App Builder<\/strong><\/a>, which is a natural-language prototyper that has a live preview. You can build real apps\/sites in minutes and watch them update live! <\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Great question, Pri. Thanks for asking.<\/p>\n<\/p>\n<p>Found on <a href=\"https:\/\/www.producthunt.com\/products\/producthunt\" target=\"_blank\" rel=\"noopener\">@Product Hunt<\/a>:<\/p>\n<blockquote>\n<p>Kilo Code earns strong praise for speed, flexibility, and transparent, BYOK model support across VS Code and JetBrains. Reviewers highlight a clear multi\u2011mode workflow (Architect, Code, Debug, Orchestrator) that plans first, then implements and fixes with visible diffs and solid context handling. Many say it replaced tools like Cursor, Cline, and Continue, citing fewer retries and better control over rules, memory, and cost. Beginners and pros report meaningful productivity gains, though a few note occasional loops and a perception of higher cost. Community support and rapid updates stand out.<\/p>\n<\/blockquote>\n<p>Source: <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\/reviews\" target=\"_blank\" rel=\"noopener\">Kilo Code Reviews (2026) on Product Hunt<\/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>This works as a Cloud Agent I presume. <br \/>awesome expansion of this product. Congrats to the team<\/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\/@ivan_zografski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_zografski<\/a> Thank you! Exactly – and we also have Kilo Cloud Agents as well, if you want to try the experience underneath Code Reviewer!<\/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>pr bottlenecks are real , especially on small teams where everyone’s busy building.<\/p>\n<p>quick question: does it learn from previous reviews? like if i keep ignoring certain suggestions, does it adapt over time?<\/p>\n<p>also how it handles false positives. nothing worse than an ai reviewer flagging stuff that’s actually fine.<\/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\/@topfuelauto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@topfuelauto<\/a> It’ll keep the context of previous reviews on the sam ePR, and update dynamically within that PR.<\/p>\n<p>If you want to teach it to forgo certain suggestions or understand your preferences, you can add custom instructions from the Kilo Dashboard!<\/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>This looks super cool! I’ve been battling with CodeRabbit and it doesn’t seem very helpful. We’re a small team and we need something that’s actionable. But CR seems to mainly give me fluff than actionable insights. I’m curious – how does Kilo compare to other similar products out there? Would be great to get some insight on that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Kilo limit its analysis strictly to the diff \/ selected changes, or can it reason about a wider scope (files, modules, usage elsewhere) in a way that adapts to the size of the repository?<\/p>\n<\/p>\n<p>From my recent experiments with AI code reviewers, most of them either:<\/p>\n<\/p>\n<ul>\n<li>\n<p>stay diff-only, or<\/p>\n<\/li>\n<li>\n<p>try to scan \u201ceverything\u201d and quickly become impractical on larger repos due to long processing times.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>What I\u2019m missing is something more adaptive \u2014 e.g. scope expansion that\u2019s proportional to repo size or dependency graph, rather than a fixed \u201cdeep analysis\u201d mode. Curious how Kilo handles this today, and whether repo-aware scoping is part of the design.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you are a solo-founder or are vibe coding, having this code review gives you another check on the quality and security of your code. This is far better than skipping them and is faster & less expensive than hiring a fractional worker to do 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks great! What new features you guys are planning to add 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Kilo Code has really outdone itself with planning and outlining complex tasks as well as bug fixing and error analysis. Will you develop a system for integration to make it more efficient for teams to setup & separate windows or workflows?<\/p>\n<h1><\/h1>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hi everyone! Happy coding!,<\/p>\n<\/p>\n<p>I definitely recommend trying kilocode’s new “review” mode feature.<\/p>\n<\/p>\n<p>It successfully reviewed my entire spaghetti code website initially generated with a free deepseek ai model that I was unaware of it’s lack of html\/css coding abilities.<\/p>\n<\/p>\n<p>It successfully referenced 12 out of 13 critical \ud83d\udea8errors\/\u26a0\ufe0fwarnings which saved me hours of debugging.<\/p>\n<\/p>\n<p>The only warning recommendation from kilocode’s review mode I could do without is a warning: “oncentextmenu=return false;” “prevents right click menu”.<\/p>\n<\/p>\n<p>I purposely turned off the right click context window for an image, but it’s not a big deal at all.<\/p>\n<\/p>\n<p>Overall I rate the new review code mode a 9\/10, would give a 10\/10 but it just released today and I never experienced perfect software.<\/p>\n<\/p>\n<p>Enjoy the ai revolution in 2026 and thank you team Kilocode for the hard work I notice you guys put in! \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<\/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\/L54FGYTAA3FXZT\" class=\"app-title\">Moltbot<\/a><\/p>\n<div class=\"one-liner\">The AI that actually does things<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">454<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moltbot\u662f\u4e00\u6b3e\u90e8\u7f72\u5728\u672c\u5730\u7684AI\u4e2a\u4eba\u4ee3\u7406\uff0c\u53ef\u901a\u8fc7WhatsApp\u7b49\u804a\u5929\u5e94\u7528\u8fdc\u7a0b\u63a7\u5236\u7535\u8111\uff0c\u6267\u884c\u6d4f\u89c8\u5668\u64cd\u4f5c\u3001\u8fd0\u884c\u7ec8\u7aef\u547d\u4ee4\u3001\u7ba1\u7406\u6587\u4ef6\u7b49\u5b9e\u9645\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u52a9\u624b\u53ea\u80fd\u751f\u6210\u6587\u672c\u800c\u65e0\u6cd5\u5728\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u6267\u884c\u5177\u4f53\u64cd\u4f5c\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\/b3455deb-c469-46fa-9fdd-0d7bb8f78a9e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc98db10-0497-4aaa-a195-bef12dc9c959.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90d10da3-1f21-4d29-a5a5-8f6a021d3a5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89f5037d-d635-47ac-982e-9a213ea3d6c1.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\/91ccfef3-9cc7-438d-950e-fbd55ce71df3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=W15UztbGEJw\"><source src=\"https:\/\/www.youtube.com\/watch?v=W15UztbGEJw\" 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\">\u672c\u5730AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u672c\u5730\u6267\u884c\u3001\u804a\u5929\u4ea4\u4e92\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5b83\u4ee3\u8868\u4e86AI\u52a9\u624b\u7684\u65b0\u65b9\u5411\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5b89\u5168\u62c5\u5fe7\uff08\u5982\u516c\u5f00\u5b9e\u4f8b\u88ab\u653b\u51fb\u3001\u6743\u9650\u63a7\u5236\uff09\u3001\u4e0e\u7ade\u54c1\u5bf9\u6bd4\u7684\u5b9e\u7528\u6027\uff0c\u4ee5\u53ca\u5bf9\u9ed8\u8ba4\u5b89\u5168\u673a\u5236\u3001\u64cd\u4f5c\u5ba1\u8ba1\u548c\u64a4\u9500\u529f\u80fd\u7684\u5177\u4f53\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 Moltbot\u6240\u6807\u699c\u7684\u201c\u771f\u6b63\u80fd\u505a\u4e8b\u7684AI\u201d\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAI\u52a9\u624b\u751f\u6001\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u667a\u529b\u4e0e\u884c\u52a8\u529b\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\u5b83\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u610f\u56fe\u7406\u89e3\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u7684\u5e95\u5c42\u80fd\u529b\u6865\u63a5\u8d77\u6765\uff0c\u4ece\u201c\u6d4f\u89c8\u5668\u7684\u56da\u5f92\u201d\u8fdb\u5316\u4e3a\u201c\u7cfb\u7edf\u7684\u5ef6\u4f38\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u8d28\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u4ee5\u201c\u672c\u5730\u4f18\u5148\u201d\u91cd\u65b0\u5212\u5206\u4e86\u4fe1\u4efb\u8fb9\u754c\uff0c\u5728\u6570\u636e\u9690\u79c1\u6210\u4e3a\u666e\u904d\u7126\u8651\u7684\u5f53\u4e0b\uff0c\u63d0\u4f9b\u4e86\u6781\u5177\u8bf4\u670d\u529b\u7684\u89e3\u51b3\u65b9\u6848\uff1b\u4e8c\u662f\u4ee5\u201c\u804a\u5929\u5e94\u7528\u5373\u524d\u7aef\u201d\u91cd\u6784\u4e86\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06\u9ad8\u9891\u901a\u8baf\u5de5\u5177\u8f6c\u5316\u4e3a\u81ea\u7136\u7684\u6307\u4ee4\u5165\u53e3\uff0c\u7b26\u5408\u65e0\u7f1d\u5de5\u4f5c\u6d41\u7684\u8d8b\u52bf\u3002\u8fd9\u4f7f\u5176\u4e0d\u518d\u662f\u53c8\u4e00\u4e2aCo-pilot\u5f0f\u7684\u526f\u9a7e\u9a76\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u72ec\u5f53\u4e00\u9762\u7684\u6570\u5b57\u7ba1\u5bb6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8d4b\u4e88AI\u201c\u884c\u52a8\u6743\u201d\u7684\u540c\u65f6\u4e5f\u6253\u5f00\u4e86\u6f58\u591a\u62c9\u9b54\u76d2\u3002\u8bc4\u8bba\u4e2d\u5bc6\u96c6\u7684\u5b89\u5168\u6027\u8d28\u7591\u2014\u2014\u4ece\u6743\u9650\u7c97\u653e\u3001\u7f3a\u4e4f\u5ba1\u8ba1\u5230\u516c\u5f00\u5b9e\u4f8b\u906d\u653b\u51fb\u2014\u2014\u66b4\u9732\u4e86\u4ea7\u54c1\u4ece\u201c\u9177\u70ab\u6982\u5ff5\u201d\u8fc8\u5411\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u6311\u6218\u3002\u5b89\u5168\u4e0e\u6548\u80fd\u7684\u6c38\u6052\u535a\u5f08\u5728\u6b64\u5c24\u4e3a\u5c16\u9510\uff1a\u8fc7\u4e8e\u4e25\u683c\u7684\u6c99\u7bb1\u4f1a\u9609\u5272\u5176\u6838\u5fc3\u4ef7\u503c\uff0c\u800c\u8fc7\u4e8e\u5bbd\u677e\u7684\u6388\u6743\u5219\u53ef\u80fd\u917f\u6210\u707e\u96be\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u529f\u80fd\u5217\u8868\u7684\u4e30\u5bcc\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u67b6\u6784\u5c42\u9762\u8bbe\u8ba1\u51fa\u4e00\u5957\u7cbe\u5999\u3001\u900f\u660e\u4e14\u7528\u6237\u53ef\u7406\u89e3\u7684\u5b89\u5168\u6a21\u578b\uff08\u5982\u80fd\u529b\u767d\u540d\u5355\u3001\u610f\u56fe\u9a8c\u8bc1\uff09\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5f00\u6e90\u4e0e\u53ef\u6269\u5c55\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u6709\u671b\u5438\u5f15\u5f00\u53d1\u8005\u6784\u5efa\u751f\u6001\uff0c\u5f62\u6210\u62a4\u57ce\u6cb3\uff0c\u4f46\u4e5f\u53ef\u80fd\u56e0\u6280\u80fd\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u548c\u5b89\u5168\u6807\u51c6\u4e0d\u4e00\u800c\u7a00\u91ca\u6838\u5fc3\u4f53\u9a8c\u3002\u672c\u8d28\u4e0a\uff0cMoltbot\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u5e95\u5c42\u64cd\u4f5c\u7cfb\u7edf\u96cf\u5f62\uff0c\u4f46\u8fd9\u6761\u8def\u6ce8\u5b9a\u9700\u8981\u5148\u4ee5\u6700\u8c28\u614e\u7684\u59ff\u6001\uff0c\u5904\u7406\u597d\u201c\u7b2c\u4e00\u4e2a\u6bc1\u706d\u6027\u9519\u8bef\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\">Moltbot<\/span>\n <\/div>\n<div class=\"comment-content\">Clawbot turns your computer into a 24\/7 personal agent accessible from any chat app. Control your browser, execute shell commands, manage files, and automate workflows via WhatsApp or Telegram. Features persistent memory, full system access, local privacy, and 50+ integrations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt!<br \/>\nMost AI assistants are trapped in a browser tab. They can generate text, but they can’t do anything. I found Clawbot really interesting – it is gonna change that.<br \/>\nClawbot is a self-hosted agent that lives on your machine (Mac, Windows, or Linux). It bridges the gap between LLM intelligence and your operating system’s capabilities.<br \/>\nWhat makes it different?<br \/>\n– \ud83c\udfe0 Local & Private: Your data stays on your machine.<br \/>\n– \ud83d\udcf1 Chat Anywhere: It texts you back on WhatsApp, Telegram, Signal, or Slack.<br \/>\n– \u26a1 Real Action: It doesn’t just talk. It can open browsers, fill forms, run terminal commands, and edit files.<br \/>\n– \ud83e\udde0 Memory: It remembers you. No more starting from scratch every session.<\/p>\n<p>It’s fully hackable and open to plugins. I’d love to see what skills you build for it.<\/p>\n<p>Maybe AI moves on to next stage.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Clawdbot is an impressive self-hosted AI agent that bridges the gap between LLM intelligence and your operating system’s capabilities\u200b. Unlike traditional assistants trapped in browser tabs, it can perform real actions like running terminal commands and editing files while keeping your data local and private. Its ability to communicate via apps like WhatsApp and Slack makes it a truly versatile tool for any 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=\"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> Clawdbot is awesome. I’ve had a luck to use it before launch here and continue using it as daily work and life assistant. I even created 1 skill, which, I believe, will be useful for clawdbot users.<\/p>\n<\/p>\n<p>There are lots of news on X about publicly exposed instances in free-tier clouds. Does Clawdbot team have plans to make automatic security checks and proactively protect users’ instances from external threats?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Wow! What\u2019s the first mistake Clawbot made during testing that made you add guardrails, and how much freedom do you think users should realistically give an agent on their own machine? A local agent that can actually act is powerful & scary if it goes wrong! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yesterday, I was trying to install it. But also saw how many people started complaining about attacks and hack attempts. This opens doors to new business ideas to patch the blind spots. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Me too! I finally made it with a VPS and started exploring it. So far so good. <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Do you really need to access your work when you are away from laptop? It feels like showoff to me. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is what people have been waiting for: an open-source agent that can turn ideas into actionable plans and execution. It\u2019s quite similar to Minara, which we launched yesterday. But we\u2019re particularly focused on closing the loop from analysis to decision to on-chain execution in digital finance.<\/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>I love that it\u2019s hackable. This feels less like a tool and more like a platform waiting for crazy ideas.<\/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>As a heavy power user of Poke for proactive, messaging-native assistance on top of my email and calendar, I\u2019m curious: what are some workflows where you\u2019ve seen Clawdbot actually outperform Poke in the real world.<\/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\">@byrishi Curious, what are some of your best Poke use cases? Wonder if there were any great things, flaws or lacking points that stood out<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 suspect operating systems will eventually become headless, driven by context and intent rather than windows and clicks. This feels like a step in that direction. Congrats.<\/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>Agents with full shell + file access hit scale issues fast when permissions and secrets are too coarse, and chat ingress gets probed as soon as it is public.<\/p>\n<p>Best practice is capability based allowlists enforced by a policy engine like OPA, plus sandboxed execution (namespaces seccomp or gVisor) and append only audit logs per action.<\/p>\n<p>How do you authenticate each chat channel and map users to scoped capabilities, and is per tool trace replay or human approval on the roadmap?<\/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>This is really exciting. I’d love to get in touch with the team to integrate with our OSS lightweight protocol for making agent actions safer by requiring verifiable intent + provenance + evidence before high-impact tool calls (fail-closed by default). It fits super well with Moltbot’s agent\/tool workflow (ie. wrapping tool calls in Pi sessions with a quick verification step via SDK\/JS port). Could add proactive security for things like browser, nodes, camera, or system exec without much overhead. Would love to explore an integration and happy to prototype a skill\/wrapper or submit a PR if you’re open.<br \/>Either way, supported and wish you all the best.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very \u201cfinally\u201d product – assistants that can\u2019t actually do things are basically autocomplete in a tab. The \u201cchat anywhere\u201d idea is especially compelling too: WhatsApp\/Telegram as the UI feels like the most natural interface for real life.<\/p>\n<p>I\u2019m curious how you\u2019re thinking about trust when the agent can run commands and touch files – what does the default \u201csafe\u201d experience look like, and how do users review or undo actions when something goes a bit off?<\/p>\n<p>Congrats on the launch – if you nail safety without killing the flow, this becomes something people keep running quietly in the background.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! <a href=\"https:\/\/www.producthunt.com\/@steipete\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steipete\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steipete<\/a> – Will be tinkering with Clawdbot over the weekend. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 best open source product till now! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks really great <a href=\"https:\/\/www.producthunt.com\/@steipete\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steipete\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steipete<\/a>. excited to try it out \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A new era of working flow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like the combo of self-hosted + chat anywhere. Being able to talk to an agent from WhatsApp or Telegram while knowing everything stays local is a strong trust signal, especially for power users and builders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Except running it locally, what other advantage it has? it is going to hit the same LLMs living on the cloud and sharing my data with them right? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> local first is definitely one of the biggest selling point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>giving a bot “full system access” is both awesome and terrifying. does it run in a sandbox\/container so it can’t accidentally rm -rf my home folder if i give a vague command?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>starting using it a week ago, after I saw someone run it on Raspberry Pi and damn! \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a powerful tool. I installed it on a separate computer that I was not using for personal used. The tool is very powerful and could delete or modify your files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>\u201cAI that actually does things\u201d is a bold promise. Exposing real system control + chat-first access is powerful, and also where UX, safety, and trust really matter. Curious how you\u2019re thinking about guardrails as people automate more of their daily workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi how can I prevent this from bankrupting me?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/SQPJQFHJQKCNJS\" class=\"app-title\">LobeHub<\/a><\/p>\n<div class=\"one-liner\">Agent teammates that grow with you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">315<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LobeHub\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u534f\u4f5c\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u521b\u5efa\u5177\u5907\u957f\u671f\u8bb0\u5fc6\u3001\u53ef\u534f\u540c\u5de5\u4f5c\u7684\u201c\u667a\u80fd\u4f53\u961f\u53cb\u201d\uff0c\u5728\u590d\u6742\u9879\u76ee\u7ba1\u7406\u548c\u4e2a\u4eba\u5de5\u4f5c\u6d41\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u4e00\u6b21\u6027AI\u5de5\u5177\u5b64\u7acb\u3001\u4f4e\u6548\u3001\u6210\u672c\u9ad8\u4e14\u96be\u4ee5\u6784\u5efa\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\/603a6102-3dc7-45eb-bd3f-0096f57c90f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a05b54ec-f18f-4663-8e09-d46ff30f7a47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6a5f7f0-d3a4-4bae-92d4-e19501f6e0f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/852668f5-3b2a-484d-b699-5e778bc07555.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\/f77cc96a-4358-4ba8-b4ba-6769c41617dc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ahK1uBjJMdY\"><source src=\"https:\/\/www.youtube.com\/watch?v=ahK1uBjJMdY\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u51cf\u8d1f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u667a\u80fd\u4f53\u5373\u961f\u53cb\u201d\u7684\u957f\u671f\u534f\u4f5c\u7406\u5ff5\u53ca\u591a\u6a21\u578b\u7f16\u6392\u80fd\u529b\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u4ea7\u54c1\u4e3b\u9875\u4e0e\u6ce8\u518c\u5f15\u5bfc\u4e0d\u6e05\u6670\uff1b\u63a2\u8ba8\u667a\u80fd\u4f53\u8bb0\u5fc6\u5982\u4f55\u4fdd\u6301\u66f4\u65b0\u3001\u907f\u514d\u504f\u89c1\u7684\u5177\u4f53\u673a\u5236\uff1b\u8d5e\u8d4f\u5176\u5185\u8054\u7f16\u8f91\u3001\u5f02\u6b65\u534f\u4f5c\u5bf9\u5de5\u4f5c\u6d41\u7684\u63d0\u5347\uff1b\u5e76\u8ba4\u4e3a\u5176\u5b9a\u4f4d\u662f\u66f4\u6709\u6f5c\u529b\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u804a\u5929\u5e94\u7528\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 LobeHub\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u5236\u9020\u53e6\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u6216\u4efb\u52a1\u81ea\u52a8\u5316\u5de5\u5177\u3002\u5b83\u5251\u6307\u5f53\u524dAI\u5e94\u7528\u751f\u6001\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u667a\u80fd\u4f53\u7684\u201c\u77ed\u89c6\u201d\u4e0e\u201c\u5b64\u7acb\u201d\u3002\u4ea7\u54c1\u5c06\u667a\u80fd\u4f53\u91cd\u65b0\u5b9a\u4e49\u4e3a\u5177\u5907\u201c\u767d\u76d2\u5316\u201d\u957f\u671f\u8bb0\u5fc6\u3001\u53ef\u8fdb\u5316\u7684\u534f\u4f5c\u5355\u5143\uff0c\u8fd9\u8bd5\u56fe\u5c06AI\u4ece\u6267\u884c\u5355\u6b21\u4efb\u52a1\u7684\u201c\u8017\u6750\u201d\uff0c\u8f6c\u53d8\u4e3a\u53c2\u4e0e\u5b8c\u6574\u5de5\u4f5c\u6d41\u7684\u201c\u540c\u4e8b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u4e2a\u7ef4\u5ea6\u7684\u201c\u6574\u5408\u201d\u3002\u4e00\u662f\u6a2a\u5411\u7684\u5de5\u4f5c\u6d41\u6574\u5408\uff0c\u5141\u8bb8\u7528\u6237\u5728\u5de5\u4f5c\u573a\u666f\u4e2d\u968f\u65f6\u5524\u8d77\u667a\u80fd\u4f53\u56e2\u961f\uff0c\u4ece\u6784\u601d\u3001\u6267\u884c\u5230\u4ea4\u4ed8\u8fdb\u884c\u95ed\u73af\u534f\u4f5c\uff0c\u8fd9\u6311\u6218\u4e86\u4ee5\u201c\u5bf9\u8bdd\u7a97\u53e3\u201d\u4e3a\u4e2d\u5fc3\u7684\u5272\u88c2\u5f0f\u4ea4\u4e92\u3002\u4e8c\u662f\u7eb5\u5411\u7684\u8ba4\u77e5\u6574\u5408\uff0c\u5176\u53ef\u7f16\u8f91\u7684\u8bb0\u5fc6\u7cfb\u7edf\u65e8\u5728\u8ba9\u4eba\u4e0eAI\u5171\u540c\u8fdb\u5316\uff0c\u76ee\u6807\u662f\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u800c\u975e\u5355\u7eaf\u63d0\u9ad8\u8f93\u51fa\u91cf\u3002\u8fd9\u56de\u5e94\u4e86\u9ad8\u7ea7\u7528\u6237\u5bf9AI\u201c\u5931\u5fc6\u201d\u548c\u201c\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u201d\u7684\u6df1\u5c42\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u613f\u666f\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u5c06\u590d\u6742\u7684\u667a\u80fd\u4f53\u7f16\u6392\u4e0e\u8bb0\u5fc6\u7ba1\u7406\u4ea4\u7ed9\u201c\u65e5\u5e38\u7528\u6237\u201d\uff0c\u53ef\u80fd\u5e26\u6765\u6781\u9ad8\u7684\u5b66\u4e60\u6210\u672c\u548c\u4e0d\u53ef\u63a7\u7684\u8ba4\u77e5\u5f00\u9500\u3002\u900f\u660e\u5316\u8bb0\u5fc6\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u8d4b\u4e88\u7528\u6237\u63a7\u5236\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u7ba1\u7406\u8bb0\u5fc6\u7684\u8d1f\u62c5\u8f6c\u5ac1\u7ed9\u7528\u6237\u3002\u6b64\u5916\uff0c\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u793e\u533a\u5171\u4eab\u7684\u201c\u667a\u80fd\u4f53\u56e2\u961f\u201d\u80fd\u5426\u5f62\u6210\u6d3b\u8dc3\u751f\u6001\uff0c\u8fd9\u5b58\u5728\u7f51\u7edc\u6548\u5e94\u51b7\u542f\u52a8\u7684\u5178\u578b\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n LobeHub\u7684\u8d5b\u9053\u6b63\u53d8\u5f97\u62e5\u6324\uff08\u5982\u63d0\u53ca\u7684Claude\u7b49\uff09\u3002\u5b83\u7684\u7a81\u56f4\u7b79\u7801\u662f\u5176\u5f00\u6e90\u80cc\u666f\u5e26\u6765\u7684\u5f00\u53d1\u8005\u4fe1\u4efb\u3001\u4ee5\u53ca\u4eceLobeChat\u7ee7\u627f\u7684\u591a\u6a21\u578b\u7f16\u6392\u6280\u672f\u6808\u3002\u5b83\u80fd\u5426\u4ece\u6781\u5ba2\u548c\u65e9\u671f\u91c7\u7528\u8005\u7684\u73a9\u5177\uff0c\u6210\u957f\u4e3a\u7a33\u5b9a\u53ef\u9760\u7684\u751f\u4ea7\u529b\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u5982\u4f55\u5728\u201c\u529f\u80fd\u5f3a\u5927\u201d\u4e0e\u201c\u4f53\u9a8c\u7b80\u5355\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u201c\u957f\u671f\u667a\u80fd\u4f53\u961f\u53cb\u201d\u5e26\u6765\u7684\u590d\u5229\uff0c\u8db3\u4ee5\u62b5\u6d88\u5176\u66f4\u9ad8\u7684\u4f7f\u7528\u4e0e\u7ef4\u62a4\u6210\u672c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LobeHub<\/span>\n <\/div>\n<div class=\"comment-content\">Today\u2019s agents are one-off, task-driven tools \u2014 isolated, slow, costly, and hard to build \u2014 failing to unlock the full potential of AI models.LobeHub changes that. We build long-term agent teammates that grow with you. Anyone can easily create and collaborate with agent teams to deliver complex, end-to-end work. With multi-model support, LobeHub is faster, more cost-effective, and goes beyond single-agent systems.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, I’m Arvin, founder of LobeHub.<\/p>\n<\/p>\n<p>Two years ago, I created LobeChat, an open-source, multi-model interface. LobeChat now has 70k GitHub stars, 14k forks, 2 million lines of code, and serves over 6 million users worldwide \u2014 yet most of it was built by me and my agent teammates. Today, I’m excited to productize the way I work into a new product: <strong>LobeHub<\/strong>.<\/p>\n<\/p>\n<p><strong>LobeHub is the next generation of agent harness.<\/strong> LobeHub matches what Manus and Claude Cowork offer and goes beyond with capabilities today’s agents can’t support:<\/p>\n<\/p>\n<p>\u2022 <strong>Anyone can effortlessly build and team up with agent coworkers to deliver complex, systematic work<\/strong> \u2014 even assembling a quant team to execute trades. If token usage reflects how much AI power someone can leverage, today that power largely belongs to engineers. My mission is to <strong>democratize token consumption<\/strong>, empowering everyday users to craft their own agent teammates.