{"id":319,"date":"2026-08-21T10:00:37","date_gmt":"2026-08-21T02:00:37","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/08\/21\/2026-08-20\/"},"modified":"2026-08-21T10:00:37","modified_gmt":"2026-08-21T02:00:37","slug":"2026-08-20","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/08\/21\/2026-08-20\/","title":{"rendered":"PH\u70ed\u699c | 2026-08-20"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-20<\/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 | 2026-08-20<\/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\/TFVUEICJCPZ3GD\" class=\"app-title\">HyNote for Mac<\/a><\/p>\n<div class=\"one-liner\">Free local transcription that is 100% Private<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">319<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HyNote for Mac \u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u3001\u514d\u8d39\u65e0\u9650\u5236\u7684\u4f1a\u8bae\u8f6c\u5f55\u5de5\u5177\uff0c\u901a\u8fc7\u76f4\u63a5\u6355\u83b7\u7cfb\u7edf\u97f3\u9891\u66ff\u4ee3\u4f1a\u8bae\u673a\u5668\u4eba\uff0c\u5728\u4fdd\u8bc1100%\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u4e3a Zoom\u3001Google Meet\u3001Teams \u7b49\u573a\u666f\u63d0\u4f9b\u81ea\u52a8\u8f6c\u5199\u4e0e\u591a\u6e90\u77e5\u8bc6\u6574\u5408\u80fd\u529b\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f5d34fe-e31c-4744-a968-e0f3ab562514.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b72a0111-b361-4966-ad7a-78f197d55734.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44ffdca4-d87a-493a-af4e-99b2797aff39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74b72252-db37-4d86-b7ca-8b48b8b48ded.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbfc7843-db24-4052-acbc-9fb458531be8.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\">Meetings<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n            <span class=\"tag\">Apple<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u672c\u5730\u8f6c\u5f55<\/span><br \/>\n            <span class=\"tag\">AI\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u65e0\u9650\u5236<\/span><br \/>\n            <span class=\"tag\">\u7cfb\u7edf\u97f3\u9891\u6355\u83b7<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">Mac\u539f\u751f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">Apple Silicon\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u591a\u6e90\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u65e0\u673a\u5668\u4eba\u4f1a\u8bae<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u672c\u5730\u5904\u7406\u4e0e\u65e0\u673a\u5668\u4eba\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u9690\u79c1\u4e0d\u5e94\u6210\u4e3a\u4ed8\u8d39\u9879\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0d\u540cMac\u786c\u4ef6\u914d\u7f6e\u4e0b\u7684\u8f6c\u5f55\u51c6\u786e\u6027\u3001\u8de8\u8bbe\u5907\u540c\u6b65\u65f6\u6570\u636e\u662f\u5426\u7ecf\u8fc7\u670d\u52a1\u5668\u3001\u672c\u5730\u8f6c\u5f55\u7684\u7535\u6c60\u6d88\u8017\u8868\u73b0\u3001\u6355\u83b7\u53cc\u65b9\u97f3\u9891\u7684\u6cd5\u5f8b\u540c\u610f\u95ee\u9898\u3002\u53e6\u6709\u7528\u6237\u53cd\u9988\u571f\u8033\u5176\u8bed\u652f\u6301\u7f3a\u5931\uff0c\u5b98\u65b9\u56de\u5e94\u5c06\u5728\u4e0b\u7248\u66f4\u65b0\uff1b\u5173\u4e8e\u514d\u8d39\u6a21\u5f0f\uff0c\u5b98\u65b9\u627f\u8bfa\u65e0\u5e7f\u544a\u65e0\u6570\u636e\u5171\u4eab\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                HyNote \u7cbe\u51c6\u8e29\u4e2d\u4e86 AI \u4f1a\u8bae\u7eaa\u8981\u5de5\u5177\u7684\u4e24\u4e2a\u81f4\u547d\u4f24\uff1a\u9690\u79c1\u4fe1\u4efb\u4e0e\u4f53\u9a8c\u5e72\u6270\u3002\u4e91\u7aef\u8f6c\u5f55\u610f\u5473\u7740\u7528\u6237\u7684\u4f1a\u8bae\u5ba4\u97f3\u9891\u672c\u8d28\u4e0a\u662f\u4ea4\u7ed9\u4e86\u7b2c\u4e09\u65b9\uff0c\u8fd9\u5728\u4f01\u4e1a\u5408\u89c4\u548c\u5ba2\u6237\u4fdd\u5bc6\u573a\u666f\u4e0b\u51e0\u4e4e\u662f\u4e0d\u53ef\u63a5\u53d7\u7684\uff1b\u800c\u201cAI Notetaker \u52a0\u5165\u4f1a\u8bae\u201d\u7684\u673a\u5668\u4eba\u6a21\u5f0f\uff0c\u53c8\u8ba9\u4e0e\u4f1a\u8005\u4ea7\u751f\u660e\u663e\u7684\u793e\u4ea4\u4e0d\u9002\u611f\u3002HyNote \u7528\u201c\u672c\u5730\u8ba1\u7b97 + \u7cfb\u7edf\u7ea7\u97f3\u9891\u6355\u83b7\u201d\u4e00\u4e3e\u7ed5\u8fc7\u8fd9\u4e24\u4e2a\u96f7\u533a\uff0c\u7b56\u7565\u4e0a\u786e\u5b9e\u806a\u660e\u3002\u514d\u8d39\u4e14\u4e0d\u9650\u65f6\u957f\u66f4\u662f\u6495\u5f00\u4e86\u7ade\u54c1\u4ee5\u201c\u5206\u949f\u6570\u8ba1\u8d39\u201d\u7684\u5229\u6da6\u62a4\u57ce\u6cb3\u2014\u2014\u8fd9\u8ba9\u5b83\u4e0d\u50cf\u662f\u6765\u62a2\u4efd\u989d\u7684\uff0c\u66f4\u50cf\u662f\u6765\u6380\u684c\u5b50\u7684\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u503c\u5f97\u73a9\u5473\u7684\u662f\u5b83\u7684\u201c\u591a\u6e90\u77e5\u8bc6\u5f15\u64ce\u201d\u5b9a\u4f4d\uff1a\u4e0d\u53ea\u5f55\u4f1a\u8bae\uff0c\u8fd8\u541e PDF\u3001\u767d\u677f\u7167\u7247\u3001YouTube \u94fe\u63a5\uff0c\u672c\u5730\u4e32\u6210\u5168\u573a\u666f\u77e5\u8bc6\u5e93\u3002\u8fd9\u610f\u5473\u7740 HyNote \u7684\u91ce\u5fc3\u4e0d\u662f\u505a\u4e00\u4e2a\u6bd4 Otter \u66f4\u9690\u79c1\u7684 Otter\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u4e2a\u4eba\u7535\u8111\u4e0a\u672c\u5730\u5316\u8fd0\u884c\u7684\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u3002\u82e5\u540e\u7eed\u80fd\u6253\u901a\u8de8\u8bbe\u5907\u540c\u6b65\u5e76\u5904\u7406\u597d\u7aef\u5230\u7aef\u52a0\u5bc6\uff0c\u5b83\u6709\u673a\u4f1a\u5728\u9690\u79c1\u8ba1\u7b97\u6d6a\u6f6e\u4e2d\u5360\u636e\u4e00\u4e2a\u7a00\u7f3a\u751f\u6001\u4f4d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u672c\u5730\u8f6c\u5f55\u8d28\u91cf\u9ad8\u5ea6\u4f9d\u8d56 Mac \u786c\u4ef6\uff0c\u65e7\u8bbe\u5907\u673a\u578b\u4e0a\u7684\u51c6\u786e\u7387\u548c\u529f\u8017\u5c06\u51b3\u5b9a\u53e3\u7891\u4e0a\u9650\u2014\u2014\u76ee\u524d\u5b98\u65b9\u5bf9\u7535\u6c60\u95ee\u9898\u53ea\u662f\u201c\u65e9\u671f\u6d4b\u8bd5\u8005\u65e0\u62b1\u6028\u201d\u7684\u6a21\u7cca\u56de\u5e94\uff0c\u7f3a\u4e4f\u91cf\u5316\u6570\u636e\uff0c\u8fd9\u4f1a\u662f\u4e13\u4e1a\u7528\u6237\u7684\u6700\u5927\u987e\u8651\u3002\u5176\u4e8c\uff0c\u8de8\u8bbe\u5907\u540c\u6b65\u673a\u5236\u8bed\u7109\u4e0d\u8be6\uff0c\u7528\u6237\u5bf9\u201c\u4ec0\u4e48\u6570\u636e\u79bb\u5f00\u8bbe\u5907\u201d\u7684\u7591\u8651\u672a\u88ab\u6b63\u9762\u89e3\u7b54\u3002\u5176\u4e09\uff0c\u6d89\u5acc\u5f55\u5236\u53cc\u65b9\u5bf9\u8bdd\u7684\u6cd5\u5f8b\u5408\u89c4\u6027\u88ab\u8f7b\u63cf\u6de1\u5199\u5730\u5e26\u8fc7\uff0c\u867d\u7136\u6280\u672f\u4e0a\u53ef\u884c\uff0c\u4f46\u8fd9\u5728\u591a\u6570\u53f8\u6cd5\u8f96\u533a\u4f1a\u89e6\u78b0\u544a\u77e5\u540c\u610f\u4e49\u52a1\uff0c\u4e00\u65e6\u51fa\u73b0\u7ea0\u7eb7\uff0c\u5c06\u53cd\u566c\u201c\u9690\u79c1\u5b89\u5168\u201d\u7684\u54c1\u724c\u5b9a\u4f4d\u3002\u957f\u671f\u770b\uff0cHyNote \u80fd\u5426\u4ece\u201c\u514d\u8d39\u7684\u672c\u5730\u8f6c\u5f55\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u672c\u5730\u77e5\u8bc6\u57fa\u5efa\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4e0e\u82f9\u679c\u539f\u751f\u5907\u5fd8\u5f55\u3001Whisper \u5f00\u6e90\u6a21\u578b\u7684\u56f4\u527f\u4e2d\uff0c\u6301\u7eed\u505a\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u4ea7\u54c1\u4f53\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\">HyNote for Mac<\/span>\n                <\/div>\n<div class=\"comment-content\">Solving the three biggest pain points in meeting software: privacy, friction, and cost. By running speech-to-text entirely on-device, your confidential discussions never leave your hardware, ensuring total data privacy. It operates invisibly without sending an awkward bot into your attendee list, capturing system audio directly across Zoom, Google Meet, and Microsoft Teams.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey PH Fam,<\/strong><\/p>\n<p>Here we are again! When we set out to build <a href=\"https:\/\/hynote.ai\/downloads\/mac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>HyNote for Mac<\/strong><\/a>, we kept hearing the same two frustrations from users about standard AI note-takers:<\/p>\n<\/p>\n<p>First, people hate sending invasive bots into meetings and uploading confidential audio to third-party cloud servers. Second, most tools are built <em>only<\/em> for live meetings, ignoring the rest of how we actually work.