<\/p>\n<p>\u2022 <strong>Agent teammates are always-on and evolve with you.<\/strong> Today’s agents are mostly disposable tools \u2014 task-driven with shallow, impersonal memory. <strong>At LobeHub, agents are true teammates.<\/strong> Each agent has persistent memory, editable by you, <strong>allowing humans and agents to co-evolve over time<\/strong>. We’re building long-term agent teammates that grow alongside you \u2014 not just agents that complete tasks.<\/p>\n<p>\u2022 <strong>A fundamentally new, agent-first experience.<\/strong> Spin up agents or agent teams while writing, chatting, brainstorming \u2014 from ideation to execution to delivery \u2014 across your entire workflow. <strong>Here, agents aren’t just tools, they’re units of work.<\/strong><\/p>\n<p>\u2022 <strong>Community-driven intelligence.<\/strong> My philosophy starts with people. Humans matter. AI intelligence and shared human intelligence are equally important. Through the LobeHub community, anyone can discover, reuse, and remix agent teammates and teams \u2014 customizing them to fit their own workflows and needs.<\/p>\n<p>\u2022 <strong>Multi-model orchestration from day one.<\/strong> Our vision began with LobeChat’s multi-model support, leveraging each model’s unique strengths. By orchestrating multiple models, LobeHub delivers better cost efficiency and enables capabilities that single-model approaches simply can’t match.<\/p>\n<\/p>\n<p><strong>LobeHub is the ultimate space for work and life:<\/strong> find, build, and collaborate with agent teammates that grow with you. We’re building the world’s largest human\u2013agent co-evolving network.<\/p>\n<\/p>\n<p>Ask me anything! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arvinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arvinx<\/a> God job, Arvin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arvinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arvinx<\/a> Brilliant product, congrats on your 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arvinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arvinx<\/a> Hey \ud83d\ude42 In practice, what\u2019s the first moment users realize an agent has actually \u201cgrown\u201d with them, a decision it remembers correctly, a preference it challenges, or a task it starts handling differently without being told? Treating agents as long-term teammates is a bold shift tbh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 see that the landing page directly takes to the sign-up page. Is there a home page I can read more about the product? Or you recommend, I signup and explore? \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> I was having the same question until I realized they have <a href=\"https:\/\/lobehub.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">their landing page<\/a> at root domain.<\/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> Go <a href=\"https:\/\/www.lobehub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.lobehub.com<\/a> for the landing page<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Sorry, as our current product requires an invitation code, the link directly takes you to the product page. Our official website is <a href=\"https:\/\/lobehub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lobehub.com<\/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>Maker here \ud83d\udc4b<\/p>\n<p>We didn\u2019t start <strong>LobeHub<\/strong> because we wanted \u201cbetter AI chat.\u201d<\/p>\n<\/p>\n<p>We started it because after building and using AI tools daily, it became obvious that synchronous, UI-bound AI breaks down fast.<\/p>\n<p>Agents need time, memory, and a place to live \u2014 not just a text box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I started to use the open sourced version 2 years ago, in both the infrastructure of our AI cloud, collaborating across our team, and play around with our customized agents.<\/p>\n<\/p>\n<p>It used to be only a Chat app, now the new version looks so much interesting and amazing! I started to ask it write another project for me now. <\/p>\n<\/p>\n<p>Please share your use case down below for sharing your unique way of using LobeHub \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s always an exciting thing to build LobeHub. We are shaping how people interact with agent to boost their work and life.<\/p>\n<p>While focusing on the interface, I’m happy to hear from you: do you like the UI of LobeHub? Is it easy to navigate and use? Or any words you’d like to tell the designer in LobeHub?<\/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\/@rivertwilight\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rivertwilight<\/a>  i love the new doc, realy nice work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This doesn\u2019t feel like \u201canother AI chat app.\u201d Lobehub is clearly aiming to be infrastructure, and that\u2019s way more interesting long-term!<\/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\/@lowesyang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lowesyang<\/a> Great insight, Lowes! Thanks \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to annotate and refine agent outputs inline speeds up my review process.<\/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\/@sarahjiang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarahjiang<\/a> Love hearing this! The inline refinement feature was born from our own frustration with clunky review processes. Curious – are there any other parts of your workflow where you’d want similar speed improvements?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Watching agents collaborate in parallel on complex problems is pretty cool!!!<\/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\/@yehan_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yehan_xiao<\/a> Thanks for using our product! We believe the future lies in the co-growth and collaboration between humans and agents. Our goal is to bring this vision to life through our products for everyone to enjoy with ease.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most \u201cagents\u201d today are chat sessions pretending to be coworkers: stateless loops, siloed context, and brittle hand-offs. You end up doing the real orchestration yourself\u2014copy\/paste between tabs, re-explaining intent, paying tokens to reconstruct state, and losing the thread of why the work mattered in the first place.<\/p>\n<p>The human part matters as much as the system part. Memory should not be a black box that quietly profiles people; it should be legible and editable. LobeHub\u2019s approach is \u201cwhite-box\u201d memory: keep what\u2019s useful, discard what isn\u2019t, and let agents adapt to how someone works without taking away agency. The goal isn\u2019t more AI output\u2014it\u2019s less cognitive load, fewer context switches, and work that stays coherent over time.<\/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>I tried the stock trading agent group and it provided clear, structured reports with risk analysis. Well done guys!<\/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\/@charlene_he1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlene_he1<\/a> Thank you! We really appreciate 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>How do LobeHub agents build long-term memory and context without becoming stale, biased, or overly confident over time?<\/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\/@istiakahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@istiakahmad<\/a> Great question. Memory in LobeHub is designed to be transparent and editable \u2014 it\u2019s not a black box. You can inspect, edit, or remove memories at any time.<\/p>\n<p>Agents also adjust what they keep based on ongoing interaction, rather than blindly accumulating everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 can you please tell me how its work properly ?<\/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\/@fu_jian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fu_jian<\/a> Sure! You can find a more complete overview of how LobeHub works on our website: <a href=\"https:\/\/lobehub.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lobehub.com\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product, congrats! LobeHub is a wonderful open-source agent project that can help people collaborate with an agent team. That’s an interesting idea!<\/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\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Thank you! We really 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>I see LobeHub becoming an essential part of remote team workflows; asynchronous AI collaboration is powerful.<\/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\/@new_user__2692022c842fed49e31f55a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user__2692022c842fed49e31f55a<\/a> Hey, thanks for this! \ud83d\ude4c You’re spot on – async AI collaboration is exactly what we’re building towards. You and your remote teammates and agent teammates work together \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do users decide what an agent should remember vs forget?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Our memory system is capable of allowing the user to define their preferences against agents, this is not only valid in memory system, for daily works, workflows you created with agents, and actions you asked the agents to do, it helps too. Try out product, and see if the current design of the memory system works for you, we know that agents are not perfect, feel free to raise bad cases that you find, so we can improve it together \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>What kinds of work become possible with agent teams that are fundamentally impossible with today\u2019s single-agent or prompt-based tools?<\/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\/@iftekharahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftekharahmad<\/a> Good question \u2014 this gets to the core of why we built LobeHub.<\/p>\n<\/p>\n<p>A single agent handling complex work quickly runs into a context problem: it has to remember too many unrelated things at once. For example, you probably don\u2019t want your legal advisor to remember that you had McDonald\u2019s yesterday \u2014 but in a single-agent setup, everything ends up in the same context.<\/p>\n<\/p>\n<p>To work around this, people already start doing complex engineering: different prompts for different scenarios, carefully scoped context, separate memories, different tools. At that point, you\u2019re effectively creating multiple agents anyway.<\/p>\n<\/p>\n<p>LobeHub makes this explicit and more human-friendly. You can assign clear roles, memory, and constraints to different agents, let them collaborate, and supervise their interaction more naturally \u2014 instead of fighting a single overloaded agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love how I can clone and adapt existing agents: great for learning, customizing, and experimenting. Congratulations 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\/@amberjolie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amberjolie<\/a> Thanks! That\u2019s exactly why we made agents clonable \u2014 it\u2019s often the fastest way to learn and adapt them to real needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>70k GitHub stars is insane, congrats Arvin! Team of agents sounds cool until they start having their own Slack channel to complain about me:D Love the multi-model approach. Does LobeHub have smth like a boss mode where I can see if my agents are actually working or just hallucinating together?)<\/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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> \ud83d\ude02 Appreciate it! No agent Slack channel with boss mode yet \u2014 if they start one, I hope they at least keep shipping.<\/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<p>Agent teammates that grow with you is a strong concept. What\u2019s the biggest problem LobeHub solves compared to single-agent setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Thanks!<\/p>\n<p>The biggest problem LobeHub solves vs single-agent setups is providing a dedicated <strong>agent harness<\/strong> for multi-agent work.<\/p>\n<\/p>\n<p>Instead of forcing one agent to do everything, LobeHub runs agent teams with two runtimes: an agent loop (where each agent executes its own tasks) and a supervisor loop (which coordinates, routes work, and keeps the overall plan on track). This significantly improves collaboration efficiency and, just as importantly, keeps each agent\u2019s context space isolated, so they don\u2019t bleed unrelated memory or assumptions into each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80<br \/>Curious to see how teams evolve over time once memory and co-creation really kick in, feels like this could redefine what \u201cworking with AI\u201d actually means.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like something you integrate into how you work, not something you try once. That\u2019s rare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’m pretty excited about this launch. Excited to have a place to bring everything in one hub to build and have the memory and ability to shift from model to model. I just signed up and I’m ready to start learning how to get Lobe working for me! Congratulations on the launch here at 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the “teammate” framing vs just “bot”. since they are teammates, can multiple agents collaborate on a single complex task (like one researching, one coding), or do I have to manage the handoffs myself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">The product is sick! Congrats!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">In practice, multi-agent setups can add complexity: how do you decide when a task should be handled by one agent vs a team, and what debugging\/auditability features did you prioritize so users can trust and reproduce outcomes?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/@arvinx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arvinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arvinx<\/a> love the “agents that grow with you” framing. The persistent memory piece is exactly what’s missing from most agent tools today\/ curious how you’re handling state persistence across conversations? Building something adjacent at <a href=\"http:\/\/mio.xyz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mio.xyz<\/a>. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 noticed the LobeChat project shortly after it was open-sourced. I’m not a programmer, but this was indeed the first open-source application I deployed on a server.<\/p>\n<p>Initially, it was to take advantage of the free quotas offered by various platforms, as many large language model (LLM) providers offer generous free credits upon registration. I used all of these through LobeChat.<\/p>\n<p>Later, I found that LobeChat’s design philosophy greatly helped me in understanding “how to interact with AI” and “how to use AI” in the early stages. I even shared my deployed LobeChat with colleagues and friends, which was truly a wonderful memory.<\/p>\n<p>Although I rarely use it now, I’m delighted to see them introduce a new generation of AI interaction methods!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressed by LobeHub\u2019s vision of <strong>agents as evolving collaborators<\/strong> rather than disposable tools. The idea of agent teams with persistent, editable memory and multi-model support could be a game changer for workflows that require continuity and context. Looking forward to exploring how this redefines AI-driven productivity!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 co-evolving human\u2013agent model is interesting. Curious how you think about trust and control as agents accumulate long-term memory.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TO3ZVWRZ2ELRTK\" class=\"app-title\">Timeless<\/a><\/p>\n<div class=\"one-liner\">Agents built from your conversations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">213<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Timeless \u662f\u4e00\u6b3eAI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u5b83\u80fd\u81ea\u52a8\u8bc6\u522b\u4f1a\u8bae\u3001\u901a\u8bdd\u7b49\u5404\u7c7b\u5bf9\u8bdd\u4e2d\u7684\u610f\u56fe\uff0c\u5e76\u76f4\u63a5\u521b\u5efa\u4efb\u52a1\u3001\u8d77\u8349\u6587\u6863\u3001\u5b89\u6392\u8ddf\u8fdb\u4f1a\u8bae\uff0c\u89e3\u51b3\u4e86\u4f1a\u540e\u6267\u884c\u65ad\u5c42\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7dce2fa7-36e7-4121-9e9e-c6ef083c287e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef3e6276-7f23-4414-832f-60160e6f54d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84f88458-53a9-4814-85b1-4f13228eaa8f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49cb30a0-816b-45ef-af14-578580bfd0b7.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87f25493-d1a3-4701-9b53-a35323f872b1.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\/e9c9a3eb-7898-475c-933f-1c5ec5fea7f3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Wre_mfhWnGk\"><source src=\"https:\/\/youtu.be\/Wre_mfhWnGk\" 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\">Meetings<\/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\">\u81ea\u52a8\u5316\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u884c\u52a8\u8005\u201d\u800c\u975e\u201c\u8bb0\u5f55\u8005\u201d\u7684\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u80fd\u771f\u6b63\u63a8\u52a8\u5de5\u4f5c\u8fdb\u5c55\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u5728\u590d\u6742\u3001\u6a21\u7cca\u6216\u73a9\u7b11\u5f0f\u5bf9\u8bdd\u4e2d\uff0c\u5982\u4f55\u4fdd\u8bc1\u7406\u89e3\u548c\u6267\u884c\u7684\u7cbe\u786e\u6027\uff1f2. \u5982\u4f55\u8de8\u5e73\u53f0\u3001\u8de8\u975e\u6b63\u5f0f\u5bf9\u8bdd\u7ef4\u6301\u4e0a\u4e0b\u6587\u8fde\u8d2f\uff1f3. \u5982\u4f55\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Slack\u3001\u65e5\u5386\u3001\u7f51\u76d8\uff09\u6df1\u5ea6\u96c6\u6210\u4ee5\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff1f\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 Timeless \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u53e6\u4e00\u4e2a\u4f18\u79c0\u7684\u7b14\u8bb0\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u5de5\u4f5c\u6d41\u7684\u201c\u672b\u68a2\u795e\u7ecf\u201d\u4e0e\u201c\u6267\u884c\u5f15\u64ce\u201d\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u66f4\u597d\u7684\u8bb0\u5f55\uff0c\u800c\u662f\u8ba9\u201c\u8bf4\u8fc7\u5373\u505a\u8fc7\u201d\u6210\u4e3a\u53ef\u80fd\u3002\u8fd9\u76f4\u6307\u73b0\u4ee3\u534f\u4f5c\u4e2d\u6700\u9690\u79d8\u7684\u635f\u8017\uff1a\u4ece\u610f\u56fe\u5230\u884c\u52a8\u7684\u8f6c\u5316\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u521b\u65b0\u70b9\u5728\u4e8e\u5176\u201c\u88ab\u52a8\u89e6\u53d1\u201d\u6a21\u5f0f\u2014\u2014\u65e0\u9700\u4e3b\u52a8\u64cd\u4f5c\uff0cAI\u5728\u540e\u53f0\u6301\u7eed\u76d1\u542c\u5bf9\u8bdd\uff08\u7ebf\u4e0a\/\u7ebf\u4e0b\uff09\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u76f4\u63a5\u89e3\u6790\u4e3a\u53ef\u6267\u884c\u6307\u4ee4\u3002\u8fd9\u8bd5\u56fe\u5c06\u4eba\u7c7b\u4ece\u7e41\u7410\u7684\u201c\u81ea\u6211\u4efb\u52a1\u7ba1\u7406\u201d\u4e2d\u89e3\u653e\uff0c\u628a\u5bf9\u8bdd\u672c\u8eab\u53d8\u6210\u6700\u81ea\u7136\u7684\u4ea4\u4e92\u754c\u9762\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6b63\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u6311\u6218\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u662f\u7cbe\u786e\u6027\u4e0e\u201c\u8fc7\u5ea6\u81ea\u52a8\u5316\u201d\u7684\u6096\u8bba\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u201c\u6a21\u7cca\u3001\u73a9\u7b11\u8bed\u5883\u201d\u95ee\u9898\uff0c\u672c\u8d28\u662fAI\u5bf9\u4eba\u7c7b\u590d\u6742\u6c9f\u901a\u4e2d\u5927\u91cf\u9690\u542b\u4e0a\u4e0b\u6587\u3001\u793e\u4ea4\u7ebf\u7d22\u548c\u610f\u56fe\u4e0d\u786e\u5b9a\u6027\u7684\u7406\u89e3\u9e3f\u6c9f\u3002\u8bef\u5224\u4e0d\u4ec5\u4f1a\u4ea7\u751f\u5783\u573e\u4efb\u52a1\uff0c\u66f4\u53ef\u80fd\u5f15\u53d1\u4e25\u91cd\u7684\u534f\u4f5c\u4fe1\u4efb\u5371\u673a\u3002\u5176\u6b21\uff0c\u662f\u6570\u636e\u4e0e\u7cfb\u7edf\u7684\u201c\u8fde\u63a5\u5668\u201d\u96be\u9898\u3002\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0e\u73b0\u6709\u5de5\u5177\u94fe\uff08\u65e5\u5386\u3001\u7f51\u76d8\u3001CRM\u3001\u4efb\u52a1\u7cfb\u7edf\uff09\u7684\u65e0\u7f1d\u96c6\u6210\u80fd\u529b\uff0c\u8fd9\u6d89\u53ca\u590d\u6742\u7684API\u5de5\u7a0b\u4e0e\u6743\u9650\u95ee\u9898\uff0c\u4e5f\u662f\u7528\u6237\u5207\u6362\u6210\u672c\u7684\u6838\u5fc3\u3002\u6700\u540e\uff0c\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6f5c\u5728\u9690\u5fe7\uff1a\u4e00\u4e2a\u6301\u7eed\u76d1\u542c\u6240\u6709\u5bf9\u8bdd\uff08\u5305\u62ec\u7ebf\u4e0b\uff09\u7684\u5e73\u53f0\uff0c\u5c06\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u5408\u89c4\u7f6e\u4e8e\u4f55\u7b49\u4f18\u5148\u7ea7\uff1f\u8fd9\u9700\u8981\u6781\u81f4\u7684\u900f\u660e\u5ea6\u548c\u63a7\u5236\u6743\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679cTimeless\u80fd\u653b\u514b\u7cbe\u786e\u6027\u3001\u7cfb\u7edf\u96c6\u6210\u4e0e\u9690\u79c1\u5b89\u5168\u8fd9\u4e09\u5ea7\u5927\u5c71\uff0c\u5b83\u6709\u671b\u4ece\u201c\u667a\u80fd\u7b14\u8bb0\u201d\u7684\u7ea2\u6d77\u4e2d\u5f00\u8f9f\u51fa\u4e00\u4e2a\u65b0\u54c1\u7c7b\u2014\u2014\u201c\u5bf9\u8bdd\u9a71\u52a8\u81ea\u52a8\u5316\u201d\u3002\u5176\u771f\u6b63\u7684\u5bf9\u624b\u6216\u8bb8\u4e0d\u662fFathom\u7b49\u7b14\u8bb0\u5de5\u5177\uff0c\u800c\u662f\u672a\u6765\u6240\u6709\u8bd5\u56fe\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u5316\u4e3a\u884c\u52a8\u7684AI\u539f\u751f\u64cd\u4f5c\u7cfb\u7edf\u3002\u76ee\u524d\uff0c\u5b83\u5c55\u793a\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff0c\u4f46\u901a\u5f80\u201c\u53ef\u9760\u7684\u5de5\u4f5c\u526f\u9a7e\u9a76\u201d\u4e4b\u8def\uff0c\u4ecd\u5e03\u6ee1\u9700\u8981\u6781\u81f4\u5de5\u7a0b\u4e0e\u4f26\u7406\u601d\u8003\u7684\u8346\u68d8\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\">Timeless<\/span>\n <\/div>\n<div class=\"comment-content\">Timeless is a platform where your conversations build your agents. You say \u201clet’s follow up\u201d in a conversation, and the follow-up meeting is already scheduled. \u201cLet\u2019s write this up,\u201d and it\u2019s drafted. You meet with a client, a proposal is ready and the whole conversation is added to your client room, updated and ready to share with your team. Timeless works across meetings, phone calls, and real-world moments. It hears the moment a task is born and makes it real.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m Tommy, co-founder of Timeless.<\/p>\n<p>Meetings weren\u2019t the problem. Nothing happening after them was.<\/p>\n<p>For a while, we tried notetakers. They helped us remember what was said. But remembering wasn\u2019t the hard part. The hard part was everything that came next.<\/p>\n<p>Your face to face? It\u2019s a prompt.<\/p>\n<p>Your Zoom? Prompt.<\/p>\n<p>Your phone call? Prompt.<\/p>\n<p>Your \u201cquick sync\u201d by the coffee machine? Also a prompt.<\/p>\n<p>Timeless captures every kind of conversation, even the passive aggressive ones, and turns them into follow ups, proposals, tasks, stakeholder docs, and more.<\/p>\n<p>The things you said you\u2019d do tend to already be there when you go looking for them.<\/p>\n<p>This is our first time saying all of it at once, and we\u2019d love your support. <\/p>\n<p>just say the word, and all this is there:<\/p>\n<p><strong>\ud83e\udde0 Agents that build themselves<\/strong><\/p>\n<p>Agents form from what you already do. Your calendar. Your calls. Your conversations.<\/p>\n<p>Follow through Agent. Proposal Agent. Eat the Frog Agent.<\/p>\n<p>\ud83d\udcde <strong>Works across Zoom, phone, and in person<\/strong><\/p>\n<p>No links. No setup rituals. We even built a phone number for real life conversations. Put it on speaker.<\/p>\n<p>\ud83d\uddc2\ufe0f <strong>Rooms that organize themselves<\/strong><\/p>\n<p>Every doc, decision, and next step grouped by project or client.<\/p>\n<p>Shared with one link. No recap needed.<\/p>\n<p><strong>\ud83d\udcc4 Outputs, not summaries<\/strong><\/p>\n<p>Briefs. Slides. Next steps. The things you usually scramble to send.<\/p>\n<p>Already written. Already filed.<\/p>\n<p>We believe the most important moments don\u2019t happen inside tools. They happen in the moment. <\/p>\n<p>So we built something that listens closely and makes sure something actually happens next.<\/p>\n<p>Join the conversation\/Let\u2019s talk \u2014> <a href=\"http:\/\/www.timeless.day\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.timeless.day<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tommy_bar_av1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tommy_bar_av1<\/a> congrats on the launch. Will you launch a Windows app soon? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cAction-taker, not a note-taker\u201d is a strong framing but the hard part is precision. Curious how Timeless avoids over-acting or misinterpreting intent when conversations get messy, ambiguous, or half-joking.<\/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>When all is said… it’s done! That’s the beauty of timeless. We don’t need to keep having meetings to talk about the meetings to follow-up on the action items to async the syncs. It can all happen at the same time, in the moment. Loved all the conversations that went into making this thing real! <\/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\/@yana_h1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yana_h1<\/a> Great hearing it from a timeless freelancer! \u2763\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hundreds of conversations went into building this. Which feels fitting… because that\u2019s the whole point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the shift going from passive scribe to active agent that actually helps you do the work. Congrats to the team \ud83d\udd25<\/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\/@amitay_gilboa_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amitay_gilboa_design<\/a> Thanks 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>Love it! How is it different from a normal note-taker?<\/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\/@saar_lit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saar_lit<\/a> That’s a great question! <\/p>\n<p>Three main parts:<\/p>\n<ul>\n<li>\n<p><strong>It takes action for you<\/strong> \u2014 This is the key part. Timeless extracts action items, sends emails, creates documents, writes todos, builds presentations, generates clips – all without you having to manually do those things. It actually <em>executes<\/em> work.<\/p>\n<\/li>\n<li>\n<p><strong>It understands context<\/strong> \u2014 It synthesizes across multiple meetings, finds patterns, answers questions about what was discussed. It’s not just a dumb transcript storage system.<\/p>\n<\/li>\n<li>\n<p><strong>It integrates with your tools<\/strong> \u2014 Timeless can send summaries to Slack, create calendar events, file things into Google Drive, update your task management system. It’s connected to your actual workflow.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing that truly is timeless, our conversations. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@coral_hartman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@coral_hartman<\/a> Thank you for all your amazing 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<h1>Love the idea of agents forming from existing behavior. Curious how you handle context across informal, in-person conversations.<\/h1>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We didn\u2019t want better notes. We wanted things to actually happen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eilonmor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eilonmor<\/a> Co-founder vibes! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like the framing of conversations as prompts and the focus on outputs rather than summaries. From a product perspective, how does Timeless decide which outputs to generate from a single conversation, especially when discussions are messy or exploratory, and how do you avoid over-producing tasks or docs that don\u2019t actually need to exist?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love the demo video! “action-taker” is the right framing, but context is tricky. if i say “send them the deck,” how does it know which file in my drive i’m actually referring to?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>looks great <a href=\"https:\/\/www.producthunt.com\/@tommy_bar_av1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tommy_bar_av1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tommy_bar_av1<\/a> . we’re using fathom but this looks like a nice upgrade to go beyond ‘meeting notes’.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Switching costs are real because notes, tasks, and CRM are already scattered across tools. In a typical team, what\u2019s the smallest adoption footprint that still produces a \u2018wow, it just happened\u2019 outcome\u2014and what existing systems does Timeless have to integrate with to get there?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this action taking approach! I am curious about how is context maintained across multiple conversations that happen across platforms? Do the agents link conversations on the basis of shared participants \/ topics of discussion? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/@tommy_bar_av1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tommy_bar_av1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tommy_bar_av1<\/a> ! Action-taker > note-taker is spot on, actually extracting what matters is pretty daunting task (i’m doing memory for agents)<br \/> curious how do you decide what’s signal vs noise?<br \/>onwards!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/243HBFQOAGURQ2\" class=\"app-title\">ShapedQL<\/a><\/p>\n<div class=\"one-liner\">The SQL engine for search, feeds, and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShapedQL\u662f\u4e00\u4e2a\u7528\u4e8e\u641c\u7d22\u3001\u4fe1\u606f\u6d41\u548cAI\u667a\u80fd\u4f53\u7684SQL\u5f15\u64ce\uff0c\u5b83\u901a\u8fc7\u5c06\u7b80\u5355\u7684SQL\u7f16\u8bd1\u6210\u5b9e\u65f6\u6392\u5e8f\u7ba1\u9053\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u5feb\u901f\u6784\u5efa\u4e2a\u6027\u5316\u7684\u201c\u4e3a\u4f60\u63a8\u8350\u201d\u4fe1\u606f\u6d41\u3001\u641c\u7d22\u548cRAG\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u6574\u5408\u5411\u91cf\u6570\u636e\u5e93\u3001\u7279\u5f81\u5b58\u50a8\u548c\u91cd\u6392\u5e8f\u670d\u52a1\u65f6\u9762\u4e34\u7684\u67b6\u6784\u590d\u6742\u3001\u4ee3\u7801\u81c3\u80bf\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\/8802ce27-1f05-4165-9027-3a0359ae0431.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\/ce1982ca-77bf-4329-b409-5d3b8f96bafd.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\/32b05d56-15b3-45c9-95a8-b8bb1140b006.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\/a8c5f4fe-2213-4a70-a147-814fb40ed133.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\/adae75b2-662a-4881-b53f-96435afdede9.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\/a775d6ac-1ce2-4f21-b574-9994eab914bd.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\/b91de355-56e0-4673-8501-4887eeeb3ce6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/aaa64cf5-2f68-4098-8e46-0193d01eac6c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oo690vw-o2A?si=aWDFd8C2wdhkhMnk\"><source src=\"https:\/\/youtu.be\/oo690vw-o2A?si=aWDFd8C2wdhkhMnk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SQL\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6392\u5e8f<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u7279\u5f81\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d41\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5de5\u7a0b\u5b9e\u73b0\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6280\u672f\u7ec6\u8282\uff1a\u5bf9\u8bc4\u5206\u9636\u6bb5ML\u6a21\u578b\u7684\u63a7\u5236\u5ea6\u4e0e\u81ea\u5b9a\u4e49\u80fd\u529b\u3001\u591a\u6e90\u68c0\u7d22\u65f6\u7684\u52a8\u6001\u6392\u5e8f\u3001\u5927\u89c4\u6a21\u4e0b\u7684\u7279\u5f81\u65b0\u9c9c\u5ea6\u4e0e\u5ef6\u8fdf\u4fdd\u969c\u3001\u4ee5\u53ca\u4e0a\u7ebf\u540e\u5982\u4f55\u5feb\u901f\u8fed\u4ee3\u76f8\u5173\u6027\u3002\u521b\u59cb\u4eba\u56e2\u961f\u7ed9\u4e88\u4e86\u8be6\u7ec6\u7684\u6280\u672f\u89e3\u7b54\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 ShapedQL\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u53d1\u660e\u65b0\u7b97\u6cd5\uff0c\u800c\u5728\u4e8e\u5bf9\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u7279\u522b\u662f\u63a8\u8350\u4e0e\u641c\u7d22\u7cfb\u7edf\uff0c\u8fdb\u884c\u4e00\u573a\u5f7b\u5e95\u7684\u201c\u5de5\u7a0b\u8303\u5f0f\u201d\u91cd\u6784\u3002\u5b83\u8bd5\u56fe\u7528\u58f0\u660e\u5f0f\u7684SQL\u8bed\u8a00\uff0c\u5c01\u88c5\u4ece\u591a\u6e90\u68c0\u7d22\u3001\u8fc7\u6ee4\u3001\u5b9e\u65f6\u6a21\u578b\u8bc4\u5206\u5230\u7ed3\u679c\u91cd\u6392\u7684\u5b8c\u6574\u590d\u6742\u7ba1\u7ebf\uff0c\u5c06\u539f\u672c\u5206\u6563\u5728Pinecone\u3001Redis\u3001Python\u811a\u672c\u4e43\u81f3\u7279\u5f81\u5e73\u53f0\u4e2d\u7684\u201c\u80f6\u6c34\u4ee3\u7801\u201d\u62bd\u8c61\u4e3a\u4e00\u5c42\u7edf\u4e00\u7684\u63a5\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u964d\u672c\u589e\u6548\u201d\uff0c\u4f46\u8fd9\u4e2a\u201c\u672c\u201d\u4e0d\u4ec5\u662f\u4ee3\u7801\u884c\u6570\uff0c\u66f4\u662f\u9ad8\u7ea7ML\u4eba\u624d\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u56e2\u961f\u7684\u8fed\u4ee3\u6210\u672c\u3002\u5b83\u8ba9\u7b97\u6cd5\u5de5\u7a0b\u5e08\u548c\u5168\u6808\u5f00\u53d1\u8005\u80fd\u4ee5\u66f4\u63a5\u8fd1\u4ea7\u54c1\u903b\u8f91\uff08\u201c\u7ed9\u8d2d\u7269\u8f66\u63a8\u8350\u76f8\u5173\u5546\u54c1\u201d\uff09\u800c\u975e\u57fa\u7840\u8bbe\u65bd\u903b\u8f91\u7684\u65b9\u5f0f\u5de5\u4f5c\uff0c\u6709\u671b\u663e\u8457\u7f29\u77ed\u4ece\u5b9e\u9a8c\u5230\u751f\u4ea7\u7684\u5468\u671f\u3002\u521b\u59cb\u4ebaMeta AI\u7684\u80cc\u666f\uff0c\u4f7f\u5176\u5bf9Instagram\u7ea7\u4fe1\u606f\u6d41\u7cfb\u7edf\u7684\u590d\u6742\u6027\u4e0e\u75db\u70b9\u6709\u6df1\u523b\u7406\u89e3\uff0c\u4ea7\u54c1\u8bbe\u8ba1\u76f4\u6307\u8981\u5bb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u5c06\u7cfb\u7edf\u7684\u6838\u5fc3\u6743\u91cd\u5b8c\u5168\u62bc\u5728\u4e86ShapedQL\u81ea\u8eab\u7684\u53ef\u9760\u6027\u3001\u6027\u80fd\u4e0e\u7075\u6d3b\u6027\u4e0a\uff0c\u8fd9\u8981\u6c42\u5176\u5e95\u5c42\u5f15\u64ce\u5fc5\u987b\u6781\u5176\u5065\u58ee\u3002\u5176\u6b21\uff0c\u867d\u7136\u58f0\u660e\u5f0f\u63a5\u53e3\u964d\u4f4e\u4e86\u5165\u95e8\u95e8\u69db\uff0c\u4f46\u5f53\u9700\u8981\u6781\u81f4\u4f18\u5316\u6216\u5904\u7406\u975e\u5e38\u89c4\u573a\u666f\u65f6\uff0c\u5f00\u53d1\u8005\u53ef\u80fd\u4f1a\u611f\u5230\u201c\u9ed1\u7bb1\u201d\u822c\u7684\u675f\u7f1a\u611f\uff0c\u5176\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u7279\u5f81\u7684\u80fd\u529b\u8fb9\u754c\u5c06\u662f\u5173\u952e\u3002\u6700\u540e\uff0c\u5b83\u8eab\u5904\u4e00\u4e2a\u7ade\u4e89\u6fc0\u70c8\u7684\u9886\u57df\uff0c\u65e2\u8981\u5e94\u5bf9\u4f20\u7edf\u5411\u91cf\u6570\u636e\u5e93\u7684\u5411\u4e0a\u5ef6\u4f38\uff0c\u4e5f\u8981\u9762\u5bf9\u5404\u5927\u4e91\u5382\u5546\u7684\u7c7b\u4f3c\u6258\u7ba1\u670d\u52a1\u3002\u80fd\u5426\u5efa\u7acb\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5e76\u8ba9\u5f00\u53d1\u8005\u4fe1\u4efb\u5176\u80fd\u5904\u7406\u5927\u89c4\u6a21\u3001\u9ad8\u8981\u6c42\u7684\u7ebf\u4e0a\u6d41\u91cf\uff0c\u5c06\u662f\u6210\u529f\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u601d\u8def\u6b63\u786e\u3001\u76f4\u51fb\u75db\u70b9\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u5de5\u7a0b\u5b9e\u73b0\u7684\u6df1\u5ea6\u4e0e\u751f\u6001\u6784\u5efa\u7684\u5e7f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ShapedQL<\/span>\n <\/div>\n<div class=\"comment-content\">Stop gluing Pinecone, Redis, and Python scripts together. ShapedQL is the SQL engine for relevance – powering “For You” feeds, Search, and RAG memory in minutes. It compiles simple SQL into real-time ranking pipelines that retrieve, filter, score, and reorder results based on live user behavior. Replace thousands of lines of infra with 30 lines of SQL. With native multi-modal embeddings and automated MLOps, ShapedQL helps you build real-time decisions, not just document retrieval.<\/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<\/p>\n<p>I’m Tullie, the founder and CEO of Shaped. Previously I was a researcher at Meta AI, leading several ML teams including one focused on Instagram Reels and Ads video ranking. I also created PyTorchVideo and was a core contributor to Pytorch Lightning.<\/p>\n<p>We built ShapedQL because we realized that while retrieval has become easier (thanks to Vector DBs), ranking and relevance are still incredibly hard. <\/p>\n<p>Most engineering teams we talk to are stuck maintaining a “Frankenstein” stack. To build a “For You” feed or give an AI Agent personalized memory, they have to glue together a vector database, a feature store (like Redis), a reranking service, and thousands of lines of Python spaghetti code. <\/p>\n<p>We built ShapedQL to turn that “house of cards” into a single interface. <\/p>\n<p>ShapedQL is a domain-specific SQL dialect that compiles down to a high-performance, multi-stage ranking pipeline. With a single query, you can define the four stages of modern relevance: <br \/>1. Retrieve: Fetch candidates from multiple sources (Hybrid Search, Collaborative Filtering, Trending). <br \/>2. Filter: Apply hard constraints (e.g., “in stock” or “within 50 miles”). <br \/>3. Score: Rank results using real-time ML models (optimizing for clicks, purchases, or watch time).<br \/>4. Reorder: Enforce diversity so your users (or Agents) don’t see the same 5 items repeatedly. <\/p>\n<p>We’re seeing teams reduce 2,000+ lines of maintenance code down to ~30 lines of ShapedQL, while shipping features like “Cart Upsell” or “Agent Memory” in days instead of months.<\/p>\n<p>If you’re not a fan of SQL you can also choose from Python or Typescript SDK’s. <\/p>\n<p>I’d love to hear your feedback and answer any questions about the syntax or how it works under the hood! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tullie_murrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tullie_murrell<\/a> the scoring stage. how much control do you have over the ml model? can you bring your own model or is it mostly shaped’s built-in ranking?<\/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\/@tullie_murrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tullie_murrell<\/a> Your project accurately addresses the pain points of engineering implementation. Replacing glue code with declarative queries can significantly improve iteration efficiency from experimentation to production, while maintaining the flexibility of underlying optimization. Looking forward to learning more technical details about real-time feature computation and model hot updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tullie_murrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tullie_murrell<\/a> congrats on the launch. For the retrieve function, can it also rank different sources to decide on the go which source to call? (in cases where you use multiple enrichment providers) <\/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>This is sick – more teams able to build better feeds. Are you able to share any feeds Shaped is powering that you’re particularly proud of?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anteloper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anteloper<\/a> – One of my favorites is Afterhour’s feed – check it out: <a href=\"https:\/\/www.afterhour.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.afterhour.com\/<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Real-time retrieval and ranking tends to break at scale on feature freshness and training serving skew when event volume spikes and backfills happen.<\/p>\n<p>Best practice is strict offline to online feature parity with a streaming fed online feature store plus impression logging for eval and safe shadow or canary rollouts.<\/p>\n<p>How does ShapedQL handle feature definitions and model versioning plus A B testing while keeping low p99 latency across retrieve filter score reorder stages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Yeah great question, these are all pretty much the most difficult part of things about RecSys and production IR and it’s taken us ages to build all of this! Here’s how we approach it (and the technologies we use if you’re interested):<br \/>1. We have our own real-time feature store that handles the offline and online feature parity. It uses redis for online store and we provision a new redis instance for each tenant so it’s all isolated. Part of Shaped’s interface allows you to define the features you want to generate, although it’s limited at the moment and we’re planning on fleshing this out more in the coming months.<br \/>2. We have shadow and canary rollout system (uses Argo rollouts). We shadow for 30mins, then canary for 30mins typically, and only finalize a deployment if click-through-rate metrics and system metrics look good.<br \/>3. We have a predication store in Clickhouse that contains all of the impression logs and query requests, we do a join between these to work out attribution, and analyze A\/B tests.<br \/>4. The query endpoints does have some abilities for internal A\/B tests and we have a multi-armed bandit parameter optimization system, however, typically we ask customers to A\/B test on their side so they can get an apples to apples comparison with what their benchmark.<br \/>5. We embed our vector store and model weights alongside each other in the query pod, which means we can get extremely fast end-to-end latency and zero copy performance through the rest of the 4 stages. We typically aim for 30ms P50.<\/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\">Hey Tullie, that Frankenstein stack image is painfully accurate. Was there a specific team you talked to where you saw them drowning in that glue code and thought this is way too complicated for what should be a solved problem?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> – I can take this one. Yes, there was one specific company (who we can’t name \ud83d\ude09), who had 3000 lines of elastic search rules behind their ranking. Every decision was nested under layers upon layers of rules. Eventually we converted to it to ShapedQL and managed to cut it down to 30 lines.<\/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>Very cool. Congrats on the launch, fellas.<\/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\/@jonathan_nass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_nass<\/a> thanks for all 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>Congrats on the launch! Looks so good<\/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 <a href=\"https:\/\/www.producthunt.com\/@tullie_murrell\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tullie_murrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tullie_murrell<\/a> ! How do teams actually iterate on relevance once they\u2019re on ShapedQL? Is the biggest win faster experimentation, or just not having to touch infra every time they tweak ranking logic?<\/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\/@ehi_airewele\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ehi_airewele<\/a> yeah it’s a great question. With search, recommendations and retrieval there’s always something you need to iterate on, e.g. you might want to incorporate new types of data about your users, you might want to try a recently released AI model, you might have changing objectives quarter over quarter (e.g. conversions vs repeat purchases). Shaped is the infrastructure that helps your configure, adapt and experiment with all of these things faster (exactly as you mentioned). This ultimately leads to better, more relevant results that are updated to the needs of your business and users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UIVV5DAYLV2MWC\" class=\"app-title\">CapslockMute<\/a><\/p>\n<div class=\"one-liner\">The fastest way to mute yourself on video calls<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eMac\u5de5\u5177\uff0c\u5c06Caps Lock\u952e\u91cd\u6620\u5c04\u4e3aZoom\u3001Teams\u7b49\u89c6\u9891\u4f1a\u8bae\u8f6f\u4ef6\u7684\u9759\u97f3\u5feb\u6377\u952e\uff0c\u5229\u7528\u5927\u952e\u4f4d\u4f18\u52bf\u5b9e\u73b0\u5feb\u901f\u76f2\u64cd\uff0c\u89e3\u51b3\u7528\u6237\u5728\u7d27\u6025\u60c5\u51b5\u4e0b\uff08\u5982\u7a81\u53d1\u566a\u97f3\uff09\u624b\u5fd9\u811a\u4e71\u5bfb\u627e\u9759\u97f3\u6309\u94ae\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\/d838ed50-3837-4768-a563-54943503c9be.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\/115acad9-8d63-4dc1-8db6-ace49454b51a.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/684cab18f24e4ce18f08d29ecbe4e2c7\"><source src=\"https:\/\/www.loom.com\/share\/684cab18f24e4ce18f08d29ecbe4e2c7\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4f1a\u8bae<\/span><br \/>\n <span class=\"tag\">\u9759\u97f3\u5feb\u6377\u952e<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u4fbf\u6377\u6027\uff0c\u5c06\u5176\u5949\u4e3a\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u5f0f\u89e3\u51b3\u65b9\u6848\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u5e0c\u671bCaps Lock\u6307\u793a\u706f\u80fd\u540c\u6b65\u9759\u97f3\u72b6\u6001\u4ee5\u63d0\u4f9b\u89c6\u89c9\u53cd\u9988\uff1b2. \u62c5\u5fc3\u5e94\u7528\u66f4\u65b0\u5bfc\u81f4\u5feb\u6377\u952e\u5931\u6548\u6216\u72b6\u6001\u4e0d\u540c\u6b65\uff1b3. \u8be2\u95ee\u662f\u5426\u652f\u6301\u66f4\u591a\u4f1a\u8bae\u8f6f\u4ef6\u53ca\u81ea\u52a8\u5207\u6362\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 CapslockMute \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u952e\u4f4d\u6620\u5c04\u3002\u5b83\u5b9e\u8d28\u4e0a\u662f\u9488\u5bf9\u201c\u89c6\u9891\u4f1a\u8bae\u5e38\u6001\u201d\u8fd9\u4e00\u73b0\u4ee3\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u7cbe\u51c6\u5916\u79d1\u624b\u672f\uff0c\u5176\u6838\u5fc3\u6d1e\u5bdf\u5728\u4e8e\uff1a\u5360\u636e\u952e\u76d8\u5b9d\u8d35\u4f4d\u7f6e\u7684Caps Lock\u952e\uff0c\u5176\u539f\u751f\u529f\u80fd\u7684\u4f7f\u7528\u9891\u7387\u5df2\u8fdc\u4f4e\u4e8e\u9759\u97f3\u9700\u6c42\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u4e00\u4e2a\u201c\u7a7a\u95f4\u6d6a\u8d39\u201d\u8f6c\u5316\u4e3a\u201c\u6548\u7387\u67a2\u7ebd\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u83f2\u8328\u5b9a\u5f8b\uff08Fitts\u2018 Law\uff09\u7684\u80dc\u5229\uff0c\u66f4\u662f\u5bf9\u786c\u4ef6\u8bbe\u8ba1\u6ede\u540e\u4e8e\u73b0\u5b9e\u5de5\u4f5c\u573a\u666f\u7684\u8f9b\u8fa3\u8bbd\u523a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u7684\u201c\u5355\u952e\u89e3\u51b3\u65b9\u6848\u201d\u80cc\u540e\uff0c\u6f5c\u85cf\u7740\u6df1\u5c42\u7684\u6280\u672f\u8106\u5f31\u6027\u4e0e\u4f53\u9a8c\u65ad\u5c42\u3002\u9996\u5148\uff0c\u5b83\u4f5c\u4e3a\u4e00\u6b3e\u4e0a\u5c42\u5e94\u7528\uff0c\u4e25\u91cd\u4f9d\u8d56\u5404\u5927\u4f1a\u8bae\u8f6f\u4ef6\u672a\u7ecf\u9a8c\u8bc1\u7684\u5feb\u6377\u952eAPI\uff0c\u4efb\u4f55\u4e00\u6b21Zoom\u6216Teams\u7684\u66f4\u65b0\u90fd\u53ef\u80fd\u65e0\u58f0\u5730\u5207\u65ad\u5176\u547d\u8109\uff0c\u5bfc\u81f4\u72b6\u6001\u201c\u5931\u540c\u6b65\u201d\u2014\u2014\u8fd9\u79cd\u98ce\u9669\u5728\u5173\u952e\u5546\u4e1a\u4f1a\u8bae\u4e2d\u662f\u81f4\u547d\u7684\u3002\u5176\u6b21\uff0c\u7528\u6237\u5bf9\u6307\u793a\u706f\u540c\u6b65\u7684\u5f3a\u70c8\u6e34\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u65b9\u6848\u7684\u201c\u611f\u77e5\u9ed1\u6d1e\u201d\uff1a\u808c\u8089\u8bb0\u5fc6\u867d\u5feb\uff0c\u4f46\u7f3a\u4e4f\u5373\u65f6\u3001\u53ef\u9760\u7684\u786e\u8ba4\u53cd\u9988\uff0c\u7528\u6237\u53ef\u80fd\u5728\u201c\u81ea\u4ee5\u4e3a\u9759\u97f3\u201d\u7684\u72b6\u6001\u4e0b\u6ed4\u6ed4\u4e0d\u7edd\u3002\u521b\u59cb\u4eba\u5766\u8a00MacOS\u9650\u5236\u4f7f\u5f97\u6307\u793a\u706f\u6620\u5c04\u201c\u51e0\u4e4e\u4e0d\u53ef\u80fd\u201d\uff0c\u8fd9\u6210\u4e86\u4ea7\u54c1\u4f53\u9a8c\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5728\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u5e94\u7528\u8f6f\u4ef6\u7684\u5939\u7f1d\u4e2d\uff0c\u642d\u5efa\u4e00\u5ea7\u672c\u5e94\u7531\u7cfb\u7edf\u5c42\u6216\u786c\u4ef6\u5c42\u63d0\u4f9b\u7684\u6865\u6881\u3002\u5b83\u7684\u6d41\u884c\uff0c\u53cd\u886c\u51fa\u7b14\u8bb0\u672c\u5236\u9020\u5546\u5728\u9002\u5e94\u201c\u89c6\u9891\u4f1a\u8bae\u4f18\u5148\u201d\u65f6\u4ee3\u65f6\u7684\u9ebb\u6728\u4e0e\u8fdf\u7f13\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u6216\u8bb8\u66f4\u50cf\u4e00\u4e2a\u6210\u529f\u7684\u6982\u5ff5\u539f\u578b\uff0c\u5176\u7ec8\u6781\u547d\u8fd0\u8981\u4e48\u88ab\u64cd\u4f5c\u7cfb\u7edf\u539f\u751f\u529f\u80fd\u5438\u6536\uff0c\u8981\u4e48\u56e0\u5e73\u53f0\u9650\u5236\u800c\u6b62\u6b65\u4e8e\u5c0f\u4f17\u6781\u5ba2\u5de5\u5177\u3002\u5b83\u7684\u6210\u529f\uff0c\u5728\u4e8e\u54cd\u4eae\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u95ee\u9898\uff1b\u800c\u5b83\u7684\u5c40\u9650\uff0c\u5219\u5728\u4e8e\u53d7\u5236\u4e8e\u73b0\u6709\u751f\u6001\uff0c\u65e0\u6cd5\u7ed9\u51fa\u4e00\u4e2a\u5f7b\u5e95\u3001\u7a33\u5065\u7684\u7b54\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\">CapslockMute<\/span>\n <\/div>\n<div class=\"comment-content\">A Mac utility to remap Caps Lock to the mute shortcut for Zoom, Teams, and Tandem. Because CapsLock is a large key and at your finger tips, it’s much faster than clicking a button or pressing a combination of keys. It truly makes muting\/unmuting muscle memory.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had this idea when I was building <a href=\"https:\/\/www.producthunt.com\/products\/tandem\" target=\"_blank\" rel=\"noopener\">@Tandem<\/a> (a virtual office for remote teams) and saw how awkward it can be when someone can’t mute themselves. We built the ability to mute a teammate, but I thought it would be even better if mute\/unmute could become muscle memory…so I remapped caps lock to mute via <a href=\"https:\/\/www.producthunt.com\/products\/karabiner\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"karabiner\" target=\"_blank\" rel=\"noopener\">@Karabiner<\/a> . <\/p>\n<p>It quickly became one of my favorite hacks – I think it’s because Caps Lock is a large key, so it’s much quicker to press than a combination of keys. Yay Fitts’ Law! <\/p>\n<p>When I got a new laptop and my Karabiner setup broke, I missed it so much I built a dedicated app – now others can use it!<\/p>\n<p>I added a meeting app selector so you can change the keyboard shortcut to work with other meeting software. <\/p>\n<p>I find myself using it all the time!<br \/>– About to sneeze? -> Hit caps lock to mute. <br \/>– Want to dictate a note via <a href=\"https:\/\/www.producthunt.com\/products\/aqua\" target=\"_blank\" rel=\"noopener\">@Aqua Voice<\/a> while on a call? -> Hit caps lock to mute<br \/>– Child throwing a tantrum? -> Hit caps lock to mute<br \/>– Loud car horns near your house? -> Hit caps lock to mute<\/p>\n<p>Remapping mute to caps lock is more satisfying than:<br \/>– backing into a parking space<br \/>– changing your keyboard layout to Dvorak<br \/>– customizing launcher shortcuts in <a href=\"https:\/\/www.producthunt.com\/products\/raycast\" target=\"_blank\" rel=\"noopener\">@Raycast<\/a> <\/p>\n<p>It’s absolutely crazy that laptops are still shipped with a Caps Lock key and not a mute toggle, given how much time most of us spend on video calls. If anybody knows a way to remap the LED to your mute state, that would be even better, but as far as I can tell, it’s not possible on MacOS.<\/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\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> That’s a cool app, Rajiv! I’ll give it a shot in my next Google Meet. <\/p>\n<p>Right now, though, my setup uses a mic with a physical button that mutes me silently without any on-screen indicator. I just press to mute and unmute when I need to speak. <\/p>\n<p>I recall Gabe (or someone else on Product Hunt) was building a Mac app to do exactly that; hide the mute status. Was that you, <a href=\"https:\/\/www.producthunt.com\/@gabe\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> It reminded me of when I built it for Noor: <a href=\"https:\/\/x.com\/morajabi\/status\/1739291208512340363?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/morajabi\/status\/1739291208512340363?s=20<\/a><br \/>And it is possible to light up the LED, if you need it I can find the code and send it over on Twitter DMs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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, my coworkers are going to be jealous because I can finally mute without looking down or fumbling with a keyboard shortcut.<\/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\/@jonathan_prime\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_prime<\/a> they should totally be jealous. You’ve ascended to a new plane of virtual meeting existence \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real struggle happens when you forget that you muted yourself and talk for one minute muted \ud83d\ude00 \ud83d\ude05<\/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> That’s such a real thing. In Tandem, we popped up a notification telling you you’re muted, but users don’t always see that. Also, sometimes the person is intentionally muted and talking to somebody off camera, and the notification is unnecessary or even annoying. It’s a hard UX problem, certainly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Remapping Caps Lock to app-level mute is such a clean Fitts\u2019 Law win; at scale the hard part is reliability across Zoom\/Teams\/Meet updates + making sure the mute state never desyncs.