<\/p>\n<\/p>\n<p>We built HyNote Mac to solve both:<\/p>\n<ul>\n<li>\n<p><strong>100% Private &amp; Local \ud83e\udde0:<\/strong> All speech-to-text processing happens on-device using your Mac&#8217;s local hardware. Your meeting audio, financial discussions, and internal strategies never leave your machine\u2014no cloud uploads, no privacy compromises, and no monthly server-cost markups. You get <strong>FREE &amp; Unlimited<\/strong> local transcription without recurring subscription fees or per-minute caps.<\/p>\n<\/li>\n<li>\n<p><strong>No Meeting Bots \ud83e\udd16:<\/strong> HyNote captures system audio directly without sending an awkward &#8220;AI Notetaker&#8221; account into your Zoom, Google Meet, or Microsoft Teams calls.<\/p>\n<\/li>\n<li>\n<p><strong>The Multi-Source Model \u2728:<\/strong> Unlike standard meeting recorders that only listen to live calls, HyNote is a complete knowledge engine. It seamlessly ingests and synthesizes multiple inputs\u2014live meetings, local audio files, PDFs, whiteboard photos, YouTube links, and web clips\u2014stitching them all into one searchable, AI-powered second brain.<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/hynote.ai\/downloads\/mac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Download Now on Mac!<\/a><\/p>\n<\/p>\n<p>Whether you&#8217;re bringing a complex PDF into a live meeting synthesis or organizing research across media, HyNote processes it locally, securely, and instantly.<\/p>\n<\/p>\n<p>Give HyNote Mac a try today and take back full control of your meeting data and daily context. We\u2019d love to hear your thoughts!<\/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\/@sandy_kong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_kong<\/a>&nbsp;Congratulations on the launch! \ud83d\ude80 The local-first approach is especially interesting, particularly for sensitive meetings and confidential discussions.<\/p>\n<p>One question: <strong>how does HyNote maintain transcription accuracy when processing everything locally on different Mac hardware configurations?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_kong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_kong<\/a>&nbsp;  No meeting bots is such an underrated design choice \u2014 the awkward &#8220;AI notetaker joined the call&#8221; moment is genuinely uncomfortable in a lot of meetings, and capturing system audio directly instead is a much cleaner solve to that.<\/p>\n<p>Sandy, you should also bring HyNote onto Snikus \u2014 a merit-based platform for founders where your visibility keeps building on real shipped work, not just a one-day launch spotlight. Season 1&#8217;s live right now, free to join.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sandy_kong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_kong<\/a>&nbsp;ongratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve always found meeting bots a little distracting. a local transcription tools feels a more natural way to capture conversation.                   <\/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\/@bradywilfaqn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bradywilfaqn<\/a>&nbsp;Thank you so much! \ud83d\ude0aYou nailed exactly why we built it this way\u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>Regarding the 100% private and local claim if I have a meeting with a client, does HyNote capture audio from both sides of the conversation? and do I need to get consent from all participants before using it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@indigo_carpiniello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indigo_carpiniello<\/a>&nbsp;Thanks for the kind words! Yes, it captures system audio, so both sides are recorded. On consent, that depends on your jurisdiction and company policy. Always worth checking local requirements before hitting record.