<\/p>\n<p>Best-practice: read mic\/app mute state (where APIs allow), add a tiny \u201cyou\u2019re muted\u201d HUD + optional haptic\/earcon, and ship shortcut profiles w\/ auto-detection per app.<\/p>\n<p>Curious: are you planning a Meet shortcut profile + a failsafe that re-syncs if the meeting app loses focus or the shortcut changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <em>“the hard part is reliability across Zoom\/Teams\/Meet updates + making sure the mute state never desyncs.”<\/em> – yeah this is something I might hack on. It’s really tricky – you can detect foregrounded app and use some logic to denoise the timeseries, but there will be state drift from reality and I’ll have to handle it gracefully and clearly. <\/p>\n<p>I think a sound (mute\/unmute) is super key – Tandem has it (because we spent time on sound design, inspired by Discord) but meet and zoom don’t. I could implement sounds in the capslockmute app, but it needs to be synced with the actual mute state – not trivial. <\/p>\n<p>“<em>are you planning a Meet shortcut profile<\/em>” – what do you mean by a shortcut profile? Since meet doesn’t support a global shortcut easily, I was thinking a better approach would be to have a chrome extension to make a global shortcut work. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My curiosity is high because this makes me wonder what other underused keys could become productivity heroes and I want to experiment immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>My meetings have survived sneezes, crying babies, and car horns thanks to this concept alone and I can\u2019t stop thinking how much calmer my Zoom calls could be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be amazing if the LED could show mute status because my habit is muscle memory but a small visual cue would make me feel extra confident on calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ill_robyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ill_robyn<\/a> agree. What do you do now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My meetings are constantly interrupted by kids yelling or dogs barking, and this would have saved me from muting with clumsy key combos more times than I can count.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kimchi_2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimchi_2<\/a> absolutely – would love to know your thoughts after trying it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wonder if this works seamlessly across all apps because my calls jump between Zoom, Teams, and sometimes weird beta software and I don\u2019t want to hit Caps Lock and stay unmuted by accident.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lilygordy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lilygordy<\/a> right now you’ll need to switch between apps. Maybe in the future I’ll try building some auto-switching logic. You could also go into settings for your apps and change the shortcuts so they’re similar. For example, for Tandem I’m using CMD+shift+M, which I believe also works with Teams. You could change Zoom’s shortcut to be the same (Settings > Keyboard shortcuts), and then you’ll never have to switch in the menu bar app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly shocked laptops still don\u2019t ship like this by default. We spend more time on calls than typing in ALL CAPS anyway. This just makes sense. <a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> paging tim cook…. \ud83d\ude42 Yeah I agree. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 real job for Caps Lock. I always miss the Zoom mute combo when the dog barks. Big key = easy. Going to try this. If you ever hack the LED to match mute state, that\u2019d be perfect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Same here. Keyboard shortcuts sound nice, but in real calls I always forget them. One key is much easier to trust<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> yeah I’m going to get some help from Mo who also commented on this thread!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LOVE THIS! Congrats on the launch \ud83d\ude42<\/p>\n<p>I actually built something similar a <a href=\"https:\/\/gimme.coffee\/project-shh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>while back<\/strong><\/a> but never launched it (I was trying to get too fancy with it). I love your approach of making it software specific vs trying to tackle it all at once. <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> can you share a bit more on what you mean about remapping the LED to your mute state? Do you mean the caps lock LED light?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Super interesting. I didn’t want to do mute at the system level because then it’s not reflected in the video chat app, and other people can’t see if you’re muted or not. It can lead to some awkward situations, but there are certainly advantages to doing it at the system level. <\/p>\n<p>As for menu bar vs keyboard shortcuts, menu bar always felt way too slow for me. Although it is a lot faster than hunting for a button. If you think about it, since you can “slam” your mouse into the top of the screen, the effective menu bar size is a lot larger than the pixels would suggest… Still, if you calculate out Fitt’s Law, I think the Capslock key is significantly faster and easier. <\/p>\n<p>What I mean by the LED is it would be awesome if green meant your mic is hot and no light meant you’re on mute, but it’s really difficult to map the LED to anything but the Caps Lock state. MacOS makes this, as far as I can tell, impossible. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">This is such a cool app @rajiv_ayyangar – I\u2019m definitely going to try it. I can\u2019t tell you how many times I fumble trying to hit that mute button \ud83e\udd26\ud83c\udffb\u200d\u2642\ufe0f \ud83e\udd23<\/div>\n<div class=\"comment-actions\">\n<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\/@programator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@programator<\/a> Would love to know your thoughts after using it for the first time. Which meeting software do you usually use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4E7YJTRLUQIMPD\" class=\"app-title\">Alfi<\/a><\/p>\n<div class=\"one-liner\">Group chat app that remembers plans and helps you meet IRL<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u670b\u53cb\u7fa4\u804a\u8bbe\u8ba1\u7684\u3001\u5177\u5907\u201c\u793e\u4ea4\u6280\u80fd\u201d\u7684AI\u804a\u5929\u5e94\u7528\uff0c\u901a\u8fc7\u5185\u7f6e\u8ba1\u5212\u5236\u5b9a\u3001\u9910\u5385\u9884\u8ba2\u3001\u56fe\u7247\u5171\u521b\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u7fa4\u804a\u4e2d\u8ba1\u5212\u96be\u4ee5\u843d\u5730\u3001\u7ec4\u7ec7\u534f\u8c03\u8d39\u65f6\u8d39\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/997d886d-7a99-4289-a953-c4de79c6c708.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1de3339-e35d-40e2-a918-2b468ed6512b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1343381-a0ee-4ec3-bbce-807a31ff9e5f.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\/afd78fcb-897a-44dd-9cfa-59663da4815e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a1c39d1-9c16-4b25-b114-21ee18243930.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c3adebe-f1dd-48d1-8384-ab9b88d05a0f.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\/915736f6-5d19-4c20-8cfa-2ba4023c914e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pn07_bo6rfs\"><source src=\"https:\/\/youtu.be\/pn07_bo6rfs\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4AI<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6d3b\u52a8\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u670b\u53cb\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u56de\u987e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u6982\u5ff5\u53ca\u89e3\u51b3\u8ba1\u5212\u201c\u6d41\u4ea7\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u4e2a\u6027\u5316\u8bb0\u5fc6\u3001\u5a31\u4e50\u529f\u80fd\u8868\u793a\u5174\u8da3\u3002\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u4ed8\u8d39\u6a21\u5f0f\uff08\u6309\u7528\u91cf\u8ba1\u8d39\uff09\u5bf9\u7fa4\u804a\u573a\u666f\u7684\u9002\u7528\u6027\u53ca\u957f\u671f\u53ef\u6301\u7eed\u6027\uff0c\u5e76\u5173\u6ce8AI\u4ecb\u5165\u5bf9\u8bdd\u7684\u65f6\u673a\u4e0e\u5206\u5bf8\u611f\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 Alfi\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1a\u7fa4\u804a\u6b63\u6210\u4e3a\u65b0\u4e00\u4ee3\u7684\u3001\u53bb\u4e2d\u5fc3\u5316\u7684\u201c\u771f\u5b9e\u793e\u4ea4\u7f51\u7edc\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u53c8\u4e00\u4e2a\u804a\u5929\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u7fa4\u804a\u573a\u666f\u7684\u201c\u667a\u80fd\u534f\u4f5c\u8005\u201d\u6216\u201c\u9996\u5e2d\u8fd0\u8425\u5b98\u201d\uff0c\u5c06\u6563\u843d\u5404\u5904\u7684\u793e\u4ea4\u610f\u56fe\u8f6c\u5316\u4e3a\u5b9e\u9645\u884c\u52a8\u3002\u4ea7\u54c1\u901a\u8fc7\u96c6\u6210Yelp\u9884\u8ba2\u3001\u591a\u4eba\u56fe\u50cf\u751f\u6210\u3001\u793e\u4ea4\u65e5\u5386\u7b49\u529f\u80fd\uff0c\u76f4\u63a5\u653b\u51fb\u201c\u7fa4\u804a\u662f\u8ba1\u5212\u7684\u575f\u5893\u201d\u8fd9\u4e00\u7ecf\u5178\u96be\u9898\uff0c\u65b9\u5411\u7cbe\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u672c\u8d28\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\u3002\u5411\u201c\u670b\u53cb\u201d\u7fa4\u804a\u5f15\u5165\u6309\u6d88\u606f\u6216\u56fe\u50cf\u6570\u91cf\u8ba1\u8d39\u7684\u673a\u5236\uff0c\u6781\u6613\u9020\u6210\u652f\u4ed8\u8d23\u4efb\u4e0e\u4f7f\u7528\u4f53\u9a8c\u7684\u5272\u88c2\uff0c\u8fd9\u4e0e\u4fc3\u8fdb\u65e0\u538b\u529b\u793e\u4ea4\u7684\u521d\u8877\u80cc\u9053\u800c\u9a70\u3002\u8bc4\u8bba\u4e2d\u201c\u8c01\u4e70\u5355\uff1f\u201d\u7684\u8d28\u95ee\u76f4\u6307\u8981\u5bb3\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u793e\u4ea4\u6280\u80fd\u201d\u2014\u2014\u7406\u89e3\u8bed\u5883\u3001\u7fa4\u4f53\u52a8\u6001\u5e76\u9002\u65f6\u4ecb\u5165\u2014\u2014\u662f\u6781\u9ad8\u7684\u6280\u672f\u4e0e\u793e\u4f1a\u5de5\u7a0b\u5b66\u6311\u6218\u3002\u8fc7\u5ea6\u4ecb\u5165\u4f1a\u6ca6\u4e3a\u607c\u4eba\u7684\u201c\u7b2c\u4e09\u65b9\u201d\uff0c\u6c89\u9ed8\u4e0d\u8bed\u5219\u5931\u53bb\u4ef7\u503c\uff0c\u8fd9\u5176\u4e2d\u7684\u5e73\u8861\u7b97\u6cd5\u9700\u8981\u6781\u5176\u7cbe\u5999\u7684\u8bbe\u8ba1\u548c\u6d77\u91cf\u7684\u573a\u666f\u6570\u636e\u5582\u517b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAlfi\u662f\u5728\u8d4c\u4e24\u4ef6\u4e8b\uff1a\u4e00\u662f\u7528\u6237\u4e3a\u793e\u4ea4\u4fbf\u5229\u4e0e\u5a31\u4e50\u7684\u4ed8\u8d39\u610f\u613f\uff0c\u80fd\u8d85\u8d8a\u5bf9\u514d\u8d39\u4f46\u7b28\u62d9\u7684\u73b0\u6709\u5de5\u5177\uff08\u5982WhatsApp\uff09\u7684\u4f9d\u8d56\uff1b\u4e8c\u662f\u5176AI\u80fd\u771f\u6b63\u8fdb\u5316\u6210\u4e00\u4f4d\u201c\u61c2\u5206\u5bf8\u7684\u6570\u5b57\u5316\u670b\u53cb\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u548c\u4ed8\u8d39\u7684\u673a\u5668\u4eba\u3002\u5b83\u82e5\u60f3\u6210\u529f\uff0c\u5fc5\u987b\u5c06\u4f53\u9a8c\u6253\u78e8\u5230\u8db3\u4ee5\u8ba9\u6574\u4e2a\u793e\u4ea4\u7fa4\u4f53\u5fc3\u7518\u60c5\u613f\u5730\u8fc1\u79fb\u5e76\u5206\u644a\u6210\u672c\uff0c\u8fd9\u6ce8\u5b9a\u662f\u4e00\u6761\u8270\u96be\u4f46\u9887\u5177\u60f3\u8c61\u529b\u7684\u9053\u8def\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Alfi<\/span>\n <\/div>\n<div class=\"comment-content\">Alfi, the first chat app with social skills, for bringing friends together. We believe the group chat is the real social network. Where the funniest moments and real conversations happen in real time. With Alfi, we hope to bring you together more expressively, a lot more often. You can now book restaurants together with your friends. Create a social calendar. Make fun wild images together in the same chat. Set reminders for date night. Customize your own Alfi, and get group chat wrapped!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>\ud83d\udc4b Hey Product Hunt!<\/strong><\/p>\n<p>I’m Rushi, CEO & co-founder of Alfi. We’re launching the first chat app with social skills, built to bring friends together.<\/p>\n<p><strong>\ud83d\udca1 The Problem<\/strong><\/p>\n<p>Gen Z is leaving social media. But they’re not going offline. They’re retreating to group chats, smaller spaces where they’re honestly themselves. People are still using 2010 utilities like WhatsApp and Messenger to manage their 2026 social life.<\/p>\n<\/p>\n<p>The problem? Group chats are where plans go to die. Someone has to be “the planner” or nothing happens.<\/p>\n<p>Alfi fixes that.<\/p>\n<\/p>\n<p><strong>\ud83d\udc99 Meet Alfi<\/strong><\/p>\n<p>Alfi is your new social friend. The one who remembers everything, plans effortlessly, and keeps the crew together. Alfi also has a proprietary framework that knows when to talk (and when not to). We taught Alfi\u2026 social skills! No commands required.<\/p>\n<\/p>\n<p>It doesn\u2019t simply process but understands context, group dynamics, and whether you\u2019re actually asking for help or just chatting with friends.<\/p>\n<\/p>\n<p>Here’s what that looks like:<\/p>\n<ul>\n<li>\n<p><strong>Book restaurants together<\/strong>, with Yelp built in(exclusive partnership), directly in the chat. No more “where should we go?” spirals. Reserve instantly.<\/p>\n<\/li>\n<li>\n<p><strong>Create images <em>with<\/em> your friends<\/strong>: drop your crew into funny hats, wild scenes, anything you can dream up. Multiplayer image gen, first of its kind.<\/p>\n<\/li>\n<li>\n<p><strong>Social calendar<\/strong>: upcoming hangs, all in one place. Everyone is on the same page. No more managing separate cals.<\/p>\n<\/li>\n<li>\n<p><strong>Group Wrapped<\/strong>: who’s the chattiest? Top inside jokes? Now you’ll know. Something we all have wanted for the longest time!<\/p>\n<\/li>\n<li>\n<p><strong>Reminders & Memory<\/strong>: Alfi remembers your spots, your preferences, and nudges you to actually stay connected.<\/p>\n<\/li>\n<li>\n<p><strong>Customize your Alfi<\/strong>: Customize how Alfi responds, creates, and helps to fit in with your group\u2019s style. Custom AI for each chat.<\/p>\n<\/li>\n<\/ul>\n<p>Of course, you have your solo Alfi too! The group chat is simply sacred.<\/p>\n<\/p>\n<p><strong>\ud83c\udf0d Why This Matters<\/strong><br \/><strong>We believe the group chat is the real social network. <\/strong>Where the funniest moments and real conversations happen. With Alfi, we hope to bring you together more expressively, and a lot more often.<\/p>\n<p><strong>\ud83d\udd04 The Journey Here<\/strong><\/p>\n<p>We had first built <a href=\"http:\/\/text.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">text.ai<\/a>, our AI that lives inside SMS, WhatsApp, and Telegram. With near-zero marketing:<\/p>\n<ul>\n<li>\n<p>10M+ messages processed<\/p>\n<\/li>\n<li>\n<p>100K users across 150+ countries<\/p>\n<\/li>\n<li>\n<p>Growth driven almost entirely by word of mouth<\/p>\n<\/li>\n<\/ul>\n<p>But we learned something unexpected. People didn’t just want answers. They wanted a social friend who understands their unique group and actually helps them hang out more.<\/p>\n<p>So we built Alfi from scratch.<\/p>\n<p><\/p>\n<p><strong>\ud83d\udcac What beta users are saying<\/strong><\/p>\n<p><em>“It reminds my bf when he forgets our Farmers Market dates. Finally, someone else keeping him in check \ud83d\ude0f”<\/em><\/p>\n<p><em>“We put ourselves in cute dresses together. So cute. I wanna buy now”<\/em><\/p>\n<p><strong>\ud83c\udf0d Why This Matters<\/strong><\/p>\n<p>We believe the group chat is the real social network. Where the funniest moments and real conversations happen. With Alfi, we hope to bring you together more expressively, and a lot more often.<\/p>\n<p><strong>\ud83d\ude4f We’d love to hear from you:<\/strong><\/p>\n<ul>\n<li>\n<p>What group would you add to Alfi first?<\/p>\n<\/li>\n<li>\n<p>What feature would make this indispensable for your crew?<\/p>\n<\/li>\n<li>\n<p>How many plans have died in your group chat?<\/p>\n<\/li>\n<\/ul>\n<p>Alfi is live now on iOS and Android. Available in 10+ languages.<\/p>\n<p>\ud83d\udc49 <strong>Download today: <\/strong><a href=\"http:\/\/text.ai\/app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>text.ai\/app<\/strong><\/a><\/p>\n<\/p>\n<p>With gratitude, <br \/>Rushi, Prahar, & Paras<\/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\/@rushishah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rushishah<\/a> cool concept, but saw the pricing , $5 for 25 images or 100 messages feels steep for a group chat app.<\/p>\n<p>in a friend group, who pays? does everyone need credits or just one person?<\/p>\n<p>also curious about long-term sustainability. big platforms are free because of funding and data monetization. how do you keep alfi affordable enough that friend groups actually stick around?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The new group chat era begins now. Building <a href=\"https:\/\/text.ai\/app?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Alfi<\/a> was about figuring out how to make human connection effortless. It\u2019s not just a chat app; it’s the glue that will helps you hold your social life together. Can\u2019t wait to see how your crews break it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Learn, listen, build. After 10 months in the trenches of consumer AI we heard what our users wanted… unlocked access to AI as a social enabler, but in a premium chat experience. Hence Alfi. Dig in with your friends and family & tell us what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool – does it remember things about me and friends?<\/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\/@nick_verity2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_verity2<\/a> yes! it does. it adapts uniquely to you versus your friends. alfi will also remember who is vegetarian in the group and who has allergies when recommending restaurants to the friends. super handy and personalized to each group.<\/p>\n<\/p>\n<p>the goal is we better understand you and your group so we can better serve you. alfi handles all the boring logistical, items. heck, alfi is your group’s chief of staff<\/p>\n<\/p>\n<p>hope you enjoy! do share your feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Alfi in our group chats and it\u2019s honestly great. Arguing with it in savage mode is way too entertaining \ud83d\ude02 but it\u2019s also clutch for handling all the logistics so one person isn\u2019t stuck herding the group every single time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeel_thakkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeel_thakkar<\/a> love hearing that jeel! savage mode is indeed hilarious and spicy. you should try the custom alfi, that way you can adapt it to your specific group. we have a group where our alfi is pretty much yoda lol<\/p>\n<\/p>\n<p>your group chat wrapped will indeed be fun.<\/p>\n<\/p>\n<p>glad you’re finding it useful. let us know if you have features or improvements we can make! <\/p>\n<\/p>\n<p>appreciate you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Alfi looks fun, good work team! What are some of the next targets on your roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Treating the group chat as the real social network feels very on point, especially with planning friction being the core failure mode. How does Alfi decide when to step into a group chat versus staying silent, particularly across different group dynamics, without becoming intrusive or dominating the conversation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DF2VXRX47SUVH5\" class=\"app-title\">Analog Reader<\/a><\/p>\n<div class=\"one-liner\">turn your favorite newsletters into a printable newspaper<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u7528\u6237\u8ba2\u9605\u7684\u65b0\u95fb\u901a\u8baf\u548cRSS\u5185\u5bb9\u8f6c\u6362\u4e3a\u53ef\u6253\u5370\u62a5\u7eb8\u683c\u5f0f\u7684\u5de5\u5177\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u548c\u6570\u5b57\u5e72\u6270\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u7528\u6237\u5b9e\u73b0\u4e13\u6ce8\u3001\u6df1\u5ea6\u7684\u79bb\u7ebf\u9605\u8bfb\uff0c\u89e3\u51b3\u201c\u6536\u85cf\u65e0\u6570\u5374\u4ece\u672a\u9605\u8bfb\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98fc6254-453a-45e4-ac6d-9c83fcfba72f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65192f66-366c-4e27-b4ec-9236459d1f9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a19ad03d-00f7-4c04-b2dd-516d944b802d.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\/e46ae7f7-f2d5-4ce1-a7a8-e11829f396ee.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\">News<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u6392\u6bd2<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u53ef\u6253\u5370\u62a5\u7eb8<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">RSS<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6162\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">PDF\u751f\u6210<\/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\u540c\u4ea7\u54c1\u7406\u5ff5\uff0c\u6df1\u611f\u6570\u5b57\u9605\u8bfb\u5e26\u6765\u7684\u5206\u5fc3\u4e0e\u7126\u8651\uff0c\u8ba4\u4e3a\u7eb8\u8d28\u5316\u80fd\u4fc3\u8fdb\u4e13\u6ce8\u4e0e\u5b8c\u6210\u9605\u8bfb\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u5176\u5e2e\u52a9\u5efa\u7acb\u9605\u8bfb\u4eea\u5f0f\u611f\u3001\u7f13\u89e3\u4fe1\u606f\u8fc7\u8f7d\uff1b\u8be2\u95ee\u4e0ereMarkable\u3001Kindle Scribe\u7b49\u8bbe\u5907\u7684\u517c\u5bb9\u6027\uff1b\u5efa\u8bae\u589e\u52a0\u5bf9\u751f\u6210\u5185\u5bb9\u7684\u201c\u8bed\u8c03\u8c03\u6574\u201d\u63a7\u5236\u4ee5\u589e\u5f3a\u4fe1\u4efb\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Analog Reader \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u529f\u80fd\u7b80\u5355\u7684\u683c\u5f0f\u8f6c\u6362\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u5f53\u4e0b\u6570\u5b57\u751f\u6d3b\u65b9\u5f0f\u7684\u5c16\u9510\u6279\u5224\u4e0e\u6e29\u548c\u53cd\u6297\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u5728\u7b97\u6cd5\u548c\u6d41\u91cf\u7684\u6218\u573a\u4e0a\u640f\u6740\uff0c\u800c\u662f\u5de7\u5999\u5730\u5f00\u8f9f\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u6536\u96c6\uff0c\u6a21\u62df\u6d88\u8d39\u201d\u7684\u64a4\u9000\u8def\u5f84\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4e00\u79cd\u54f2\u5b66\u4e3b\u5f20\uff1a\u5c06\u4fe1\u606f\u4ece\u4e89\u593a\u6ce8\u610f\u529b\u7684\u8d5b\u535a\u7a7a\u95f4\u4e2d\u201c\u7269\u7406\u5316\u201d\u5265\u79bb\uff0c\u901a\u8fc7\u6253\u5370\u8fd9\u4e00\u884c\u4e3a\uff0c\u5b8c\u6210\u6240\u6709\u6743\u548c\u6d88\u8d39\u6743\u7684\u5ba3\u544a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7cbe\u51c6\u547d\u4e2d\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u8ba4\u77e5\u5931\u8c03\uff1a\u6211\u4eec\u70ed\u7231\u4fe1\u606f\u5f00\u653e\uff0c\u5374\u538c\u6076\u968f\u4e4b\u800c\u6765\u7684\u788e\u7247\u5316\u4e0e\u7126\u8651\u3002\u8bc4\u8bba\u4e2d\u201c\u90ae\u7bb1\u7206\u6ee1\u5374\u9c9c\u5c11\u8bfb\u5b8c\u201d\u3001\u201c\u540c\u4e00\u6587\u7ae0\u5728\u624b\u673a\u4e0a\u8bfb\u4e0d\u5b8c\u5728\u7eb8\u4e0a\u5374\u80fd\u201d\u7684\u5171\u9e23\uff0c\u5370\u8bc1\u4e86\u8fd9\u662f\u4e00\u4e2a\u5e7f\u6cdb\u5b58\u5728\u7684\u771f\u5b9e\u56f0\u5883\u3002Analog Reader \u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848\u770b\u4f3c\u590d\u53e4\u4f4e\u6548\uff0c\u5b9e\u5219\u901a\u8fc7\u5f15\u5165\u6253\u5370\u7684\u6210\u672c\uff08\u65f6\u95f4\u3001\u64cd\u4f5c\uff09\u548c\u7eb8\u8d28\u8f7d\u4f53\u7684\u7269\u7406\u9650\u5236\uff0c\u9006\u5411\u5b9e\u65bd\u4e86\u201c\u6ce8\u610f\u529b\u7b5b\u9009\u201d\u548c\u201c\u627f\u8bfa\u673a\u5236\u201d\uff0c\u5c06\u6f2b\u65e0\u76ee\u7684\u7684\u6d4f\u89c8\u8f6c\u5316\u4e3a\u6709\u610f\u56fe\u7684\u9605\u8bfb\u4eea\u5f0f\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\u5728\u73af\u4fdd\u610f\u8bc6\u9ad8\u6da8\u7684\u65f6\u4ee3\uff0c\u5021\u5bfc\u6253\u5370\u53ef\u80fd\u9762\u4e34\u7406\u5ff5\u6027\u8d28\u7591\uff0c\u5c3d\u7ba1\u5176\u9f13\u52b1\u7684\u662f\u6709\u9009\u62e9\u7684\u6df1\u5ea6\u6253\u5370\u800c\u975e\u65e0\u8282\u5236\u6d6a\u8d39\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\uff0c\u201c\u514d\u8d39\u201d\u6a21\u5f0f\u5982\u4f55\u6301\u7eed\uff1f\u672a\u6765\u662f\u5426\u4f1a\u5bf9\u9ad8\u7ea7\u6392\u7248\u3001\u4e2a\u6027\u5316\u7248\u5f0f\u6216\u4e0e\u6253\u5370\u670d\u52a1\u5546\u5206\u6210\u6536\u8d39\uff1f\u6700\u540e\uff0c\u5176\u4f53\u9a8c\u4e25\u91cd\u4f9d\u8d56\u5916\u90e8\u786c\u4ef6\uff08\u6253\u5370\u673a\u3001\u7535\u5b50\u58a8\u6c34\u5c4f\uff09\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u73af\u8282\u7684\u5de5\u5177\uff0c\u7528\u6237\u7c98\u6027\u548c\u58c1\u5792\u53ef\u80fd\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAnalog Reader \u662f\u201c\u6162\u79d1\u6280\u201d\u8fd0\u52a8\u7684\u4e00\u4e2a\u5177\u4f53\u5b9e\u8df5\u3002\u5b83\u4e0d\u63d0\u4f9b\u66f4\u591a\u5185\u5bb9\uff0c\u800c\u662f\u63d0\u4f9b\u66f4\u597d\u7684\u6d88\u8d39\u5185\u5bb9\u7684\u5fc3\u667a\u72b6\u6001\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u7206\u6b3e\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5438\u5f15\u4e00\u4e2a\u8db3\u591f\u5fe0\u8bda\u7684\u793e\u7fa4\uff0c\u5171\u540c\u8df5\u884c\u8fd9\u79cd\u201c\u53cd\u6f6e\u6d41\u201d\u7684\u9605\u8bfb\u4fe1\u4ef0\uff0c\u5e76\u5728\u8fc7\u7a0b\u4e2d\u627e\u5230\u53ef\u6301\u7eed\u7684\u751f\u5b58\u4e4b\u9053\u3002\u8fd9\u662f\u4e00\u573a\u9488\u5bf9\u6570\u5b57\u5f02\u5316\u7684\u5fae\u578b\u5b9e\u9a8c\uff0c\u503c\u5f97\u5c0a\u656c\uff0c\u4f46\u524d\u8def\u4e0d\u6613\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\">Analog Reader<\/span>\n <\/div>\n<div class=\"comment-content\">For people who love the internet but hate what it does to their brain. The internet has infinite content. Your attention is finite. Digital collection. Analog consumption. Turn your digital media into a printable newspaper.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reading this description made me reflect on my own habits. I save so many links and never return to them. This approach feels slower but in a good way.<\/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\/@debra_salt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debra_salt<\/a> Thanks for the support Debra. I agree, sometimes I feel like I need to “read it all fast”, but I often don’t get what I want out of a text unless I read it slowly and intentionally.<\/p>\n<p>I hope this tool helps you with this just as much as it helped me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really relate to this idea because my inbox is full and I barely finish anything. Reading on screens always distracts me even when I want to ficus. This feels like a calmer way to actually enjoy content.<\/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\/@phyllis_brooks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phyllis_brooks<\/a> Thanks, Phyllis! Feel free to check it out and let me know if there’s anything else I could do to make your reading more enjoyable and calmer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks useful overall. I feel giving users more visible control over tone adjustments could help people like me trust the replies more.<\/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\/@sandhya_kumari11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandhya_kumari11<\/a> What do you mean by tone adjustments?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea feels simple but thoughtful. My experience tells me that sometimes small changes in how we consume content make the biggest difference.<\/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\/@sophia_gartner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_gartner<\/a> I got to thank the reMarkable tablet for bringing me into this world. On the surface, it feels like it’s just an inferior tablet from all others you could buy, but then, as you use it, the small decisions they made really make a huge difference in how you consume things.<\/p>\n<p>If it weren’t for them, I’d probably never think of making AnalogReader. I hope you have a good day today, and if you have any issues with AnalogReader, let me know \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<div class=\"reply-item\">\n<div class=\"reply-content\">@luskira Does it work just as well with a Kindle Scribe?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I was just scrolling and stopped here because this felt different. My attention struggles a lot online and this idea made me pause and read properly.<\/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\/@melina_cross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melina_cross<\/a> Thanks Melina, I hope this can bring a bit more calm to your reading time \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>Oh, how fun! I love this so much. Looking forward to print and deliver. \ud83d\udda4<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nikkielizdemere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikkielizdemere<\/a> thanks Nichole! If you signed up in the google forms I’ll send you an email whenever we have print on demand available! If you haven’t signed up already this is the link: <a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSeL5xaGStZcN_wTJMtEQhNwxP_l4tvCt6WbCvKo2EN1i-kk-A\/viewform?usp=header\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLSeL5xaGStZcN_wTJMtEQhNwxP_l4tvCt6WbCvKo2EN1i-kk-A\/viewform?usp=header<\/a> <\/p>\n<p>thanks again!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I subscribe to way too many newsletters.<\/p>\n<p>I read maybe 3 of them.<\/p>\n<p>The problem wasn’t the content. The content is great.<\/p>\n<p>The problem was reading it on a screen that also has social media, and a thousand notifications fighting for my attention.<\/p>\n<p>Same article on my phone = half-read, forgotten.<br \/>\nSame article on paper = actually finished.<\/p>\n<p>So I made a tool that turns any newsletter into a printable newspaper.<\/p>\n<p>You pick what you want to read, it generates a PDF, you print it (or send it to a reMarkable as I do).<\/p>\n<p>My new ritual:<\/p>\n<p>1. Sunday night, I pick what I want to read for the week. Generate. Done.<br \/>\n2. Monday morning: coffee + paper + silence.<br \/>\n3. No algorithm deciding I should actually be reading about AI drama instead.<\/p>\n<p>It’s free. Works with any Substack, Ghost, or RSS feed.<\/p>\n<p>For people who love the internet but hate what it does to their brains.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a non-trivial product to launch in our eco-friendly era! You know, potentially, it can also help combat the problem of having a million of links saved for later and never revisited again. If you, say, print a couple of articles and keep them at sight – you’ll defo read them. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MQRU5SS5BJMJNN\" class=\"app-title\">Jotform AI Chatbot for Canva<\/a><\/p>\n<div class=\"one-liner\">Bring Canva designs to life with an embedded AI chatbot <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u6b3e\u4ea7\u54c1\u5141\u8bb8\u7528\u6237\u5728Canva\u8bbe\u8ba1\u4f5c\u54c1\u4e2d\u76f4\u63a5\u5d4c\u5165AI\u804a\u5929\u673a\u5668\u4eba\uff0c\u5c06\u9759\u6001\u9875\u9762\u8f6c\u5316\u4e3a\u4ea4\u4e92\u5f0f\u4f53\u9a8c\uff0c\u7528\u4e8e\u5373\u65f6\u89e3\u7b54\u8bbf\u5ba2\u7591\u95ee\u3001\u6355\u83b7\u7ebf\u7d22\u5e76\u5f15\u5bfc\u540e\u7eed\u884c\u52a8\uff0c\u89e3\u51b3\u4e86Canva\u8bbe\u8ba1\u7f3a\u4e4f\u4e92\u52a8\u6027\u3001\u5bfc\u81f4\u7528\u6237\u53c2\u4e0e\u4e2d\u65ad\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\/487f94a9-e83a-45ca-a0e6-415cf61862ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfd4aaf1-2d0b-4d32-9cf0-1d45d82ee371.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/090b5ada-c9bf-4de0-ac89-ac65fe843872.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d0bfd37-f0b8-4813-8bca-9fccba48c7c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2462c5b-3363-4474-b604-705aba9dc2fb.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\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">Canva\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u81ea\u52a9\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8868\u5355\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u9875\u9762\u5185\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\u53cd\u9988\u80af\u5b9a\u4ea7\u54c1\u5c06\u9759\u6001Canva\u9875\u9762\u8f6c\u5316\u4e3a\u5bf9\u8bdd\u5f0f\u754c\u9762\u7684\u65b9\u5411\uff0c\u5c24\u5176\u8ba4\u53ef\u5176\u5728\u7ebf\u7d22\u6355\u83b7\u548c\u81ea\u52a9\u670d\u52a1\u6d41\u7a0b\u4e2d\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u804a\u5929\u673a\u5668\u4eba\u7684\u51b3\u7b56\u903b\u8f91\u900f\u660e\u5ea6\uff08\u5982\u4f55\u9009\u62e9\u76f4\u63a5\u56de\u7b54\u6216\u5f15\u5bfc\u81f3\u8868\u5355\u7b49\uff09\u4ee5\u53ca\u5904\u7406\u590d\u6742\u6761\u4ef6\u5206\u652f\u8868\u5355\u65f6\u7684\u8bbe\u7f6e\u76f4\u89c2\u6027\u4e0e\u5b66\u4e60\u6210\u672c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Jotform\u6b64\u6b21\u63a8\u51fa\u7684AI Chatbot for Canva\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u201c\u9759\u6001\u5185\u5bb9\u4ea4\u4e92\u5316\u201d\u8d8b\u52bf\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u804a\u5929\u673a\u5668\u4eba\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u6210\u719f\u7684AI\u5bf9\u8bdd\u80fd\u529b\u65e0\u7f1d\u690d\u5165\u5168\u7403\u6700\u4e3b\u6d41\u7684\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\u5e73\u53f0\uff0c\u8bd5\u56fe\u89e3\u51b3\u5185\u5bb9\u5c55\u793a\u4e0e\u7528\u6237\u884c\u52a8\u4e4b\u95f4\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u65ad\u88c2\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1aCanva\u627f\u8f7d\u4e86\u6d77\u91cf\u7684\u8425\u9500\u9875\u9762\u3001\u4ea7\u54c1\u4ecb\u7ecd\u548c\u5ba3\u4f20\u6750\u6599\uff0c\u4f46\u8fd9\u4e9b\u5185\u5bb9\u957f\u671f\u5904\u4e8e\u201c\u53ea\u8bfb\u201d\u72b6\u6001\u3002\u8bbf\u5ba2\u7684\u7591\u95ee\u65e0\u6cd5\u5373\u65f6\u89e3\u7b54\uff0c\u8f6c\u5316\u8def\u5f84\u88ab\u8feb\u8df3\u51fa\uff0c\u5bfc\u81f4\u6d41\u5931\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7\u5d4c\u5165\u5f0f\u804a\u5929\u673a\u5668\u4eba\uff0c\u5c06\u5355\u5411\u4f20\u64ad\u8f6c\u53d8\u4e3a\u53cc\u5411\u5bf9\u8bdd\uff0c\u8bd5\u56fe\u5728\u5185\u5bb9\u6d88\u8d39\u573a\u666f\u5185\u76f4\u63a5\u5b8c\u6210\u7b54\u7591\u3001\u7b5b\u9009\u548c\u5f15\u5bfc\uff0c\u63d0\u5347\u8f6c\u5316\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u573a\u666f\u6df1\u5ea6\u6709\u9650\u3002\u5728\u7b80\u5355\u7684FAQ\u548c\u7ebf\u7d22\u6355\u83b7\u4e4b\u5916\uff0c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u591a\u7ea7\u6761\u4ef6\u5206\u652f\uff09\u5728\u65e0\u4ee3\u7801\u73af\u5883\u4e0b\u80fd\u5426\u4f18\u96c5\u5b9e\u73b0\u5b58\u7591\uff0c\u53ef\u80fd\u9677\u5165\u201c\u7b80\u5355\u573a\u666f\u4e0d\u591f\u5f3a\uff0c\u590d\u6742\u573a\u666f\u505a\u4e0d\u4e86\u201d\u7684\u5c34\u5c2c\u3002\u5176\u6b21\uff0c\u51b3\u7b56\u9ed1\u7bb1\u95ee\u9898\u3002\u673a\u5668\u4eba\u4f55\u65f6\u5e94\u7b54\u3001\u4f55\u65f6\u5f15\u5bfc\u81f3\u4e0b\u4e00\u6b65\uff0c\u5176\u903b\u8f91\u7684\u900f\u660e\u5ea6\u548c\u7528\u6237\u53ef\u914d\u7f6e\u6027\uff0c\u662f\u5f71\u54cd\u5b9e\u7528\u6027\u4e0e\u4fe1\u4efb\u5ea6\u7684\u5173\u952e\uff0c\u76ee\u524d\u770b\u6765\u4ecd\u662f\u672a\u660e\u786e\u89e3\u7b54\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u529f\u80fd\u5ac1\u63a5\u201d\u800c\u975e\u201c\u8303\u5f0f\u9769\u65b0\u201d\u3002\u5b83\u6269\u5c55\u4e86Jotform\u81ea\u8eab\u8868\u5355\u81ea\u52a8\u5316\u751f\u6001\u7684\u5165\u53e3\uff0c\u4e5f\u4e3aCanva\u6ce8\u5165\u4e86\u4ea4\u4e92\u5c42\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u9875\u9762\u7684\u88c5\u9970\u6027\u4ea4\u4e92\u201d\u5347\u7ea7\u4e3a\u201c\u6838\u5fc3\u4e1a\u52a1\u6d41\u7684\u667a\u80fd\u67a2\u7ebd\u201d\u3002\u5982\u679c\u4ec5\u505c\u7559\u5728\u7f8e\u5316\u7248\u7684\u5728\u7ebf\u5ba2\u670d\u63d2\u4ef6\u5c42\u9762\uff0c\u5176\u7ade\u4e89\u529b\u5c06\u5341\u5206\u8106\u5f31\u3002\u4e0b\u4e00\u6b65\uff0c\u5e94\u805a\u7126\u4e8e\u5f00\u653e\u66f4\u7cbe\u7ec6\u7684\u5bf9\u8bdd\u6d41\u7a0b\u8bbe\u8ba1\u6743\uff0c\u5e76\u6df1\u5316\u4e0eCanva\u5185\u6570\u636e\u5c42\uff08\u5982\u8bbe\u8ba1\u5143\u7d20\u3001\u94fe\u63a5\u7ec4\u4ef6\uff09\u7684\u8054\u52a8\uff0c\u624d\u80fd\u771f\u6b63\u8ba9\u8bbe\u8ba1\u201c\u6d3b\u201d\u8d77\u6765\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\">Jotform AI Chatbot for Canva<\/span>\n <\/div>\n<div class=\"comment-content\">Jotform AI Chatbot for Canva helps you turn any Canva design into an interactive, AI-powered experience. Add your agent directly into your design so visitors can ask questions, get instant answers, and take action, without 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 \ud83d\udc4b<\/p>\n<p>I\u2019m Aytekin, founder & CEO of Jotform, and today we\u2019re excited to launch Jotform AI Chatbot for Canva!<\/p>\n<p>Over the last year, we\u2019ve seen teams use AI chatbots for way more than support:<br \/>\nanswering FAQs, qualifying leads, booking calls, helping customers choose the right plan, even acting like a mini assistant for their business.<\/p>\n<p>And something became obvious:<br \/>\nCanva designs are everywhere now\u2026 but they\u2019re still mostly static.<br \/>\nVisitors land on a page, have questions, and the conversation stops before it starts.<br \/>\nSo we built Jotform AI Chatbot for Canva, our first step toward making Canva designs feel interactive and alive.<\/p>\n<p>With it, you can add a chatbot directly inside any Canva design\/published page to:<\/p>\n<p>– Answer visitor questions instantly<br \/>\n– Capture leads naturally<br \/>\n– Help people self-serve<br \/>\n– Route users to forms, bookings, and next steps without code, embeds, or sending visitors away<\/p>\n<p>A few things we\u2019re proud of:<\/p>\n<p> – Works right inside Canva<br \/>\n – Matches your brand (colors, avatar, welcome message)<br \/>\n – New chatbots can even learn directly from your Canva page text<br \/>\n – You can view all conversations in Jotform<\/p>\n<p>We\u2019d genuinely love your honest feedback: what felt great, what felt confusing, and what you\u2019d want to see us build next.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Making Canva pages conversational instead of static feels like a natural next step, especially for lead capture and self-serve flows. How does the chatbot decide when to answer directly versus pushing someone toward a form, booking, or other next step, and how much control do creators have over that decision logic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Beyond basic questionnaires, it\u2019s impressive to see it support payment processing, report generation and workflow automation, making it an all-around tool. For forms that require complex logical branching (e.g., showing different questions based on different answers), is the conditional logic setup intuitive, or does it come with a certain learning curve?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IRSWYUPDGZOFFQ\" class=\"app-title\">Runo 2.0<\/a><\/p>\n<div class=\"one-liner\">Metronome app that keeps your running cadence steady<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u8282\u62cd\u5668\u539f\u7406\uff0c\u5728\u8dd1\u6b65\u8bad\u7ec3\u4e2d\u63d0\u4f9b\u5b9e\u65f6\u6b65\u9891\u5f15\u5bfc\uff0c\u89e3\u51b3\u8dd1\u8005\u914d\u901f\u4e0d\u7a33\u3001\u6613\u75b2\u52b3\u53d7\u4f24\u75db\u70b9\u7684\u79fb\u52a8\u5e94\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab935dc1-242a-480a-9eef-c98c5fdb0756.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ddd0257-d921-49df-b09f-f60fa9cc569b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86dae7e4-056f-4dca-a742-b2e74107841d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5618096-9390-4022-9452-b9ee238dce14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1059164-a105-474e-a2c3-c0f3c59efbb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6965ff8-5f01-4d4e-b443-88cb5f80f535.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e51ff65b-b8bf-4759-a5bc-298458351438.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\/c9424b59-1f14-469b-82a6-e7d490349469.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/XOS5X0QBn_s\"><source src=\"https:\/\/youtube.com\/shorts\/XOS5X0QBn_s\" 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\">Health<\/span><br \/>\n <span class=\"tag\">Running<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8dd1\u6b65\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8282\u62cd\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6b65\u9891\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">Apple Watch\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Strava\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u9a6c\u62c9\u677e\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u8dd1\u6b65\u7ecf\u6d4e\u6027<\/span><br \/>\n <span class=\"tag\">\u4f24\u5bb3\u9884\u9632<\/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\u4e3a\u6982\u5ff5\u5de7\u5999\uff0c\u5c24\u5176\u8d5e\u8d4fApple Watch\u89e6\u89c9\u53cd\u9988\u5b9e\u73b0\u4e86\u65e0\u8033\u673a\u8bad\u7ec3\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u9891\u7e41\uff0c\u56de\u5e94\u4e86\u5173\u4e8e\u4e2d\u9014\u8c03\u6574\u8282\u594f\u3001Strava\u540c\u6b65\u7b49\u5177\u4f53\u529f\u80fd\u95ee\u9898\uff0c\u5e76\u91c7\u7eb3\u4e86\u6dfb\u52a0Product Hunt\u6e20\u9053\u7b49\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 Runo 2.0\u7684\u672c\u8d28\uff0c\u662f\u5c06\u4e13\u4e1a\u8dd1\u6b65\u6559\u7ec3\u53e3\u4e2d\u62bd\u8c61\u7684\u201c\u8282\u594f\u611f\u201d\u548c\u201c\u7ecf\u6d4e\u6027\u201d\uff0c\u964d\u7ef4\u6210\u4e00\u4e2a\u53ef\u542c\u53ef\u611f\u7684\u7b80\u5355\u8282\u62cd\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u8dd1\u6b65\u8bad\u7ec3\u4e2d\u4e00\u4e2a\u53e4\u8001\u4f46\u987d\u56fa\u7684\u75db\u70b9\u2014\u2014\u914d\u901f\u6f02\u79fb\u2014\u2014\u8fdb\u884c\u4e86\u6781\u81f4\u7b80\u5316\u7684\u5de5\u7a0b\u5b66\u5e72\u9884\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eGPS\u624b\u8868\u5728\u6570\u636e\u8bb0\u5f55\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u62a2\u5360\u4e86\u4e00\u4e2a\u66f4\u524d\u7f6e\u7684\u611f\u5b98\u5165\u53e3\uff1a\u542c\u89c9\uff08\u53ca\u89e6\u89c9\uff09\u8282\u594f\u5f15\u5bfc\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728\u6570\u636e\u53cd\u9988\u95ed\u73af\u4e2d\uff0c\u52a0\u5165\u4e86\u4e00\u4e2a\u5b9e\u65f6\u7684\u201c\u524d\u9988\u201d\u63a7\u5236\u3002Apple Watch\u7684\u89e6\u89c9\u53cd\u9988\u529f\u80fd\uff0c\u66f4\u662f\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u201c\u4e25\u8083\u8dd1\u8005\u4e0d\u613f\u6234\u8033\u673a\u201d\u6216\u201c\u6237\u5916\u8dd1\u6b65\u9700\u4fdd\u6301\u73af\u5883\u97f3\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5bf9\u7528\u6237\u884c\u4e3a\u7ec6\u8282\u7684\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u4e24\u91cd\u62f7\u95ee\uff1a\u4e00\u662f\u7528\u6237\u7c98\u6027\u3002\u5982\u5f00\u53d1\u8005\u6240\u8a00\uff0c\u8fd9\u662f\u201c\u6700\u7ec8\u53ef\u4ee5\u6446\u8131\u7684\u8f85\u52a9\u8f6e\u201d\uff0c\u90a3\u4e48\u7528\u6237\u8fbe\u5230\u808c\u8089\u8bb0\u5fc6\u540e\uff0c\u4ea7\u54c1\u7684\u7559\u5b58\u5c06\u4f9d\u8d56\u5176\u793e\u4ea4\u548c\u6570\u636e\u5206\u6790\u7b49\u884d\u751f\u529f\u80fd\uff0c\u800c\u8fd9\u6b63\u662fStrava\u7b49\u6210\u719f\u5e73\u53f0\u7684\u8179\u5730\u3002\u4e8c\u662f\u79d1\u5b66\u9002\u914d\u7684\u590d\u6742\u6027\u3002\u8dd1\u6b65\u6b65\u9891\u5b58\u5728\u4e2a\u4f53\u5dee\u5f02\uff0c\u5e76\u975e\u8d8a\u9ad8\u8d8a\u597d\u3002\u4ea7\u54c1\u867d\u63d0\u4f9b\u4e86\u8c03\u6574\u7a7a\u95f4\uff0c\u4f46\u5c06\u590d\u6742\u7684\u751f\u7269\u529b\u5b66\u4f18\u5316\u7b80\u5316\u4e3a\u4e00\u4e2a\u56fa\u5b9a\u8282\u62cd\uff0c\u53ef\u80fd\u5b58\u5728\u8fc7\u5ea6\u7b80\u5316\u8bad\u7ec3\u79d1\u5b66\u7684\u98ce\u9669\uff0c\u9700\u8b66\u60d5\u7528\u6237\u76f2\u76ee\u8ffd\u6c42\u9ad8\u6b65\u9891\u800c\u5ffd\u89c6\u6b65\u5e45\u3001\u89e6\u5730\u65b9\u5f0f\u7b49\u5176\u4ed6\u8981\u7d20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRuno\u662f\u4e00\u6b3e\u5b9a\u4f4d\u7cbe\u51c6\u3001\u4f53\u9a8c\u95ed\u73af\u7684\u201c\u4e13\u5bb6\u578b\u201d\u5de5\u5177\u3002\u5b83\u80fd\u5426\u4ece\u201c\u8bad\u7ec3\u62d0\u6756\u201d\u6f14\u8fdb\u4e3a\u201c\u8dd1\u6b65\u793e\u533a\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u793e\u4ea4\u529f\u80fd\u4e0e\u6570\u636e\u6574\u5408\u7684\u6df1\u5ea6\uff0c\u5426\u5219\u53ef\u80fd\u9762\u4e34\u5de5\u5177\u7c7b\u5e94\u7528\u5178\u578b\u7684\u5929\u82b1\u677f\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\">Runo 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Runo turns pace into rhythm. Set your cadence (120-220 SPM), put in your earbuds, and run to the beat. No more pace drift. Why cadence matters: \u2022 Reduces impact forces and injury risk \u2022 Improves running economy by up to 10% \u2022 Maintains form when fatigue hits What’s new: \u2022 Apple Watch haptic beats (no headphones needed) \u2022 Social features: friends & leaderboards \u2022 Strava sync \u2022 Treadmill mode Built by marathon runners tired of inconsistent pacing. 4.7\u2605 on App Store | 10,000+ runners<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I’m Pipe, and I built Runo after years of inconsistent marathon training.<\/p>\n<p>The problem: I’d start runs too fast, bonk in the middle, and finish exhausted. GPS watches told me my pace AFTER it was too late.<\/p>\n<p>The solution: A simple beat to match my steps to. Like a metronome for running.<\/p>\n<p>What’s new since our last launch:<br \/>\n– Apple Watch haptics (run to the beat without headphones)<br \/>\n– Social features: friends, leaderboards, activity feed<br \/>\n– Strava integration<br \/>\n– Treadmill mode with manual distance<\/p>\n<p>Would love your feedback! Drop a comment and I’ll respond personally.<\/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\/@pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> “Metronome for running” is a brilliant analogy. Treadmill mode with manual distance is a thoughtful touch for indoor training. The social features could turn this from a tool into a community. Good luck on PH! \ud83c\udfc3\u200d\u2642\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really clever! I actually try to have a beat in my head that I run to but never thought of a “pulse” or “metronome” to do this.<\/p>\n<p>Personally LOVE the Apple Watch Haptics feedback, I don’t run with headphones so this is perfect. The design is really nice as well. Congrats <a href=\"https:\/\/www.producthunt.com\/@pipe_abello\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> – overall well done \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>Thanks so much <a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> ! \ud83d\ude4f The haptics were a game-changer for us too – running without headphones but still keeping cadence felt like a missing piece. Glad the design landed well. If you try it out, let me know how your runs go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally a metronome that doesn’t scream over my podcast. does the audio lower the volume when the beat hits, or does it just play a subtle click over the top?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey <a href=\"https:\/\/www.producthunt.com\/@pipe_abello\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pipe_abello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipe_abello<\/a> love the idea! will start using it today on my run… just a quick suggestion: add “product hunt” to the options on the “how did you find us” onboarding section \ud83c\udfc3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sofia__bettari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofia__bettari<\/a> Hey Sofia! Thanks for trying Runo \u2014 hope you have a great run today! \ud83c\udfc3\u200d\u2640\ufe0f And that’s a great suggestion about adding Product Hunt to the onboarding. Consider it done \u2014 I’ll push that update today. Let me know how the run goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! Runo seems extremely useful especially for those who are in the beginning of running journey (like me haha)<br \/>I like to run and I try to make it as professional as possible, but I can notice myself struggling with rhythm, especially when listening to different types of music. was curious is it possible to change my rhythm in Runo <strong>during<\/strong> the run, or shoud I stop, finish one session and start another with different rhythm? <br \/>thank you, and I wish you continuing success and great runs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thank you so much for the kind words and congrats on starting your running journey! \ud83c\udf89<\/p>\n<\/p>\n<p>Great question! Yes, you can absolutely change your rhythm mid-run \u2014 no need to stop and start a new session.<\/p>\n<\/p>\n<p>Runo has a half-beat precision feature specifically designed for this. It\u2019s perfect for interval training where you want slightly different rhythms for work and recovery phases. You can adjust your target cadence on the fly while you run.<\/p>\n<\/p>\n<p>A few tips as you\u2019re getting started:<\/p>\n<p>\t1.\tDon\u2019t force a huge jump \u2014 if you\u2019re currently around 160 SPM, don\u2019t immediately jump to 180. Increase by about 5 SPM every 4-6 weeks<\/p>\n<p>\t2.\tThe metronome works alongside your music \u2014 so you can keep listening to whatever motivates you while still having the beat to lock into<\/p>\n<p>\t3.\tUse half-beats for intervals \u2014 set a higher cadence for your work intervals, then dial it back slightly for recovery<\/p>\n<\/p>\n<p>The goal is that over time, your body develops muscle memory for your target cadence and you won\u2019t even need to think about it anymore. Think of it like training wheels you eventually outgrow!<\/p>\n<p>Happy running, and feel free to ask if you have any other questions! \ud83c\udfc3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Will try, thanks! Does it work together with Strava somehow?<\/div>\n<div class=\"comment-actions\">\n<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\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> Yes! We have a Strava integration. You can set it up in the Options section of the runo app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/WE6EKVMZPICQS6\" class=\"app-title\">Keyviz<\/a><\/p>\n<div class=\"one-liner\">A free, open-source keypress and mouse visualizer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Keyviz\u662f\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u6309\u952e\u4e0e\u9f20\u6807\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u53ef\u5728\u5c4f\u5e55\u5171\u4eab\u65f6\u5b9e\u65f6\u663e\u793a\u64cd\u4f5c\u8f68\u8ff9\uff0c\u89e3\u51b3\u6f14\u793a\u8005\u65e0\u6cd5\u6e05\u6670\u5c55\u793a\u5feb\u6377\u952e\u4e0e\u9f20\u6807\u52a8\u4f5c\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\/f479558a-790e-485a-89c4-8c64d6ecbeb6.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\/49230de2-140d-4c6d-9f5a-7a45d8de357e.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\/98f120c1-73e0-4762-904d-8066efcdce09.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\/5ac0f73a-e392-4875-8b1b-cb272f2925a0.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\/075f582e-3369-431b-b0ac-27cbe2f776ad.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fca5e44c-4799-44ed-986c-d79a68558675.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2OKhfiIbeXg\"><source src=\"https:\/\/youtu.be\/2OKhfiIbeXg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6309\u952e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9f20\u6807\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u6559\u5b66\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u5ba3\u5e03\u91cd\u5927\u66f4\u65b0\uff0c\u65b0\u589e\u9f20\u6807\u53ef\u89c6\u5316\u529f\u80fd\u5e76\u4f18\u5316\u6027\u80fd\u3002\u7528\u6237\u53cd\u9988\u6b64\u5347\u7ea7\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff0c\u5982\u62d6\u62fd\u53ef\u89c6\u5316\u4e0e\u6027\u80fd\u5f71\u54cd\uff0c\u5c24\u5176\u5173\u6ce8\u5176\u7f16\u7a0b\u6559\u5b66\u573a\u666f\u7684\u5e94\u7528\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 Keyviz\u7684\u8fed\u4ee3\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u5c42\u8d8b\u52bf\uff1a\u5de5\u5177\u7c7b\u8f6f\u4ef6\u6b63\u4ece\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\u8fdb\u5316\u4e3a\u201c\u5de5\u4f5c\u6d41\u95ed\u73af\u7ec4\u4ef6\u201d\u3002\u5176\u65e9\u671f\u7248\u672c\u4ec5\u89e3\u51b3\u6309\u952e\u53ef\u89c6\u5316\u8fd9\u4e00\u72ed\u7a84\u9700\u6c42\uff0c\u800c\u6b64\u6b21\u5c06\u9f20\u6807\u8f68\u8ff9\u7eb3\u5165\u76d1\u63a7\uff0c\u5b9e\u8d28\u4e0a\u662f\u5b8c\u6210\u4e86\u201c\u6570\u5b57\u64cd\u4f5c\u610f\u56fe\u201d\u7684\u5168\u9762\u5916\u5316\u3002\u8fd9\u8fdc\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u7cbe\u51c6\u51fb\u4e2d\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\uff08\u5c24\u5176\u662f\u6559\u80b2\u8005\u3001\u6559\u7a0b\u521b\u4f5c\u8005\uff09\u5728\u5f02\u6b65\u6c9f\u901a\u4e2d\u7684\u6838\u5fc3\u56f0\u5883\u2014\u2014\u64cd\u4f5c\u8fc7\u7a0b\u7684\u201c\u9ed1\u7bb1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\u5176\u6280\u672f\u8def\u5f84\u9009\u62e9\u3002\u57fa\u4e8eTauri\u6846\u67b6\u867d\u5229\u4e8e\u4fdd\u6301\u8f7b\u91cf\uff0c\u4f46\u5b9e\u65f6\u6355\u83b7\u4e0e\u6e32\u67d3\u9ad8\u9891\u7387\u7684\u9f20\u6807\u4e8b\u4ef6\uff08\u5c24\u5176\u662f\u62d6\u62fd\uff09\u5bf9\u5e95\u5c42\u7cfb\u7edf\u94a9\u5b50\u4e0e\u6027\u80fd\u4f18\u5316\u662f\u4e25\u5cfb\u8003\u9a8c\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201cNull\u201d\u95ee\u9898\u53ca\u6027\u80fd\u7591\u8651\uff0c\u6b63\u662f\u6b64\u7c7b\u5de5\u5177\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u9760\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u201c\u53ef\u89c6\u5316\u201d\u8fd9\u4e00\u8868\u8c61\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u6781\u7aef\u7a33\u5b9a\u6027\u4e0e\u8fd1\u4e4e\u96f6\u5ef6\u8fdf\u7684\u540c\u6b65\u80fd\u529b\u2014\u2014\u5728\u76f4\u64ad\u6216\u5f55\u5236\u4e2d\uff0c\u4efb\u4f55\u5361\u987f\u6216\u663e\u793a\u9519\u8bef\u90fd\u4f1a\u76f4\u63a5\u6467\u6bc1\u6f14\u793a\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u5f00\u6e90\u514d\u8d39\u201d\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u56fa\u7136\u80fd\u5feb\u901f\u6784\u5efa\u793e\u533a\u4e0e\u53e3\u7891\uff0c\u4f46\u5982\u4f55\u7ef4\u6301\u957f\u671f\u5f00\u53d1\u52a8\u529b\uff1f\u5176\u5546\u4e1a\u5316\u60f3\u8c61\u7a7a\u95f4\u53ef\u80fd\u4e0d\u5728\u4e8e\u5411\u7ec8\u7aef\u7528\u6237\u6536\u8d39\uff0c\u800c\u5728\u4e8e\u6210\u4e3aOEM\u7ec4\u4ef6\uff0c\u5d4c\u5165\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u3001\u8fdc\u7a0b\u534f\u4f5c\u8f6f\u4ef6\u751a\u81f3\u4f01\u4e1a\u5185\u8bad\u7cfb\u7edf\u4e2d\uff0c\u4f5c\u4e3a\u589e\u5f3a\u7528\u6237\u4f53\u9a8c\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u82e5\u56e2\u961f\u80fd\u6301\u7eed\u6df1\u8015\u5e95\u5c42\u7cfb\u7edf\u4ea4\u4e92\u6570\u636e\u7684\u6355\u83b7\u4e0e\u6e32\u67d3\u6548\u7387\uff0c\u5176\u6280\u672f\u8d44\u4ea7\u7684\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u684c\u9762\u5c0f\u5de5\u5177\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\">Keyviz<\/span>\n <\/div>\n<div class=\"comment-content\">Give your audience a real-time look at your inputs. The easiest way to highlight your shortcuts during any screen-share.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\ude3a<\/p>\n<p>It\u2019s been a wild journey since the first release of Keyviz. What started as a small utility tool has grown into a full-fledged app, thanks to this community’s support.<\/p>\n<p>Today, I\u2019m thrilled to introduce the biggest update yet. This isn’t just a minor patch\u2014it\u2019s a total evolution. It has moved beyond just “keys” to include full mouse visualization, meaning your audience never has to guess what you’re clicking or where you’re scrolling. \ud83d\uddb1\ufe0f\u2328\ufe0f<\/p>\n<p>I\u2019ve also spent a lot of time under the hood making the app more stable, customizable, and lightweight.<\/p>\n<p>Keyviz remains open-source and free to use. Check it out at <a href=\"https:\/\/keyviz.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/keyviz.org<\/a>. Can\u2019t wait to see how you use it in your videos!<\/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 move from just keystroke visualization to full mouse tracking is a game-changer! @rahul_mula I’m curious about the technical implementation – how did you handle the mouse drag visualization without showing the “Null” issue that one reviewer mentioned? Also, with Tauri as the framework, what was the performance impact of adding real-time mouse tracking on top of keyboard detection? This seems perfect for my coding tutorials where I need to show both shortcuts AND where I’m clicking in the IDE.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DQPB3YMZ4NERK3\" class=\"app-title\">Outtalent<\/a><\/p>\n<div class=\"one-liner\">Get more interviews. Get better offers.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Outtalent\u662f\u4e00\u6b3e\u901a\u8fc7\u7ed3\u6784\u5316\u9762\u8bd5\u8bfe\u7a0b\u3001AI\u5de5\u5177\u53ca\u6c42\u804c\u6d41\u7a0b\u8ffd\u8e2a\u7cfb\u7edf\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u9876\u7ea7\u79d1\u6280\u516c\u53f8\u6c42\u804c\u4e2d\uff0c\u66f4\u9ad8\u6548\u5730\u83b7\u5f97\u9762\u8bd5\u548c\u66f4\u597d\u5de5\u4f5c\u673a\u4f1a\u7684\u4ea7\u54c1\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\/18855d31-2a1b-4a37-801b-84aeec93223e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/311c8624-8f39-44ee-b6df-723162f6724b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0910bbd2-760d-4137-8243-f23ebd24ed7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e097fc27-eb72-4d69-a3d4-bf20656d3271.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5de5\u7a0b\u5e08\u6c42\u804c<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u201c\u804c\u4e1a\u5f3a\u5316\u5668\u201d\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4ef7\u683c\u8f83\u9ad8\u5bf9\u65b0\u624b\u4e0d\u53cb\u597d\uff0c\u5efa\u8bae\u63d0\u4f9b\u66f4\u6a21\u5757\u5316\u3001\u57fa\u7840\u7684\u5957\u9910\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u4e0eLinkedIn\u7684\u8054\u52a8\u53ef\u80fd\u6027\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u793e\u533a\u4e0e\u6587\u5316\u7684\u6838\u5fc3\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Outtalent\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u6e38\u8d70\u5728\u201c\u4ea7\u54c1\u201d\u4e0e\u201c\u7a0b\u5e8f\u201d\u4e4b\u95f4\uff0c\u5176\u5ba3\u4f20\u6838\u5fc3\u4ece\u201c\u5de5\u5177\u6548\u7387\u201d\u8f6c\u5411\u4e86\u201c\u4eba\u7684\u73af\u5883\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u5f53\u524d\u6280\u672f\u6c42\u804c\u8d5b\u9053\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u4fe1\u606f\u4e0d\u5bf9\u79f0\u4e0e\u7cfb\u7edf\u6027\u652f\u6301\u7684\u7f3a\u5931\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u80fd\u529b\u4e0d\u8db3\u3002\u4ea7\u54c1\u5c06\u7ed3\u6784\u5316\u8bfe\u7a0b\u3001AI\u8f6f\u4ef6\u4e0e\u7ba1\u9053\u8ffd\u8e2a\u6253\u5305\uff0c\u8bd5\u56fe\u6807\u51c6\u5316\u4e00\u4e2a\u975e\u6807\u8fc7\u7a0b\uff0c\u91ce\u5fc3\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u95ed\u73af\u751f\u6001\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u8d28\u7591\u6781\u5177\u4ee3\u8868\u6027\uff1a\u9ad8\u5b9a\u4ef7\u4e0e\u76ee\u6807\u7528\u6237\uff08\u53ef\u80fd\u5305\u542b\u8d44\u91d1\u7d27\u5f20\u7684\u6c42\u804c\u8005\uff09\u7684\u6f5c\u5728\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u201c\u6a21\u5757\u5316\u201d\u7684\u5efa\u8bae\u4e00\u9488\u89c1\u8840\uff0c\u63ed\u793a\u4e86\u6807\u51c6\u5316\u4ea7\u54c1\u4e0e\u4e2a\u6027\u5316\u9700\u6c42\u4e4b\u95f4\u7684\u5f20\u529b\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u793e\u533a\u4e0e\u6587\u5316\u201d\u662f\u771f\u6b63\u4ef7\u503c\uff0c\u8fd9\u65e2\u662f\u4e00\u79cd\u5dee\u5f02\u5316\u58c1\u5792\uff0c\u4e5f\u53ef\u80fd\u662f\u4e00\u79cd\u98ce\u9669\u8f6c\u79fb\u2014\u2014\u5c06\u90e8\u5206\u6210\u529f\u5f52\u56e0\u4e8e\u96be\u4ee5\u91cf\u5316\u7684\u8f6f\u6027\u73af\u5883\uff0c\u4ece\u800c\u89c4\u907f\u5de5\u5177\u6548\u679c\u7684\u53ef\u8861\u91cf\u6027\u8d28\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u662f\u5426\u771f\u80fd\u89c4\u6a21\u5316\u5730\u590d\u5236\u90a3\u4e2a\u5173\u952e\u7684\u201c\u6210\u529f\u73af\u5883\u201d\uff1f\u5f53\u7528\u6237\u57fa\u6570\u6269\u5927\uff0c1\u5bf91\u8f85\u5bfc\u4e0e\u7d27\u5bc6\u793e\u533a\u6c1b\u56f4\u5fc5\u7136\u88ab\u7a00\u91ca\uff0c\u5c4a\u65f6\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u5426\u4f1a\u4ece\u201c\u4eba\u4e0e\u6587\u5316\u201d\u9000\u5b88\u56de\u201c\u8f6f\u4ef6\u4e0e\u5de5\u5177\u201d\uff0c\u4ece\u800c\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u9ad8\u7ea7\u6c42\u804c\u5de5\u5177\u7bb1\uff1f\u5176AI\u5de5\u5177\u80fd\u5426\u63d0\u4f9b\u771f\u6b63\u8d85\u8d8a\u5e02\u573a\u5e73\u5747\u6c34\u5e73\u7684\u201c\u7ed3\u6784\u5316\u53cd\u9988\u201d\uff0c\u5c06\u662f\u8861\u91cf\u5176\u4ea7\u54c1\u529b\u800c\u975e\u793e\u7fa4\u529b\u7684\u786c\u6307\u6807\u3002\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u7f8e\u597d\u613f\u666f\uff0c\u4f46\u6700\u7ec8\u9700\u8981\u8bc1\u660e\uff0c\u5176\u201c\u7cfb\u7edf\u201d\u672c\u8eab\uff0c\u800c\u975e\u6682\u65f6\u6027\u7684\u5bc6\u96c6\u4eba\u529b\u6295\u5165\uff0c\u624d\u662f\u53ef\u6301\u7eed\u7684\u7ade\u4e89\u4f18\u52bf\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\">Outtalent<\/span>\n <\/div>\n<div class=\"comment-content\">Outtalent gives engineers a huge advantage in landing top tech jobs. I built Outtalent after going through this path myself and seeing strong engineers struggle not because they lacked skill but because they lacked structure feedback and the right system. Outtalent is not just a program it\u2019s a product combining a focused interview curriculum with internal software AI tools and job pipeline tracking to help engineers move faster and win.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, <strong><em>Eldar<\/em><\/strong> here \ud83d\udc4b<\/p>\n<p>Thanks for checking out <strong>Outtalent<\/strong>.<\/p>\n<\/p>\n<p>At its core, <strong>Outtalent<\/strong> is about <strong>people<\/strong>. I built it after realizing that the biggest difference between <strong>engineers<\/strong> who make it into <strong>top tech<\/strong> and those who don\u2019t is often the <strong>environment<\/strong> around them. The right peers, mentors, support, and accountability matter more than any single course or tool.<\/p>\n<p>Our software exists to <strong>support this community<\/strong> and give our fellows an <strong>huge advantage<\/strong>, but the real value is the <strong>people<\/strong> and the <strong>culture<\/strong> we\u2019ve built. Happy to answer questions or hear your thoughts \ud83d\ude4c<\/p>\n<p>Join us <a href=\"https:\/\/outtalent.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">outtalent.com<\/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\/@helldark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@helldark<\/a> Congrats on the launch. Do you have some packages for companies as well, or mostly focused on talent? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 with your launch!! wish u all the best!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elena24\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena24<\/a> thaaaaanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Outtalent is like a career power-up for engineers. It gives you a system, feedback, and tools so you get more interviews, prep smarter, and land better tech job offers even if your skills were never the problem, just the strategy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Outtalent!<\/p>\n<p>Congrats Tilek! <\/p>\n<p>Wish you the best! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Well done on the launch guys! I’ve been following you since Day 1 and I can surely tell you accomplished a lot so far. Well done also to your CEO Tilek which is surely driving the team with passion and energy, every single day! Congrats! \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>Hi! It looks really impressive and I love the idea. I get that there is a lot that you get out of it, but many people looking for a job might be fresh out of uni and lowww on money. <br \/>With that in mind, it does feel like the price point is very steep. I understand that the 1:1 coaching is a lot of work, but maybe it is possible to make it more modular, so also include a very basic package that would be more suitable for starters and doesn’t include all the 1:1 support? <br \/>Great job though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Would this be connected to our LinkedIn account as well?<\/div>\n<div class=\"comment-actions\">\n<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\/@ishika12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishika12<\/a> I\u2019m not sure I fully understood the question. Could you please clarify what you\u2019re referring to regarding LinkedIn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUKTNCGTVRSCCP\" class=\"app-title\">pay3<\/a><\/p>\n<div class=\"one-liner\">Turn your wallet address into a single link and username<\/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>pay3\u5c06\u590d\u6742\u7684\u52a0\u5bc6\u8d27\u5e01\u94b1\u5305\u5730\u5740\u8f6c\u5316\u4e3a\u4e2a\u4eba\u4e13\u5c5e\u94fe\u63a5\u548c\u7528\u6237\u540d\uff0c\u5728\u9700\u8981\u4fbf\u6377\u3001\u51c6\u786e\u6536\u53d1\u52a0\u5bc6\u652f\u4ed8\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u590d\u5236\u7c98\u8d34\u957f\u5730\u5740\u6613\u51fa\u9519\u3001\u4f53\u9a8c\u5272\u88c2\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\/5147eb9e-9c2a-4a2a-8c50-9c6f03f657b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad41c720-7b20-425d-8cb1-4c8afc577038.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f0bff4-4c55-4cc7-bdd0-898011b76b7a.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\/13d4a229-6ea9-4932-a6cc-43ce11da22b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=JtfU6wmiZAs\"><source src=\"https:\/\/www.youtube.com\/watch?v=JtfU6wmiZAs\" 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\">Payments<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">Cryptocurrency<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u94b1\u5305\u5730\u5740\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">\u975e\u6258\u7ba1\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u591a\u94fe\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Web3\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u4fa7\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c\u94fe\u63a5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u521b\u59cb\u4eba\u5206\u4eab\u521b\u4e1a\u6545\u4e8b\u4e0e\u4ea7\u54c1\u7406\u5ff5\uff0c\u83b7\u5f97\u793e\u533a\u521d\u6b65\u8ba4\u53ef\u3002\u6709\u6548\u8bc4\u8bba\u4ec5\u4e00\u6761\uff0c\u8be2\u95ee\u591a\u94fe\u5730\u5740\u68c0\u6d4b\u6280\u672f\u7ec6\u8282\uff0c\u521b\u59cb\u4eba\u56de\u590d\u89e3\u91ca\u5176\u4e3a\u57fa\u4e8e\u5730\u5740\u683c\u5f0f\u7684\u6a21\u5f0f\u5339\u914d\uff0c\u65e0\u9700\u94fe\u4e0a\u67e5\u8be2\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 pay3\u7784\u51c6\u4e86\u4e00\u4e2aWeb3\u4e16\u754c\u4e2d\u5fae\u5c0f\u5374\u987d\u56fa\u7684\u201c\u811a\u8dbe\u78d5\u5230\u684c\u89d2\u201d\u5f0f\u75db\u70b9\uff1a\u957f\u4e14\u53cd\u4eba\u7c7b\u7684\u591a\u94fe\u94b1\u5305\u5730\u5740\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u672c\u8d28\u662f\u4e00\u4e2a\u57fa\u4e8e\u89c4\u5219\u6620\u5c04\u7684\u201c\u652f\u4ed8\u8def\u7531\u5c42\u201d\uff0c\u901a\u8fc7\u6781\u7b80\u7684\u94fe\u63a5\u5c06\u590d\u6742\u7684\u94fe\u3001\u8d44\u4ea7\u548c\u5730\u5740\u4fe1\u606f\u5c01\u88c5\u8d77\u6765\uff0c\u964d\u4f4e\u4e86\u53d1\u9001\u65b9\u7684\u8ba4\u77e5\u8d1f\u62c5\u4e0e\u64cd\u4f5c\u98ce\u9669\uff0c\u4e5f\u63d0\u5347\u4e86\u63a5\u6536\u65b9\u7684\u4e13\u4e1a\u5f62\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u975e\u6258\u7ba1\u201d\u4e0e\u201c\u6a21\u5f0f\u5339\u914d\u201d\u7684\u53cc\u5203\u5251\u7279\u6027\u503c\u5f97\u6df1\u7a76\u3002\u4f18\u52bf\u662f\u8f7b\u91cf\u3001\u5feb\u901f\u3001\u65e0\u9700\u4fe1\u4efb\uff1b\u4f46\u9690\u60a3\u4e5f\u5728\u4e8e\u6b64\uff1a\u5730\u5740\u6620\u5c04\u5b8c\u5168\u4f9d\u8d56\u672c\u5730\u89c4\u5219\u5e93\uff0c\u4e00\u65e6\u7528\u6237\u9519\u8bef\u6dfb\u52a0\u4e86\u4e0d\u517c\u5bb9\u7684\u5730\u5740\uff08\u5982\u5c06Solana\u5730\u5740\u7528\u4e8e\u63a5\u6536ETH\uff09\uff0c\u6216\u76ee\u6807\u94fe\u51fa\u73b0\u65b0\u5730\u5740\u683c\u5f0f\uff0c\u8d44\u91d1\u635f\u5931\u98ce\u9669\u5c06\u7531\u7528\u6237\u81ea\u884c\u627f\u62c5\u3002\u4ea7\u54c1\u5c06\u81ea\u5df1\u4e25\u683c\u5b9a\u4e49\u4e3a\u201c\u7ba1\u9053\u201d\u800c\u975e\u201c\u94b1\u5305\u201d\u6216\u201c\u4ea4\u6613\u6240\u201d\uff0c\u5de7\u5999\u89c4\u907f\u4e86\u76d1\u7ba1\u4e0e\u6258\u7ba1\u98ce\u9669\uff0c\u4f46\u4e5f\u5c06\u6700\u6838\u5fc3\u7684\u5b89\u5168\u8d23\u4efb\u5b8c\u5168\u5265\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u201c\u793e\u4ea4\u652f\u4ed8\u201d\u4e0e\u201c\u94fe\u62bd\u8c61\u201d\u6210\u4e3a\u8d8b\u52bf\u7684\u5f53\u4e0b\uff0cpay3\u7684\u5f62\u6001\u662f\u8ba8\u5de7\u7684MVP\u3002\u4f46\u5176\u957f\u671f\u5929\u82b1\u677f\u6e05\u6670\uff1a\u4e00\u662f\u4f9d\u8d56\u4e2a\u4eba\u94fe\u63a5\u7684\u4f20\u64ad\uff0c\u7f51\u7edc\u6548\u5e94\u6709\u9650\uff1b\u4e8c\u662f\u529f\u80fd\u5355\u8584\uff0c\u6613\u88ab\u96c6\u6210\u94b1\u5305\u6216\u793e\u4ea4\u5e94\u7528\u7684\u529f\u80fd\u66f4\u65b0\u6240\u8986\u76d6\uff1b\u4e09\u662f\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8bc1\u660e\u4e86Web3\u57fa\u7840\u4f53\u9a8c\u7684\u7c97\u7cd9\uff0c\u4f46\u8981\u4ece\u201c\u6709\u7528\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u4ecd\u9700\u5728\u5730\u5740\u5b89\u5168\u9a8c\u8bc1\u3001\u793e\u4ea4\u56fe\u8c31\u96c6\u6210\u4e43\u81f3\u8f7b\u91cf\u7ea7\u6cd5\u5e01\u901a\u9053\u7b49\u65b9\u9762\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\u7248\u672c\uff0c\u662f\u4e00\u4f4d\u8d44\u6df1\u4ece\u4e1a\u8005\u5bf9\u884c\u4e1a\u75fc\u75be\u7684\u4e00\u6b21\u4f18\u96c5\u5410\u69fd\u4e0e\u6781\u7b80\u56de\u5e94\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\">pay3<\/span>\n <\/div>\n<div class=\"comment-content\">Stop copy-pasting 42-character addresses. pay3 gives you one link for all crypto payments – works with USDT, ETH, SOL and TRX. Direct wallet-to-wallet, we never touch your funds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey guys<\/p>\n<p>dropped out at 16 to build in crypto.<\/p>\n<p>8 years later, we still share wallet addresses like it’s 2015.<\/p>\n<p>0x742d35Cc6634C0532925a3b844Bc9e7595f8bE2e<\/p>\n<p>imagine sending this to a client.<br \/>\nimagine getting it wrong by one character.<\/p>\n<p>built pay3 because i got mass of people complaining about this.<\/p>\n<p>now it’s just: pay3.so\/@varun<\/p>\n<p>client clicks. picks USDT. pays. done.<\/p>\n<p>—<\/p>\n<p>for the technical folks:<br \/>\n– non-custodial (we never touch funds)<br \/>\n– multi-chain (eth, tron, solana, bsc, polygon)<br \/>\n– walletconnect v2<br \/>\n– telegram bot for notifications<\/p>\n<p>—<\/p>\n<p>what we’re not:<br \/>\n– not a wallet<br \/>\n– not an exchange<br \/>\n– not asking you to “connect wallet” before seeing anything<\/p>\n<p>—<\/p>\n<p>this is my side project. built it, learned a lot, sharing it with you all.<\/p>\n<p>roast the UX if needed. genuinely want feedback.<\/p>\n<p>try it: pay3.so<br \/>\nmine: pay3.so\/@varun<\/p>\n<p>happy to answer anything below \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>clean stack. curious how you’re handling multi-chain address detection?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yednap868\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yednap868<\/a> it’s pattern-based detection, pretty straightforward actually.<\/p>\n<p>0x + 42 chars -> EVM (works across ethereum, bsc)<\/p>\n<p>T + 34 chars -> Tron<\/p>\n<p>44 char base58 -> Solana<\/p>\n<p>one EVM address covers multiple chains automatically. user adds one address, we map it to all compatible networks.<\/p>\n<p>no blockchain queries needed at detection time – just regex matching on input.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/6PVYR7AOWTYPII\" class=\"app-title\">GameCutAI<\/a><\/p>\n<div class=\"one-liner\">Turn game footage into viral highlights in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4f53\u80b2\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5206\u6790\u6bd4\u8d5b\u5f55\u50cf\u3001\u8bc6\u522b\u5173\u952e\u955c\u5934\u5e76\u5feb\u901f\u751f\u6210\u96c6\u9526\uff0c\u89e3\u51b3\u4e86\u4f53\u80b2\u521b\u4f5c\u8005\u624b\u52a8\u526a\u8f91\u8017\u65f6\u8d39\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6577b963-a2ae-4cbb-bd2d-f221808c585a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3de5022-5aa7-4bc2-8af7-aca20e22e495.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/887023c2-b800-4396-bd81-907caa146d5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ee88276-024a-4e59-ae48-4c2599517fb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f47015f-402a-4f46-84dd-f2fee513299c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3230c627-6e5f-47cb-a307-940bd79a0e17.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\">Sports<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u96c6\u9526\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5f55\u50cf<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5f3a\u70c8\u8ba4\u540c\u4ea7\u54c1\u89e3\u51b3\u7684\u201c\u624b\u52a8\u9010\u5e27\u5bfb\u627e\u7cbe\u5f69\u955c\u5934\u201d\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u8282\u7701\u65f6\u95f4\u3002\u540c\u65f6\u63d0\u51fa\u4ea7\u54c1\u6f5c\u529b\u53ef\u6269\u5c55\u81f3\u5f71\u89c6\u5267\u7b49\u975e\u4f53\u80b2\u9886\u57df\uff0c\u7528\u4e8e\u5bfb\u627e\u201c\u6897\u201d\u7d20\u6750\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 GameCutAI\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5782\u76f4\u4e14\u660e\u786e\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u4f53\u80b2\u5185\u5bb9\u521b\u4f5c\u7684\u540e\u7aef\u751f\u4ea7\u73af\u8282\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5de5\u4f5c\u6d41\u6548\u7387\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u5c06\u4f20\u7edf\u975e\u7ebf\u6027\u7f16\u8f91\u4e2d\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u529b\u3001\u7ecf\u9a8c\u548c\u65f6\u95f4\u7684\u201c\u6d4f\u89c8-\u8bc6\u522b-\u6807\u8bb0-\u526a\u5207-\u8f93\u51fa\u201d\u94fe\u6761\uff0c\u538b\u7f29\u4e3a\u201c\u4e0a\u4f20-\u5206\u6790-\u751f\u6210\u201d\u7684\u4e00\u952e\u5f0f\u64cd\u4f5c\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u8bc6\u522b\u662f\u5426\u6bd4\u4eba\u773c\u66f4\u61c2\u4f53\u80b2\uff0c\u800c\u5728\u4e8e\u5c06\u521b\u4f5c\u8005\u4ece\u91cd\u590d\u3001\u67af\u71e5\u7684\u673a\u68b0\u52b3\u52a8\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4f7f\u5176\u80fd\u91cf\u96c6\u4e2d\u4e8e\u66f4\u5177\u521b\u9020\u6027\u7684\u53d9\u4e8b\u3001\u5305\u88c5\u4e0e\u5206\u53d1\u73af\u8282\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\u6280\u672f\u58c1\u5792\u6709\u9650\uff0c\u6838\u5fc3\u7684\u201c\u89c6\u9891\u52a8\u4f5c\u8bc6\u522b\u4e0e\u7cbe\u5f69\u5ea6\u5224\u65ad\u201d\u7b97\u6cd5\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u6210\u719f\u5e94\u7528\uff0c\u6613\u88ab\u5de8\u5934\u590d\u523b\u6216\u96c6\u6210\u3002\u5176\u6b21\uff0c\u5e02\u573a\u5929\u82b1\u677f\u660e\u663e\uff0c\u91cd\u5ea6\u7528\u6237\u96c6\u4e2d\u4e8e\u4e13\u4e1a\u6216\u534a\u4e13\u4e1a\u7684\u4f53\u80b2\u56e2\u961f\u3001\u4ff1\u4e50\u90e8\u548c\u5a92\u4f53\u673a\u6784\uff0c\u666e\u901a\u7528\u6237\u9700\u6c42\u9891\u6b21\u4f4e\u3002\u8bc4\u8bba\u4e2d\u201c\u62d3\u5c55\u81f3\u5f71\u89c6\u627e\u6897\u201d\u7684\u601d\u8def\u867d\u6709\u8da3\uff0c\u4f46\u5b9e\u5219\u662f\u53e6\u4e00\u4e2a\u9700\u6c42\u5206\u6563\u3001\u6807\u51c6\u6a21\u7cca\u7684\u6218\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u751f\u5b58\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u5782\u76f4\u9886\u57df\u5185\u5efa\u7acb\u6781\u81f4\u7684\u4f53\u9a8c\u58c1\u5792\u548c\u7cbe\u51c6\u7684\u6570\u636e\u98de\u8f6e\u3002\u5373\uff1a\u901a\u8fc7\u670d\u52a1\u4e13\u4e1a\u5ba2\u6237\uff0c\u6301\u7eed\u4f18\u5316\u7279\u5b9a\u8fd0\u52a8\uff08\u5982\u7bee\u7403\u3001\u8db3\u7403\u3001\u7535\u7ade\uff09\u7684\u8bc6\u522b\u51c6\u786e\u5ea6\u4e0e\u573a\u666f\u7406\u89e3\u6df1\u5ea6\uff0c\u5f62\u6210\u9886\u57df\u77e5\u8bc6\u62a4\u57ce\u6cb3\u3002\u5b83\u4e0d\u5e94\u6b62\u6b65\u4e8e\u4e00\u4e2a\u201c\u526a\u8f91\u5de5\u5177\u201d\uff0c\u800c\u5e94\u6f14\u8fdb\u4e3a\u4e00\u4e2a\u201c\u4f53\u80b2\u5185\u5bb9\u6570\u636e\u4e2d\u53f0\u201d\uff0c\u5c06\u89c6\u9891\u7d20\u6750\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u3001\u53ef\u7ed3\u6784\u5316\u5229\u7528\u7684\u6570\u636e\u8d44\u4ea7\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u5728\u5de8\u5934\u7f1d\u9699\u4e2d\u6619\u82b1\u4e00\u73b0\u7684\u201c\u597d\u7528\u5de5\u5177\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5177\u5907\u6301\u4e45\u751f\u547d\u529b\u7684\u72ec\u7acb\u4ea7\u54c1\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\">GameCutAI<\/span>\n <\/div>\n<div class=\"comment-content\">GameCut is an AI-powered platform for sports creators that transforms raw game footage into instant highlight reels. Just upload your match footage, behind-the-scenes, vlogs, and our AI automatically analyzes the video, identifies key moments and plays, and generates shareable highlight clips in seconds. No more hours scrubbing through timelines to find the perfect clips – dominate the feed with speed and precision.<\/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 I’m excited to share GameCut, our answer to a problem every sports creator faces – the hours spent manually finding and clipping the best moments from game footage.<\/p>\n<p>The Problem: Sports creators (coaches, content creators, esports teams) spend countless hours scrubbing through raw footage just to find specific plays or highlight-worthy clips. With hundreds of hours of footage from tournaments and training sessions, it’s nearly impossible to keep up with content demands.<\/p>\n<p>Our Solution: GameCut uses advanced AI video understanding to “watch” and analyze match footage, identify key plays and pivotal moments, and generate polished highlight clips in seconds. Upload your footage, search and analyze it in natural language, and get instantly shareable content.<\/p>\n<p>Key Features:<br \/>\n\u2728 AI Video Analysis \u2013 Automatically identifies sports context, compelling events and game-changing moments<br \/>\n\u26a1 Instant Highlights \u2013 Generate shareable clips in seconds, not hours<br \/>\n\ud83d\udcf1 Supercharge your game analysis and editing workflow<\/p>\n<p>We’d love to connect with sports teams, social media content creators, and broadcasters to see how we can help! <\/p>\n<p>Questions? Feature requests? Let’s chat in the comments!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashant_trivedy2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_trivedy2<\/a> I\u2019ve spent way too much time scrubbing through long games just to find that one moment I clearly remember – whether it\u2019s for a YouTube compilation or just to show a cool play to a friend.<\/p>\n<\/p>\n<p>Being able to search footage and instantly pull highlights instead of manually hunting through timelines feels like a huge win for creators and teams. It saves time and lets you focus on the fun part. It also made me think how powerful this approach could be beyond sports. Finding meme-worthy moments in movies and TV-shows.<\/p>\n<\/p>\n<p>Very cool launch! Excited to see where you take this project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VMKX4QBE2YVEVP\" class=\"app-title\">FireSEO MCP<\/a><\/p>\n<div class=\"one-liner\">Connect Claude or Cursor to audit SEO and suggest changes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FireSEO MCP\u662f\u4e00\u6b3eMCP\u5de5\u5177\uff0c\u5b83\u5c06Google Search Console\u7b49\u771f\u5b9eSEO\u6570\u636e\u76f4\u63a5\u63a5\u5165Claude\u6216Cursor\u7b49AI\u7f16\u8f91\u5668\uff0c\u8ba9\u5f00\u53d1\u8005\u6216\u5185\u5bb9\u521b\u4f5c\u8005\u80fd\u5728\u7f16\u7801\u6216\u5199\u4f5c\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5b9e\u65f6\u5206\u6790\u6392\u540d\u3001\u8bca\u65ad\u95ee\u9898\u5e76\u83b7\u53d6\u4fee\u6539\u5efa\u8bae\uff0c\u89e3\u51b3\u4e86\u5de5\u4f5c\u6d41\u4e2d\u9891\u7e41\u5207\u6362\u5de5\u5177\u548c\u754c\u9762\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\/2ec1c086-8b19-49a1-9c83-4b89fcdccb3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bd2d0e3-303d-4684-867d-597fcf2de51c.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\/453cdba7-03da-439f-ba11-2d4247b59e0c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AedIVbAENAQ\"><source src=\"https:\/\/youtu.be\/AedIVbAENAQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u4f18\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u641c\u7d22\u63a7\u5236\u53f0<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Agentic SEO<\/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\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709AI\u7f16\u8f91\u5668\u89c4\u5219\u7684\u672c\u8d28\u533a\u522b\uff08\u6570\u636e\u9a71\u52a8 vs \u89c4\u5219\u6307\u5bfc\uff09\u3001\u5982\u4f55\u907f\u514dAPI\u901f\u7387\u9650\u5236\u548c\u4fdd\u8bc1\u5efa\u8bae\u5b89\u5168\u6027\u3001\u4ee5\u53ca\u76ee\u6807\u7528\u6237\uff08\u521b\u59cb\u4eba\uff09\u662f\u5426\u5177\u5907\u63d0\u51fa\u6b63\u786eSEO\u95ee\u9898\u7684\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u57fa\u4e8e\u771f\u5b9e\u6570\u636e\u4e0e\u4ec5\u51ed\u77e5\u8bc6\u5e93\u7684\u672c\u8d28\u4f18\u52bf\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 FireSEO MCP\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u201cAI\u8d4b\u80fd\u5de5\u4f5c\u6d41\u201d\u7684\u7cbe\u51c6\u5207\u7247\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u505a\u5927\u800c\u5168\u7684SEO\u5e73\u53f0\uff0c\u800c\u662f\u5de7\u5999\u5730\u62bc\u6ce8\u5728MCP\u534f\u8bae\u548c\u201cAI\u539f\u751f\u7f16\u8f91\u5668\u201d\u8fd9\u4e24\u4e2a\u65b0\u5174\u4ea4\u6c47\u70b9\u4e0a\uff0c\u8bd5\u56fe\u5c06SEO\u4ece\u201c\u76d1\u6d4b-\u5206\u6790-\u884c\u52a8\u201d\u7684\u6ede\u540e\u6027\u5faa\u73af\uff0c\u538b\u7f29\u6210\u5728\u5f00\u53d1\u73af\u5883\u4e2d\u7684\u5373\u65f6\u95ee\u7b54\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201cAgentic SEO\u201d\u662f\u6838\u5fc3\u53d9\u4e8b\uff0c\u4f46\u9700\u51b7\u9759\u5ba1\u89c6\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Ahrefs\u6216SEMrush\u8fd9\u7c7b\u6570\u636e\u822a\u6bcd\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u201c\u6570\u636e\u7ba1\u9053\u201d\u548c\u201c\u8bed\u5883\u7ffb\u8bd1\u5668\u201d\u3002\u5b83\u5c06GSC\u7684\u539f\u59cb\u6570\u636e\u6d41\u5f15\u5165AI\u5bf9\u8bdd\u7a97\u53e3\uff0c\u8bd5\u56fe\u6d88\u9664\u4ece\u770b\u5230\u6570\u636e\u5230\u7406\u89e3\u95ee\u9898\u518d\u5230\u5b9e\u65bd\u4ee3\u7801\/\u5185\u5bb9\u4fee\u6539\u4e4b\u95f4\u7684\u6469\u64e6\u3002\u8fd9\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u5bf9\u5f00\u53d1\u8005\u6216\u6280\u672f\u578b\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u5207\u6362\u81f3SEO\u4eea\u8868\u76d8\u672c\u8eab\u5c31\u662f\u5fc3\u6d41\u4e2d\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u95ee\u9898\u6233\u4e2d\u4e86\u5176\u5546\u4e1a\u5316\u4e0e\u5b9e\u7528\u5316\u7684\u6f5c\u5728\u8f6f\u808b\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u7528\u6237\u63d0\u95ee\u7684\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u5176\u9884\u8bbe\u7684\u201c\u521b\u59cb\u4eba\u201d\u76ee\u6807\u7fa4\u4f53\u53ef\u80fd\u662f\u4e2a\u95e8\u69db\uff0c\u4ea7\u54c1\u53ef\u80fd\u9700\u8981\u5185\u7f6e\u66f4\u4e3b\u52a8\u7684\u8bca\u65ad\u6846\u67b6\u3002\u5176\u6b21\uff0c\u5c06SEO\u5efa\u8bae\u76f4\u63a5\u5173\u8054\u4ee3\u7801\u4fee\u6539\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u82e5\u65e0\u4e25\u8c28\u7684\u53d8\u66f4\u5f71\u54cd\u8bc4\u4f30\uff08\u5982\u5bf9\u9875\u9762\u6027\u80fd\u3001\u7ed3\u6784\u7684\u6f5c\u5728\u8d1f\u9762\u4f5c\u7528\uff09\uff0c\u6240\u8c13\u7684\u201cAgentic\u201d\u53ef\u80fd\u5e26\u6765\u4e0d\u53ef\u63a7\u98ce\u9669\u3002\u6700\u540e\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u76ee\u524d\u5efa\u7acb\u5728MCP\u7684\u63a5\u5165\u4fbf\u5229\u6027\u4e0a\uff0c\u4e00\u65e6\u5927\u578bSEO\u5e73\u53f0\u6216\u7f16\u8f91\u5668\u81ea\u8eab\u5f00\u653e\u7c7b\u4f3c\u6df1\u5ea6\u96c6\u6210\uff0c\u5176\u72ec\u7279\u6027\u5c06\u9762\u4e34\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u573a\u666f\u6784\u601d\u7684\u5229\u57fa\u4ea7\u54c1\u3002\u5b83\u80fd\u5426\u4ece\u201c\u70ab\u9177\u7684\u6f14\u793a\u201d\u6210\u957f\u4e3a\u201c\u5fc5\u9700\u7684\u5de5\u4f5c\u6d41\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5c06\u201c\u6570\u636e\u63a5\u5165\u201d\u6df1\u5316\u4e3a\u201c\u53ef\u9760\u7684\u51b3\u7b56\u667a\u80fd\u201d\uff0c\u5e76\u5728\u6613\u7528\u6027\u4e0e\u5b89\u5168\u6027\u4e0a\u6784\u5efa\u8db3\u591f\u539a\u7684\u58c1\u5792\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u7684\u201c\u526f\u9a7e\u9a76\u201d\u539f\u578b\uff0c\u800c\u8fdc\u975e\u5168\u81ea\u52a8\u7684SEO\u98de\u884c\u5458\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\">FireSEO MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wrestling with dashboards. FireSEO connects Google Search Console directly to your AI editor (Claude, Cursor). Analyze rankings, spy on competitors, and fix SEO issues\u2014all through natural language conversation. The first “Agentic SEO” workflow<\/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 Harris here, maker of FireSEO.<\/p>\n<p>I’ve been building SaaS products for years, and SEO was always the bottleneck<br \/>\nI hated switching context between my editor (Cursor) and SEO tools.<\/p>\n<p>With the rise of MCP (Model Context Protocol), I realized we could bridge this gap. FireSEO lets you pull real-time GSC data and SERP analysis directly into your chat context.<\/p>\n<p>Key features:<\/p>\n<p>\u2705 Real-time GSC Audit: Diagnose traffic drops instantly.<br \/>\n\u2705 Keyword Gap Analysis: Find “Golden Keywords” you can rank for easily.<br \/>\n\u2705 Agentic Workflow: Let the agent suggest code fixes for SEO directly in your project.<br \/>\nWe have a generous Free Tier for Indie Hackers. Give it a spin and let me know if it saves you time! I’ll be hanging out in the comments all day\ud83d\ude80<\/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>Very cool! How is this better than an SEO best practice cursor rule?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Great question!<\/p>\n<\/p>\n<p>Cursor rules are essentially instruction-based guidance \u2014 they help the AI generate <em>better answers<\/em>, but those answers are not grounded in your real performance data. Even with a strong prompt, Cursor can only respond using its internal knowledge and general SEO best practices.<\/p>\n<\/p>\n<p>While Cursor may support limited web browsing, that information is still surface-level and disconnected from your actual metrics.<\/p>\n<\/p>\n<p>In contrast, our approach is data-driven. By connecting real sources through MCP \u2014 such as Google Search Console and Google Ads \u2014 the AI analyzes <strong>your actual search queries, impressions, CPC, competition, and performance trends<\/strong>.<\/p>\n<\/p>\n<p>So instead of saying <em>\u201cthis keyword should work based on SEO theory,\u201d<\/em><\/p>\n<p>it can say <em>\u201cthis keyword shows high commercial intent and low competition in your real data.\u201d<\/em><\/p>\n<\/p>\n<p>Cursor understands SEO rules.<\/p>\n<p>But it doesn\u2019t know <strong>your data<\/strong>.<\/p>\n<\/p>\n<p>That\u2019s the key difference \u2014 and that\u2019s what allows us to find real monetization opportunities rather than just following patterns everyone already uses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Pulling real-time GSC and SERP data directly into the editor context makes a lot of sense, especially for reducing context switching. How do you keep the data fresh without running into GSC or SERP rate limits when agents are querying often, and how do you make sure the suggested SEO changes don\u2019t accidentally do more harm than good?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So your target audience is founders? If yes, there might be a struggle even to come up with a right question, as SEO is very specific and requires some skills. There is a chance to stand out if you provide some guidance. Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G3FTB2HPMLUPE4\" class=\"app-title\">Trailward<\/a><\/p>\n<div class=\"one-liner\">Gamified micro\u2011lessons that teach any topic in 90 seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Trailward\u901a\u8fc790\u79d2\u6e38\u620f\u5316\u5fae\u8bfe\u7a0b\uff0c\u5728\u788e\u7247\u5316\u65f6\u95f4\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u5b66\u4e60\u95e8\u69db\u9ad8\u3001\u65f6\u95f4\u4e0d\u8db3\u6216\u52a8\u529b\u7f3a\u4e4f\u800c\u96be\u4ee5\u5f00\u542f\u548c\u575a\u6301\u65b0\u9886\u57df\u5b66\u4e60\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\/cc6486e5-c174-49b5-a045-a9aa61a0595b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6de9378-8f84-438f-9a27-f96a0a417a15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14afb95c-3ee5-4a08-b66c-0f189f851dc4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78150842-3b3b-498b-a541-6ea605f64bea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e48c2216-14ff-455e-8c31-904076c5fbeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7147bb99-5a4a-4f23-82d9-d1f92c4835f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43de625d-8c41-4819-9243-da3769a7c5e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8043039-c37a-42f6-93dd-12d052ac792e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bda2f10e-9c07-403a-bdfe-00af6066ba3a.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\/b742c503-b68b-4e95-8b45-0f2f8ba107be.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vbJB7VFaEOM\"><source src=\"https:\/\/www.youtube.com\/watch?v=vbJB7VFaEOM\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fae\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u788e\u7247\u5316<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u5165\u95e8<\/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\u7b80\u6d01\u8bbe\u8ba1\u548c\u4e2a\u6027\u5316\u63a8\u8350\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\u589e\u52a0\u97f3\u9891\/\u89c6\u9891\u683c\u5f0f\u4ee5\u7f13\u89e3\u9605\u8bfb\u75b2\u52b3\uff0c\u5e76\u4f18\u5316\u521d\u59cb\u95ee\u5377\u957f\u5ea6\u3002\u521b\u59cb\u4eba\u56de\u5e94\u786e\u8ba4\u97f3\u9891\u529f\u80fd\u6b63\u5728\u5f00\u53d1\u4e2d\uff0c\u5e76\u9610\u8ff0\u4e86\u4ea7\u54c1\u6838\u5fc3\u662f\u964d\u4f4e\u5b66\u4e60\u542f\u52a8\u95e8\u69db\u3001\u5bf9\u6297\u62d6\u5ef6\u75c7\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 Trailward\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\uff0c\u800c\u662f\u201c\u5b66\u4e60\u542f\u52a8\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u73b0\u4ee3\u4eba\u77e5\u8bc6\u7126\u8651\u4e0e\u884c\u52a8\u762b\u75ea\u4e4b\u95f4\u7684\u6839\u672c\u77db\u76fe\uff1a\u6e34\u671b\u5b66\u4e60\u5374\u8d25\u4e8e\u5e9e\u5927\u7684\u8bfe\u7a0b\u4f53\u7cfb\u4e0e\u65f6\u95f4\u627f\u8bfa\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5c06\u201c\u5b66\u4e60\u201d\u8fd9\u4e00\u6c89\u91cd\u884c\u4e3a\u89e3\u6784\u4e3a\u65e0\u538b\u529b\u768490\u79d2\u201cBites\u201d\uff0c\u901a\u8fc7\u6e38\u620f\u5316\u4e0e\u5373\u65f6\u53cd\u9988\uff0c\u5b8c\u6210\u4ece\u201c\u96f6\u5230\u4e00\u201d\u7684\u5fc3\u7406\u7a81\u7834\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u201c\u540e\u7eed\u6df1\u5ea6\u5b66\u4e60\u201d\u5236\u9020\u201c\u4e0a\u763e\u201d\u7684\u94a9\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u878d\u5408\u4e86\u4e24\u4e2a\u5173\u952e\u6a21\u5757\uff1a\u788e\u7247\u5316\u5fae\u8bfe\u4e0eIkigai\u804c\u4e1a\u8def\u5f84\u89c4\u5212\u3002\u524d\u8005\u8d1f\u8d23\u63d0\u4f9b\u5373\u65f6\u3001\u4f4e\u8d1f\u62c5\u7684\u6b63\u53cd\u9988\uff0c\u540e\u8005\u5219\u8d1f\u8d23\u8d4b\u4e88\u957f\u671f\u610f\u4e49\u611f\uff0c\u8bd5\u56fe\u5c06\u968f\u673a\u7684\u5174\u8da3\u70b9\u51fb\u4e32\u8054\u6210\u6709\u65b9\u5411\u7684\u5b66\u4e60\u53d9\u4e8b\u3002\u8fd9\u79cd\u7ed3\u5408\u9887\u5177\u91ce\u5fc3\uff0c\u4f46\u4e5f\u57cb\u4e0b\u9690\u60a3\uff1a\u5fae\u5b66\u4e60\u7684\u201c\u6d45\u5c1d\u8f84\u6b62\u201d\u5c5e\u6027\u4e0e\u804c\u4e1a\u8def\u5f84\u6240\u9700\u7684\u201c\u7cfb\u7edf\u6df1\u5ea6\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u9605\u8bfb\u75b2\u52b3\u201d\u548c\u201c\u95ee\u5377\u8fc7\u957f\u201d\u95ee\u9898\uff0c\u6b63\u662f\u8fd9\u79cd\u5f20\u529b\u5728\u7528\u6237\u4f53\u9a8c\u5c42\u9762\u7684\u4f53\u73b0\u2014\u2014\u4ea7\u54c1\u5728\u8bd5\u56fe\u5e73\u8861\u201c\u8f7b\u91cf\u542f\u52a8\u201d\u4e0e\u201c\u6df1\u5ea6\u4e2a\u6027\u5316\u201d\u65f6\u51fa\u73b0\u7684\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5766\u8bda\u8fd9\u662f\u5bf9\u6297\u201c\u62d6\u5ef6\u75c7\u201d\u7684\u5de5\u5177\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u53cd\u800c\u6bd4\u201c\u5b66\u4e60\u5e73\u53f0\u201d\u66f4\u7cbe\u51c6\u3001\u66f4\u5177\u6d1e\u5bdf\u529b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5185\u5bb9\u5e93\u7684\u5e7f\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u7b97\u6cd5\u80fd\u5426\u5728\u7528\u6237\u51e0\u6b21\u201cBite\u201d\u540e\uff0c\u7cbe\u51c6\u63a8\u9001\u90a3\u4e2a\u8ba9\u7528\u6237\u613f\u610f\u6295\u5165\u66f4\u957f\u65f6\u95f4\u7684\u5173\u952e\u5174\u8da3\u70b9\uff0c\u5b8c\u6210\u4ece\u201c\u6253\u53d1\u65f6\u95f4\u201d\u5230\u201c\u6295\u5165\u65f6\u95f4\u201d\u7684\u60ca\u9669\u4e00\u8dc3\u3002\u76ee\u524d\u770b\u6765\uff0c\u5176\u6a21\u5f0f\u66f4\u504f\u5411\u4e8e\u9ad8\u6548\u7684\u5174\u8da3\u63a2\u7d22\u4e0e\u8fc7\u6ee4\u5de5\u5177\uff0c\u800c\u975e\u77e5\u8bc6\u6c89\u6dc0\u5bb9\u5668\u3002\u82e5\u97f3\u9891\u529f\u80fd\u80fd\u5982\u671f\u4f18\u5316\uff0c\u5e76\u6709\u6548\u7ba1\u7406\u7528\u6237\u5bf9\u201cAI\u751f\u6210\u5185\u5bb9\u8d28\u91cf\u201d\u7684\u7591\u8651\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5b66\u4e60\u51b3\u7b56\u5f15\u64ce\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\">Trailward<\/span>\n <\/div>\n<div class=\"comment-content\">Trailward lets you explore any topic in 90-second sessions, from stoic philosophy to modular synthesis to Nintendo game design. Pick one and get bite-sized lessons matched to your level, each with a key insight that sticks. No courses, no commitment, just real progress in minutes. Need direction? Ikigai maps your strengths to career paths and builds your learning plan. Streaks, flashcards, knowledge base. iOS, Android, Web. Perfect for curious minds and busy people.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The laconic design looks nice, and the Bites are well done. For Topics, I like that they\u2019re recommended based on interests, and that everything is built in a chat format overall. Do you plan to add more visualization to Topics, or an audio\/video format? It might be difficult to read longer text for users, what do you think?<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thank you! The laconic design was a deliberate choice to remove distractions, so I’m really glad that landed well.<\/p>\n<p>You’re spot on about the reading fatigue. Audio is actually the next big experiment on my list. I’ve been prototyping a podcast functionality where topic units are converted into short audio segments for listening on the go. Until then, the interactive Bites are designed to help by breaking those units down into digestible 90-second sessions.<\/p>\n<p>I’m curious though: when you listen to AI-generated content (like podcasts or summaries) right now, do you feel the quality is ‘there’ yet? Or does the voice\/rhythm still feel off to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been building software for over 20 years, often for clients and frequently for myself. <strong>Trailward<\/strong> started as a tool to manage my own habit of “constant learning”, but it evolved into something wanted to share.<\/p>\n<\/p>\n<p>It began as a system for structured learning plans. However, I found that rigid structures often led to procrastination. That led to the concept of “<strong>Bites<\/strong>” – 90-second sessions designed to extract a single, clear insight. The goal isn’t to replace deep study, but to make the entry point for curiosity so low that you actually start.<\/p>\n<\/p>\n<p>I also integrated an <strong>Ikigai<\/strong> discovery tool to help map curiosities to potential career paths, generating tailored learning plans based on the results.<\/p>\n<\/p>\n<p>It\u2019s a solo project, built with React Native and FastAPI. Give it a try, it\u2019s designed to be effortless, and I guarantee you\u2019ll walk away knowing something you didn\u2019t before.<\/p>\n<\/p>\n<p>I\u2019ll be here all day to answer questions about the product or the technical side of the build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stephanschulz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephanschulz<\/a> I really like the ikigai feature. An algorithmic way to find topics you are passionate about seems like one of the best applications of the attention-grabbing algorithms humanity has perfected in reels, TikTok, etc. Not sure you are that sophisticated yet, but I love the idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stephanschulz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"stephanschulz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephanschulz<\/a> ! Love the “recommended based on interests” piece – tailored learning paths only work if the app actually knows the user. Curious how you’re tracking what someone’s interested in vs just what they clicked on. YC founder here, researching user context for AI apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@victor_eth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_eth<\/a> Thanks Victor! Trailward is personalized from the very first interaction. Users almost only see content that matches their specific inputs and interests, everything else really doesn’t make sense imo. There are some fallback suggestions, but they are more to show direction or inspire users to find niche topics to explore.<\/p>\n<p>Tailored plans are a challenge, yes, especially given the multi-month timeframe they can run. But as I wrote in my maker comment, Trailward is primarily about beating procrastination. It helps lower the entry barrier for learning something new, or in the case of tailored plans, it provides the spark to start real transformations. It shows the user what a transformation would really look like and what is needed to master it. It offers structure and makes a complex learning journey more approachable. I think that’s really cool.<\/p>\n<\/p>\n<p>For committed users, spaced repetition, detailed explanations, practical examples or certificate proposals support the deep dive when needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m a employee experience designer for a big corporate in The Netherlands. Love the concept and execution! Great work!<\/div>\n<div class=\"comment-actions\">\n<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\/@suijkerwerk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suijkerwerk<\/a> Thank you. Coming from an experience designer, that means a lot. I’ve put a lot of thought and passion into the product, so I really appreciate the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Loved the design! However the initial questionnaire felt too long.<\/div>\n<div class=\"comment-actions\">\n<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\/@agarwalshreya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agarwalshreya<\/a> Thanks! Which route did you choose: Topic, Plan, or Ikigai? If it was Ikigai, it\u2019s definitely the ‘long road’.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/3CFTFP5Z3ZAJIQ\" class=\"app-title\">AcceptMyApp<\/a><\/p>\n<div class=\"one-liner\">Spot iOS app issues before App Store review<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e2e\u52a9iOS\u5f00\u53d1\u8005\u5728\u5e94\u7528\u63d0\u4ea4\u524d\u626b\u63cf\u6f5c\u5728\u5ba1\u6838\u98ce\u9669\u3001\u88ab\u62d2\u540e\u63d0\u4f9b\u7ed3\u6784\u5316\u4fee\u590d\u65b9\u6848\u548c\u56de\u590d\u8349\u6848\u7684AI\u5de5\u5177\uff0c\u65e8\u5728\u7ec8\u7ed3\u4e0e\u82f9\u679cApp Store\u5ba1\u6838\u56e2\u961f\u4e4b\u95f4\u6a21\u7cca\u3001\u8017\u65f6\u7684\u62c9\u952f\u6218\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\/7361fc00-adee-4347-9698-15e6f7d3dbb0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=IBE8ZsOZb_A\"><source src=\"https:\/\/www.youtube.com\/watch?v=IBE8ZsOZb_A\" 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\/c9fbb777-6849-4f1d-86f2-43cf7920b2cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a68ca14-c209-46fb-acd9-2f05be714a16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7007f243-aec9-4d8b-8ad6-a38a775eeadb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/048b2d00-b24d-49c9-9168-30e68996512c.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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS\u5e94\u7528\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u9884\u63d0\u4ea4\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6838\u88ab\u62d2\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5408\u89c4\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">RAG\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">App Store\u6307\u5357<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u89c4\u907f<\/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\u5bf9\u82f9\u679c\u5ba1\u6838\u8fc7\u7a0b\u7684\u6a21\u7cca\u6027\u548c\u4f4e\u6548\u611f\u5230\u632b\u8d25\uff0c\u8ba4\u4e3a\u8be5\u5de5\u5177\u7cbe\u51c6\u51fb\u4e2d\u4e86\u75db\u70b9\u3002\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u201c\u72ec\u7279\u201d\u6027\u548c\u5b9e\u7528\u6027\uff0c\u5e76\u6709\u591a\u4eba\u8868\u793a\u613f\u610f\u5c1d\u8bd5\u3002\u521b\u59cb\u4eba\u4e92\u52a8\u79ef\u6781\uff0c\u5f3a\u8c03\u89e3\u51b3\u5ba1\u6838\u632b\u6298\u7684\u521d\u8877\uff0c\u5e76\u63a8\u5e7f\u514d\u8d39\u540d\u989d\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 AcceptMyApp\u7684\u4ef7\u503c\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u57fa\u4e8eApple Guidelines\u7684RAG\u7cfb\u7edf\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u5c06\u82f9\u679cApp Store\u90a3\u5957\u4e0d\u900f\u660e\u3001\u5145\u6ee1\u4e3b\u89c2\u89e3\u91ca\u4e14\u6c9f\u901a\u6210\u672c\u6781\u9ad8\u7684\u5ba1\u6838\u9ed1\u76d2\uff0c\u8fdb\u884c\u201c\u767d\u76d2\u5316\u201d\u548c\u201c\u6d41\u7a0b\u5316\u201d\u6539\u9020\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u4e24\u4e2a\u5c42\u9762\uff1a\u9996\u5148\u662f**\u98ce\u9669\u524d\u7f6e**\u3002\u5c06\u5f00\u53d1\u8005\u4e8b\u540e\u88ab\u62d2\u7684\u88ab\u52a8\u8865\u6551\uff0c\u8f6c\u53d8\u4e3a\u4e8b\u524d\u7684\u4e3b\u52a8\u89c4\u907f\u3002\u901a\u8fc7\u626b\u63cf\u5143\u6570\u636e\u3001\u6761\u6b3e\u7b49\uff0c\u5b83\u8bd5\u56fe\u5c06\u5ba1\u6838\u5458\u7684\u9690\u6027\u8bc4\u5224\u6807\u51c6\u63d0\u524d\u66b4\u9732\uff0c\u8fd9\u76f4\u63a5\u63d0\u5347\u4e86\u5f00\u53d1\u8fed\u4ee3\u7684\u786e\u5b9a\u6027\u548c\u6548\u7387\u3002\u5176\u6b21\u662f**\u5bf9\u6297\u5ba1\u6838\u6c9f\u901a\u7684\u6a21\u7cca\u6027**\u3002\u5f53\u88ab\u62d2\u53d1\u751f\u65f6\uff0c\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u7b3c\u7edf\u7684\u6307\u5357\u7f16\u53f7\uff0c\u800c\u662f\u7ed3\u6784\u5316\u7684\u95ee\u9898\u62c6\u89e3\u3001\u4fee\u590d\u6e05\u5355\uff0c\u6700\u5173\u952e\u7684\u662f\u201c\u5ba1\u6838\u5458\u5b89\u5168\u201d\u7684\u56de\u590d\u8349\u6848\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u5355\u5175\u4f5c\u6218\u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e13\u4e1a\u7684\u201c\u5408\u89c4\u5916\u8111\u201d\u548c\u201c\u8c08\u5224\u52a9\u624b\u201d\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u7533\u8bc9\u7684\u80dc\u7b97\u4e0e\u4e13\u4e1a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u3002\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5176\u5bf9\u82f9\u679c\u5ba1\u6838\u6307\u5357\u52a8\u6001\u53d8\u5316\u7684\u8ffd\u8e2a\u89e3\u8bfb\u80fd\u529b\uff0c\u4ee5\u53ca\u5bf9\u5176\u80cc\u540e\u201c\u4eba\u6cbb\u201d\u56e0\u7d20\u7684\u628a\u63e1\u7a0b\u5ea6\u3002\u5ba1\u6838\u6307\u5357\u662f\u6587\u672c\uff0c\u4f46\u5ba1\u6838\u5458\u7684\u5224\u65ad\u5e38\u6d89\u53ca\u610f\u56fe\u3001\u8bbe\u8ba1\u54f2\u5b66\u7b49\u7070\u8272\u5730\u5e26\uff0cAI\u80fd\u5426\u6301\u7eed\u7cbe\u51c6\u6355\u6349\uff1f\u6b64\u5916\uff0c\u5176\u201c\u4e00\u6b21\u6027\u4ed8\u8d39\u201d\u6a21\u5f0f\u867d\u5bf9\u5f00\u53d1\u8005\u53cb\u597d\uff0c\u4f46\u5982\u4f55\u6301\u7eed\u8986\u76d6\u6a21\u578b\u66f4\u65b0\u3001\u6307\u5357\u540c\u6b65\u7684\u6210\u672c\uff0c\u662f\u5176\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u9700\u8981\u9a8c\u8bc1\u7684\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\u6781\u5177\u6d1e\u5bdf\u529b\u7684AI\u5e94\u7528\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u6cdb\u5316\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u5c06AI\u7684\u89e3\u6790\u3001\u751f\u6210\u80fd\u529b\u6df1\u5ea6\u5d4c\u5165\u5230\u4e00\u4e2a\u9ad8\u75db\u70b9\u7684\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\uff0c\u89e3\u51b3\u4e86\u771f\u5b9e\u3001\u8feb\u5207\u7684\u5546\u4e1a\u6548\u7387\u95ee\u9898\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u6210\u4e3a\u68c0\u9a8cAI\u5728\u5782\u76f4\u9886\u57df\u80fd\u5426\u771f\u6b63\u63d0\u4f9b\u7a33\u5b9a\u3001\u53ef\u9760\u4e13\u4e1a\u670d\u52a1\u7684\u5173\u952e\u8bd5\u91d1\u77f3\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\">AcceptMyApp<\/span>\n <\/div>\n<div class=\"comment-content\">Pre-submission risk scanner + rejection analyzer for iOS developers. Uses RAG on Apple Guidelines to find issues before Apple does. When rejected, get structured fixes and reviewer-safe reply drafts. One-time payment per app. Unlimited analyses.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>Built this after getting rejected by Apple one too many times.<\/p>\n<p>You know the drill: you submit your app, wait a few days, then get a vague message like “Guideline 4.2 – Minimum Functionality.” Cool, thanks Apple. Super helpful.<\/p>\n<p>I tried pasting rejections into ChatGPT but it kept making up guideline sections that don’t exist.<\/p>\n<p>So I built AcceptMyApp:<\/p>\n<p>\ud83d\udd0d Before you submit \u2192 scans your metadata, terms and privacy policy for rejection risks<br \/>\ud83d\udce9 After rejection \u2192 explains what went wrong + gives you a ready-to-send reply<\/p>\n<p>The AI runs on actual Apple Guidelines (not hallucinated ones), and spits out structured results: risk level, specific issues, fixes checklist, appeal drafts.<\/p>\n<p>Pricing: First 50 apps are free. After that, one-time \u20ac3.99-\u20ac9.99 per app. No subscription bs.<\/p>\n<p>Would love to hear your feedback and your worst App Store rejection story \ud83d\ude05<\/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>Very cool! Just went through frustrating, non-transparent process of hitting issues that weren’t clear upfront<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes review process can be very frustrating, exactly why I created 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is something that is unique and would love try our app before putting it up on App store<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayan_das12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayan_das12<\/a> Thank you, don’t hesitate to add your app while there are still free spots!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Clever, I see myself using 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\/@lienmt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienmt<\/a> Thank you! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">The process feels super random, happy to see people trying to handle the problem! <\/p>\n<p>We\u2019ve got 2 phone calls with apple, testing through their iPad and most of it made no sense. Ragged up and ready to try for my next app.<\/p>\n<p>Big ups!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SI5NTDHZTXXYO5\" class=\"app-title\">RedUp.pro<\/a><\/p>\n<div class=\"one-liner\">The Reddit Growth and AI-Infused Market Discovery Platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RedUp.pro \u662f\u4e00\u6b3e\u4e3a\u521b\u4f5c\u8005\u3001\u8425\u9500\u8005\u548c\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684AI\u9a71\u52a8\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u7b26\u5408Reddit\u793e\u533a\u89c4\u5219\u7684\u5b89\u5168\u53d1\u5e16\u3001\u667a\u80fd\u8c03\u5ea6\u4e0e\u5206\u6790\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5728Reddit\u8fdb\u884c\u89c4\u6a21\u5316\u8425\u9500\u65f6\u6613\u88ab\u5c01\u53f7\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87468169-d873-4b2a-8682-f3553f498eed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15a6e935-f71c-445b-b4b8-0520e0eb4bb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8f7509a-9f8a-4ae0-ba08-7bb97ca7b8dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1319bf93-3590-498f-9f75-2898a15855a0.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\/fd7f2675-7f7b-432a-a9ea-19607162158d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/94G9op1nnZ0\"><source src=\"https:\/\/youtu.be\/94G9op1nnZ0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Reddit\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u8d26\u53f7\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5b89\u5168\u53d1\u5e16<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">SaaS\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u5f3a\u8c03\u73b0\u6709\u5de5\u5177\u5dee\u4e14\u6613\u5bfc\u81f4\u5c01\u53f7\uff0cRedUp\u4ee5\u5b89\u5168\u4e3a\u6838\u5fc3\u5dee\u5f02\u70b9\u3002\u7528\u6237\u8d28\u7591\u5176\u201c\u907f\u514d\u5c01\u53f7\u201d\u58f0\u660e\u7684\u53ef\u9760\u6027\uff0c\u5173\u6ce8\u9884\u68c0\u7cfb\u7edf\u662f\u5426\u771f\u6b63\u6a21\u62df\u793e\u533a\u89c4\u5219\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u7cfb\u7edf\u4f1a\u68c0\u6d4b\u89c4\u5219\u3001\u793e\u533a\u6c1b\u56f4\u53ca\u5e16\u5b50\u7c7b\u578b\uff0c\u4ee5\u63d0\u4f9b\u5339\u914d\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 RedUp.pro \u8bd5\u56fe\u5728Reddit\u8425\u9500\u5de5\u5177\u8fd9\u7247\u7ea2\u6d77\u4e2d\uff0c\u6253\u51fa\u201c\u5b89\u5168\u201d\u8fd9\u5f20\u6280\u672f\u724c\u4e0e\u4fe1\u4efb\u724c\uff0c\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u884c\u4e1a\u6700\u654f\u611f\u7684\u795e\u7ecf\u3002\u5f53\u524d\u591a\u6570\u7b2c\u4e09\u65b9\u5de5\u5177\u56e0\u7c97\u66b4\u5bf9\u5f85Reddit\u7684\u793e\u533a\u751f\u6001\uff08\u5982\u6ee5\u7528\u8de8\u793e\u533a\u53d1\u5e16\u3001\u5ffd\u89c6\u89c4\u5219\u5dee\u5f02\uff09\u800c\u5bfc\u81f4\u8d26\u53f7\u6279\u91cf\u88ab\u5c01\uff0cRedUp\u63d0\u51fa\u7684\u201c\u793e\u533a\u6c1b\u56f4\u68c0\u6d4b\u201d\u548c\u201c\u9884\u68c0\u7cfb\u7edf\u201d\u5728\u7406\u5ff5\u4e0a\u662f\u4e00\u79cd\u8fdb\u6b65\uff0c\u5b83\u627f\u8ba4Reddit\u4e0d\u662f\u4e00\u4e2a\u7edf\u4e00\u7684\u5e7f\u573a\uff0c\u800c\u662f\u6210\u5343\u4e0a\u4e07\u4e2a\u62e5\u6709\u72ec\u7acb\u6587\u5316\u548c\u89c4\u5219\u7684\u5c0f\u57ce\u9547\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u5c01\u53f7\u98ce\u9669\u201d\u662f\u4e00\u4e2a\u6781\u5176\u5927\u80c6\u4e14\u5371\u9669\u7684\u627f\u8bfa\u3002Reddit\u7684\u53cd\u5783\u573e\u90ae\u4ef6\u7b97\u6cd5\u662f\u52a8\u6001\u3001\u590d\u6742\u4e14\u4e0d\u900f\u660e\u7684\uff0c\u4efb\u4f55\u5916\u90e8\u5e73\u53f0\u90fd\u65e0\u6cd5100%\u6a21\u62df\u6216\u4fdd\u8bc1\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u5f7b\u5e95\u6d88\u9664\u98ce\u9669\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u6d41\u7a0b\u5316\uff08\u5982\u53d1\u5e16\u7c7b\u578b\u9009\u62e9\u3001\u8282\u594f\u63a7\u5236\uff09\u548c\u6570\u636e\u5206\u6790\uff08\u5b50\u793e\u533a\u6d3b\u52a8\u6d1e\u5bdf\uff09\u5c06\u7528\u6237\u7684\u201c\u76f2\u64cd\u4f5c\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u89c2\u6d4b\u3001\u53ef\u4f18\u5316\u7684\u7b56\u7565\u201d\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u98ce\u9669\u6982\u7387\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u98ce\u9669\u7ba1\u63a7\u5e73\u53f0\u201d\uff0c\u800c\u975e\u201c\u514d\u6b7b\u91d1\u724c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u6f5c\u5728\u4eae\u70b9\u662f\u201c\u771f\u6b63\u7684API\u201d\u3002\u5982\u679c\u5176API\u80fd\u7a33\u5b9a\u3001\u5408\u89c4\u5730\u63d0\u4f9b\u53d1\u5e16\u4e0e\u6570\u636e\u80fd\u529b\uff0c\u5c06\u5438\u5f15\u5f00\u53d1\u8005\u6784\u5efa\u66f4\u5782\u76f4\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u5176\u6784\u5efa\u751f\u6001\u58c1\u5792\u7684\u5173\u952e\u3002\u4f46\u8fd9\u4e00\u5207\u7684\u524d\u63d0\u662fRedUp\u81ea\u8eab\u80fd\u957f\u671f\u7ef4\u6301\u5176\u8d26\u53f7\u4f53\u7cfb\u7684\u5065\u5eb7\u5ea6\uff0c\u5e76\u4e0eReddit\u5e73\u53f0\u4fdd\u6301\u4e00\u79cd\u5fae\u5999\u7684\u3001\u4e0d\u88ab\u8ba4\u5b9a\u4e3a\u654c\u5bf9\u7684\u5173\u7cfb\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u9488\u5bf9\u4e13\u4e1a\u7528\u6237\u3001\u5b9a\u4f4d\u6e05\u6670\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u6700\u5927\u7684\u5356\u70b9\u6070\u6070\u662f\u5176\u672a\u6765\u53ef\u80fd\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u2014\u2014\u4e0e\u5e73\u53f0\u65b9\u7684\u535a\u5f08\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u5b89\u5168\u6a21\u578b\u7684\u6280\u672f\u6df1\u5ea6\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u5728\u589e\u957f\u4e0e\u5408\u89c4\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RedUp.pro<\/span>\n <\/div>\n<div class=\"comment-content\">RedUp: pay for tokens for what you need: full-stack Reddit posting, scheduling, analytics platform (and API) \u2014 built for creators, marketers, agencies, developers who want power without risking bans (or building fragile bots). **What You Can Do With RedUp** * Smart Reddit Scheduling, subreddit discovery, post-spinning (variations per subreddit to meet their audience and rules) * Schedule posts across multiple subreddits * Post at optimal times per subreddit * Avoid spam patterns\/risky behavior<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m the maker of RedUp, and I built this because Reddit tools suck, treating Reddit like X \u2014 or worse, they get accounts banned.<\/p>\n<p>** What RedUp.pro does differently:<\/p>\n<p>\u2714\ufe0f Reddit-safe scheduling<br \/>\n\u2714\ufe0f Multi-account & multi-subreddit control<br \/>\n\u2714\ufe0f Subreddit activity insights<br \/>\n\u2714\ufe0f A real API developers can build on<br \/>\n* Custom Reddit growth dashboards<br \/>\n* SaaS tools for founders & agencies<br \/>\n* Auto-posting tools for niche communities<br \/>\n* AI tools that write + schedule Reddit posts<br \/>\n* Internal marketing systems<br \/>\n* Social listening tools for Reddit<\/p>\n<p>** Who it\u2019s for:<\/p>\n<p>* Founders using Reddit for growth (Darren and I built it for ourselves, after all!)<br \/>\n* Agencies managing multiple brands<br \/>\n* Developers who want Reddit data + posting without headaches<br \/>\n* We\u2019re early, shipping fast, and actively listening \u2014 so feedback (good or bad) is hugely appreciated.<\/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>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>without risking bans is the boldest claim here Reddit’s spam filters are ruthless. does the “pre-flight checker” actually simulate the post against current subreddit rules, or is it just checking for banned keywords?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Yes, rules, to begin with, but then, also he vibe of the subreddit and finally, even before suggesting subs to hit, we have our users choose whether their post is informative, prpromotional, etc., to limit or open the options for subs that RedUp serves up.<\/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<\/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\/5HLT356E2H6NUG\" class=\"app-title\">Zush<\/a><\/p>\n<div class=\"one-liner\">Rename and auto-tag images on macOS using AI file analysis<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3emacOS\u4e0a\u7684AI\u56fe\u7247\u6279\u91cf\u91cd\u547d\u540d\u4e0e\u81ea\u52a8\u6253\u6807\u5de5\u5177\uff0c\u901a\u8fc7\u672c\u5730AI\u5206\u6790\u6587\u4ef6\u5185\u5bb9\uff0c\u5c06\u201cIMG_1234.jpg\u201d\u7b49\u65e0\u610f\u4e49\u6587\u4ef6\u540d\u81ea\u52a8\u8f6c\u6362\u4e3a\u63cf\u8ff0\u6027\u540d\u79f0\uff0c\u89e3\u51b3\u4e86\u6444\u5f71\u5e08\u3001\u8bbe\u8ba1\u5e08\u7b49\u521b\u610f\u5de5\u4f5c\u8005\u5728\u6d77\u91cf\u56fe\u7247\u6587\u4ef6\u4e2d\u7ba1\u7406\u6df7\u4e71\u3001\u68c0\u7d22\u4f4e\u6548\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\/8186dd89-81ea-4ac0-bf89-4e6e169a9f29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd2dc66b-55c8-438a-a67f-1ec932c5fc92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0882f360-900a-4c5e-a526-8f758efe9388.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e9ea019-6e6a-4c02-a3f9-407c3df971c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17bb6701-4091-4038-9774-dce8d510b91d.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\/32c2e20f-31e0-409a-ae58-081e4b8c70e5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/r5wuh8ZBnAk\"><source src=\"https:\/\/youtu.be\/r5wuh8ZBnAk\" 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\">Photography<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u91cd\u547d\u540d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6253\u6807<\/span><br \/>\n <span class=\"tag\">RAW\u6587\u4ef6\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u6574\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>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u3002\u5f00\u53d1\u8005\u9610\u8ff0\u4e86\u4ea7\u54c1\u5f00\u53d1\u80cc\u666f\u3001\u5728\u201c\u672c\u5730AI\u4e0e\u4e91\u7aefAPI\u201d\u3001\u201cTauri\u4e0e\u539f\u751fSwift\u201d\u4e4b\u95f4\u7684\u6280\u672f\u9009\u578b\u601d\u8003\uff0c\u5e76\u5f3a\u8c03\u4e86\u901f\u5ea6\u4f18\u5316\u7684\u81ea\u8c6a\u611f\u3002\u63d0\u4f9b\u4e86\u65e9\u671f\u8bbf\u95ee\u7684\u4f18\u60e0\u7801\uff0c\u5e76\u4e3b\u52a8\u9080\u8bf7\u7528\u6237\u53cd\u9988\u548c\u63d0\u51fa\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 Zush\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u6781\u5176\u987d\u56fa\u7684\u75db\u70b9\uff1a\u6570\u5b57\u8d44\u4ea7\uff0c\u5c24\u5176\u662f\u56fe\u7247\u6587\u4ef6\u7684\u547d\u540d\u4e0e\u7ba1\u7406\u6df7\u4e71\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u91cd\u547d\u540d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7AI\u7406\u89e3\u5185\u5bb9\uff0c\u4e3a\u65e0\u5e8f\u6570\u636e\u8d4b\u4e88\u8bed\u4e49\u5316\u7ed3\u6784\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u975e\u7ed3\u6784\u5316\u6570\u636e\u8f6c\u6362\u4e3a\u534a\u7ed3\u6784\u5316\u6570\u636e\u7684\u5173\u952e\u4e00\u6b65\uff0c\u76f4\u63a5\u63d0\u5347\u4e86\u6587\u4ef6\u5728Spotlight\u7b49\u7cfb\u7edf\u7ea7\u641c\u7d22\u4e2d\u7684\u53ef\u53d1\u73b0\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u6e05\u6670\uff0c\u5b9a\u4f4d\u7cbe\u51c6\u3002\u9009\u62e9\u539f\u751fSwift\u5f00\u53d1\u6362\u676514MB\u4f53\u79ef\u4e0e\u201c\u6781\u901f\u201d\u4f53\u9a8c\uff0c\u662f\u660e\u667a\u7684\u53d6\u820d\uff0c\u5951\u5408\u4e86\u76ee\u6807\u7528\u6237\uff08\u5904\u7406\u5927\u91cfRAW\u6587\u4ef6\u7684\u6444\u5f71\u5e08\u3001\u8bbe\u8ba1\u5e08\uff09\u5bf9\u672c\u5730\u5de5\u5177\u201c\u8f7b\u5feb\u3001\u53ef\u9760\u201d\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u652f\u6301RAW\u683c\u5f0f\u66f4\u662f\u76f4\u51fb\u4e13\u4e1a\u7528\u6237\u75d2\u70b9\u3002\u81ea\u52a8\u76d1\u63a7\u6587\u4ef6\u5939\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u6a21\u5f0f\u4e0e\u6279\u91cf\u5904\u7406\u6a21\u5f0f\uff0c\u8986\u76d6\u4e86\u4ece\u5b9e\u65f6\u6574\u7406\u5230\u5386\u53f2\u5f52\u6863\u7684\u5168\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u9690\u85cf\u5728\u201c\u672c\u5730AI\u201d\u8fd9\u4e2a\u9009\u62e9\u4e2d\u3002\u5f00\u53d1\u8005\u63d0\u5230\u4e3a\u901f\u5ea6\u653e\u5f03\u4e91\u7aefAPI\uff0c\u8fd9\u610f\u5473\u7740\u5176AI\u5206\u6790\u80fd\u529b\u53d7\u9650\u4e8e\u672c\u5730\u6a21\u578b\u7684\u7cbe\u5ea6\u4e0e\u5e7f\u5ea6\u3002\u5bf9\u4e8e\u201cMountain_Lake_Sunset\u201d\u8fd9\u7c7b\u901a\u7528\u573a\u666f\u6216\u8bb8\u6e38\u5203\u6709\u4f59\uff0c\u4f46\u5bf9\u4e8e\u4e13\u4e1a\u7528\u6237\u66f4\u590d\u6742\u7684\u7ec6\u5206\u573a\u666f\uff08\u5982\u7279\u5b9a\u8bbe\u8ba1\u98ce\u683c\u3001\u5efa\u7b51\u7ed3\u6784\u3001\u690d\u7269\u7269\u79cd\u7684\u8bc6\u522b\uff09\uff0c\u5176\u63cf\u8ff0\u51c6\u786e\u6027\u5c06\u9762\u4e34\u8003\u9a8c\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u91cd\u547d\u540d\u7ed3\u679c\u6d41\u4e8e\u8868\u9762\uff0c\u65e0\u6cd5\u6ee1\u8db3\u6df1\u5ea6\u5206\u7c7b\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5de5\u5177\u5c5e\u6027\u5f3a\u4e5f\u610f\u5473\u7740\u7528\u6237\u7c98\u6027\u53ef\u80fd\u4e0d\u8db3\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u7528\u4e86\u5c31\u5173\u201d\u7684\u5b9e\u7528\u7a0b\u5e8f\uff0c\u800c\u975e\u4e00\u4e2a\u6301\u7eed\u6253\u5f00\u7684\u5e73\u53f0\u3002\u5176\u957f\u671f\u53d1\u5c55\u9700\u601d\u8003\u5982\u4f55\u4ece\u5355\u6b21\u6574\u7406\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u8d2f\u7a7f\u6587\u4ef6\u521b\u5efa\u3001\u7ba1\u7406\u3001\u68c0\u7d22\u5168\u6d41\u7a0b\u7684\u667a\u80fd\u52a9\u624b\uff0c\u6216\u901a\u8fc7\u547d\u540d\u89c4\u5219\u4e0e\u6807\u7b7e\u4f53\u7cfb\uff0c\u4e0eAdobe Lightroom\u7b49\u4e13\u4e1a\u751f\u6001\u5efa\u7acb\u66f4\u6df1\u5c42\u7684\u534f\u540c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cZush\u662f\u4e00\u6b3e\u89e3\u51b3\u75db\u70b9\u660e\u786e\u7684\u5229\u57fa\u5e02\u573a\u6548\u7387\u5de5\u5177\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u77ed\u671f\u770bAI\u672c\u5730\u6a21\u578b\u7684\u5b9e\u9645\u8868\u73b0\u4e0e\u7a33\u5b9a\u6027\uff0c\u957f\u671f\u770b\u80fd\u5426\u56f4\u7ed5\u201c\u8bed\u4e49\u5316\u6587\u4ef6\u7ba1\u7406\u201d\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u66f4\u5feb\u7684\u91cd\u547d\u540d\u5de5\u5177\u201d\u5c42\u9762\u3002\u5728AI\u5e73\u6c11\u5316\u7684\u4eca\u5929\uff0c\u5b83\u7684\u51fa\u73b0\u662f\u5fc5\u7136\uff0c\u4f46\u8981\u60f3\u4ece\u201c\u6709\u7528\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u4ecd\u9700\u5728\u201c\u7406\u89e3\u201d\u7684\u6df1\u5ea6\u4e0a\u505a\u66f4\u591a\u6587\u7ae0\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\">Zush<\/span>\n <\/div>\n<div class=\"comment-content\">Zush is a macOS app that ends image folder chaos. AI-powered renaming transforms IMG_1234.jpg into descriptive names like Mountain_Lake_Sunset.jpg Two modes: Auto-pilot monitors folders 24\/7 and renames new files automatically. Batch mode processes hundreds of files instantly. Features: Finder tags for Spotlight search, custom naming patterns, RAW support (CR2, NEF, ARW, DNG…). Native Swift \u2014 just 14MB, blazing fast. For designers, photographers, content creators, marketers and SMM.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>I’m Kirill, the solo maker behind Zush. As a designer and developer, I was drowning in thousands of files named IMG_1234.jpg and DSC00567.png. Finding anything was a nightmare.<\/p>\n<p>I tried existing tools, but nothing worked fast enough for batch processing or handled RAW files well. So I built my own app.<\/p>\n<p>The toughest decisions were:<br \/>Local AI vs cloud APIs: chose cloud for speed (files processed in seconds, not minutes)<br \/>Tauri vs native Swift: went native to keep it at 14MB with minimal resources<\/p>\n<p>One thing I’m really proud of is the speed optimization. Zush handles heavy files and batches of hundreds of images supafast (\u00a9 to @zanderwhitehurst). It’s still early access, so there might be some bugs \u2014 but I’m fully committed to jumping in and fixing things fast.<\/p>\n<p>Whether you’re a designer with tons of screenshots, a photographer with RAW libraries, or a developer documenting bugs \u2014 Zush should save you hours.<\/p>\n<p>Would love to hear what features you’d find most useful!<br \/>Drop your feedback here or on our roadmap: <a href=\"https:\/\/zush.canny.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zush.canny.io\/<\/a><\/p>\n<p>\ud83c\udf9f\ufe0f GET 50% OFF your first month with this promocode: PRODUCTHUNT<\/p>\n<p>Cheers! \ud83e\udd43<br \/>Kirill<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LZ3ASFNZ6YRRMC\" class=\"app-title\">The Password App<\/a><\/p>\n<div class=\"one-liner\">Local agent that rotates reused passwords<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730AI\u4ee3\u7406\u5de5\u5177\uff0c\u80fd\u5728\u6570\u636e\u6cc4\u9732\u540e\u81ea\u52a8\u904d\u5386\u7f51\u7ad9\u5e76\u66f4\u6362\u91cd\u590d\u4f7f\u7528\u7684\u5bc6\u7801\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u64cd\u4f5c\u7e41\u7410\u800c\u5ffd\u89c6\u5bc6\u7801\u66f4\u65b0\u7684\u5b89\u5168\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\/ea0f6f8f-053a-4e57-9c82-40f492f4996d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae3201b-ac36-40a1-a1c1-24b66d259864.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/666dac2e-5f78-4d45-8853-9527c88f549c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b9a75c1-3f2e-4a5c-a61c-5eaef08f7965.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1846d174-daea-4828-b390-b475309dc5a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd513cc3-b35b-43ef-90aa-54e328e79ccd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1ef7a88-ef3e-42ba-886e-414df1ccc3e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dadc14b6-3b8f-4032-a3f3-98c01ad69c62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/681199b8-9fd9-4de4-893f-68f4b70d785a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7038fbb1-7bcd-4d7a-aeda-b229dab7c09f.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0108f9b5-4438-4f09-859a-636bd21bb18b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uVFg3llxLcE\"><source src=\"https:\/\/youtu.be\/uVFg3llxLcE\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bc6\u7801\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u586b\u5145\u9632\u5fa1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6cc4\u9732\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8db3\u8ff9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\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>\u5f00\u53d1\u8005\u81ea\u8ff0\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u906d\u9047\u6570\u636e\u6cc4\u9732\u7684\u75db\u70b9\uff0c\u5f3a\u8c03\u5176\u5b89\u5168\u4e0e\u9690\u79c1\u8bbe\u8ba1\u539f\u5219\uff08\u6570\u636e\u4e0d\u79bb\u672c\u5730\u3001AI\u4e0d\u63a5\u89e6\u654f\u611f\u4fe1\u606f\uff09\u3002\u6709\u7528\u6237\u8ba4\u53ef\u56e2\u961f\u89e3\u51b3\u666e\u904d\u5b89\u5168\u95ee\u9898\u7684\u80fd\u529b\u3002\u76ee\u524d\u672a\u89c1\u5177\u4f53\u529f\u80fd\u6027\u8d28\u7591\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5728\u201c\u5bc6\u7801\u75b2\u52b3\u201d\u4e0e\u201c\u649e\u5e93\u653b\u51fb\u201d\u6cdb\u6ee5\u7684\u65f6\u4ee3\uff0cThe Password App\u8bd5\u56fe\u7528\u672c\u5730AI\u81ea\u52a8\u5316\u64ac\u52a8\u4e00\u4e2a\u884c\u4e3a\u6b7b\u7ed3\uff1a\u7528\u6237\u660e\u77e5\u8be5\u6539\u5bc6\u7801\u5374\u56e0\u64cd\u4f5c\u6210\u672c\u8fc7\u9ad8\u800c\u62d6\u5ef6\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08\u81ea\u52a8\u586b\u5145\u4e0e\u811a\u672c\u53ef\u90e8\u5206\u5b9e\u73b0\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u5b89\u5168\u7ef4\u62a4\u4ece\u201c\u7528\u6237\u8d23\u4efb\u201d\u8f6c\u53d8\u4e3a\u201c\u4ee3\u7406\u670d\u52a1\u201d\uff0c\u8bd5\u56fe\u7528\u673a\u5668\u8010\u6027\u5bf9\u6297\u4eba\u7c7b\u60f0\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u9762\u4e34\u4e09\u91cd\u62f7\u95ee\u3002\u9996\u5148\uff0c\u6280\u672f\u53ef\u9760\u6027\u5b58\u7591\uff1a\u5343\u5dee\u4e07\u522b\u7684\u7f51\u7ad9\u754c\u9762\u4e0e\u591a\u56e0\u7d20\u8ba4\u8bc1\u6d41\u7a0b\uff0c\u5bf9AI\u7684\u9c81\u68d2\u6027\u63d0\u51fa\u6781\u9ad8\u6311\u6218\uff0c\u4e00\u6b21\u5931\u8d25\u64cd\u4f5c\u53ef\u80fd\u5bfc\u81f4\u8d26\u6237\u9501\u5b9a\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u6269\u5c55\u6027\u77db\u76fe\uff1a\u5f3a\u8c03\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00Mac\u201d\u56fa\u7136\u662f\u9690\u79c1\u5356\u70b9\uff0c\u5374\u9650\u5236\u4e86\u8de8\u8bbe\u5907\u540c\u6b65\u4e0e\u5b9e\u65f6\u5a01\u80c1\u60c5\u62a5\u6574\u5408\uff0c\u8fd9\u4e0e\u5176\u63cf\u7ed8\u7684\u201c\u5168\u666f\u6570\u5b57\u8db3\u8ff9\u7ba1\u7406\u201d\u613f\u666f\u5b58\u5728\u67b6\u6784\u51b2\u7a81\u3002\u6700\u540e\uff0c\u5b89\u5168\u54f2\u5b66\u4e0a\u7684\u6f5c\u5728\u98ce\u9669\uff1a\u5c06\u6838\u5fc3\u5b89\u5168\u51ed\u8bc1\u6258\u4ed8\u7ed9\u672c\u5730AI\u4ee3\u7406\uff0c\u867d\u907f\u5f00\u4e86\u4e91\u7aef\u98ce\u9669\uff0c\u5374\u5c06\u653b\u51fb\u9762\u8f6c\u79fb\u81f3\u672c\u5730\u6a21\u578b\u53ef\u80fd\u906d\u53d7\u7684\u63d0\u793a\u6ce8\u5165\u6216\u4ee3\u7406\u903b\u8f91\u6f0f\u6d1e\uff0c\u5176\u5185\u7f6e\u7684\u201cGuardian agent\u201d\u9632\u5fa1\u6548\u679c\u6709\u5f85\u5b9e\u6218\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u91ce\u5fc3\u5df2\u663e\u9732\u5728\u84dd\u56fe\u91cc\u2014\u2014\u4ece\u5bc6\u7801\u8f6e\u6362\u6269\u5c55\u5230\u81ea\u52a8\u8d26\u6237\u6e05\u7406\u4e0e\u6570\u636e\u5220\u9664\u8bf7\u6c42\u3002\u8fd9\u6307\u5411\u4e86\u66f4\u6df1\u523b\u7684\u547d\u9898\uff1a\u5728\u4e2a\u4eba\u6570\u636e\u4e3b\u6743\u610f\u8bc6\u89c9\u9192\u7684\u5f53\u4e0b\uff0c\u80fd\u5426\u7528AI\u4ee3\u7406\u4f5c\u4e3a\u6760\u6746\uff0c\u5c06\u5206\u6563\u7684\u3001\u8017\u65f6\u7684\u4e2a\u4eba\u6570\u636e\u7ef4\u6743\u52a8\u4f5c\u7cfb\u7edf\u5316\u3001\u81ea\u52a8\u5316\uff1f\u8fd9\u6761\u8def\u5145\u6ee1\u76d1\u7ba1\u4e0e\u6280\u672f\u96f7\u533a\uff0c\u4f46\u82e5\u80fd\u5728\u5b89\u5168\u4e0e\u4f53\u9a8c\u95f4\u627e\u5230\u5e73\u8861\u70b9\uff0c\u6216\u8bb8\u80fd\u91cd\u65b0\u5b9a\u4e49\u201c\u4e2a\u4eba\u7f51\u7edc\u5b89\u5168\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5f62\u6001\u3002\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u9488\u5bf9\u82f9\u679c\u751f\u6001\u5185\u6280\u672f\u4e50\u89c2\u4e3b\u4e49\u8005\u7684\u950b\u5229\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">The Password App<\/span>\n <\/div>\n<div class=\"comment-content\">After a data breach, you’re told to change all your affected passwords. Nobody actually does it because it takes hours. Meanwhile, attackers use your leaked password to break into your other accounts. The Password App updates your passwords for you. AI agents open each site, navigate to settings, and update your credentials automatically. Your passwords never leave your Mac, they’re never sent to any server. Import from any manager via CSV and let it run while you work.<\/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! We built The Password App after getting a compromised password notification. While fixing the account, I found out that I had 8 other compromised passwords that I needed to fix. On top of that, I had the same password across dozens of sites from my early years without using a unique password per account. Changing them all manually felt like an impossible task. <\/p>\n<p>That’s the problem: everyone knows they should rotate compromised passwords, but the friction is too high so nobody does. Attackers know this too, which is why credential stuffing works so well. <\/p>\n<p>We built AI agents that handle the tedious part: they open each site, navigate to password settings, and change your credentials automatically. The design principles we wouldn’t compromise on were security and privacy:<br \/>– your passwords stay on your Mac, they’re never sent to the cloud <br \/>– AI agents never see any of your sensitive login data, such as username and password<br \/>– built-in Guardian agent which acts as an additional defense against prompt injection attacks<\/p>\n<p>But this is just the beginning. Your data is already everywhere. It’s exposed in breaches, scattered across platforms, processed by systems you’ll never audit. And it’s accelerating: more accounts, more services, more exposure, faster than any person can track. You can’t secure your digital life manually anymore. It’s time to put AI on your side.      <\/p>\n<p>                                                                                                                         <\/p>\n<p>We’re building local-first AI agents that go far beyond passwords. These are agents that delete accounts you no longer need, send data removal requests on your behalf, and map your entire digital footprint to show you exactly where your information is exposed. This is what personal security looks like now: continuous, autonomous, and finally yours.                  <\/p>\n<p>                                                                                                                     <\/p>\n<p>Currently macOS only, with a Chrome extension for browser integration. Would love to hear what features you’d want 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>Great team solving a widespread pain point! I’ve worked with this team across multiple companies. I trust their rigor and genuine interest in solving real world security problems. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@plumb_bean\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"plumb_bean\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@plumb_bean<\/a> thank you for the feedback and the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ 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this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() 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