\u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>On-device transcription for meetings is exactly where this category needed to go, privacy shouldn&#8217;t be a paid tier \ud83d\ude4c<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Couldn&#8217;t agree more\u2014privacy should be a baseline, not an upsell. That&#8217;s exactly why we built HyNote the way we did. Really appreciate the kind words!!\ud83e\udd17\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like that it&#8217;s local-only and free. The cross-device sync makes me curious though: what actually leaves the Mac when it syncs? Does it pass through your servers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see this being especially useful for regulated teams where sending meeting audio to another service is already a headache.<\/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\/@santosh__kumar9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosh__kumar9<\/a>&nbsp;Great point! Regulated teams are exactly where local processing makes the biggest difference. No third-party serves means one less compliance hurdle.\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 no cloud stepup iis what caught my attention. It feels much more comfortabke for sensitive work conversations.<\/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\/@ill_robyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ill_robyn<\/a>&nbsp;Thank you! Sensitive conversations deserve that extra layer of comfort. Keeping everything local was our way of delivering that.\ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Battery usage would be my main question with on device transcription. How lightweight is it when running quietly during a full workday?<\/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\/@alan_robert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alan_robert<\/a>&nbsp;Good catch! We built it with efficiency in mind. Early testers have been using it through full workdays without battery complaints, which was a relief to see.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 notetakers meter transcription by the minute. Yours is free and unlimited because it never leaves the Mac. Congrats on the sixth launch and on still giving it away.<\/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\/@ben_kahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_kahan<\/a>&nbsp;Thanks Ben! Still iterating\ud83d\ude80, but keeping the core free and unlimited is something we&#8217;re committed to\u2014transcription shouldn&#8217;t come with a meter. Appreciate you noticing.\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If this is free then what&#8217;s the catch?<\/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\/@natcale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natcale<\/a>&nbsp;Fair question! No catch\u2014we genuinely believe private transcription should be accessible to everyone. We offer extras for heavy users, but the free tier is truly free. No ads, no data sharing.\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that HyNote keeps speech-to-text fully on-device, so sensitive meetings never touch a third-party cloud. Privacy-first note taking done right.<\/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\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a>&nbsp;Appreciate that! We believe privacy should be the default, not an add-on. Glad it comes across that way.\ud83e\udd1d\ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! &#8220;Free local transcription that is 100% Private&#8221; hits on such a massive pain point right now as privacy-conscious teams look for bot-free meeting tools. Love seeing native Apple Silicon tools that run speech-to-text entirely on-device without locking core utility behind hefty subscriptions. Wishing you tons of momentum 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><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>&nbsp;Thanks KP! \ud83d\ude04You nailed exactly why we built it\u2014privacy, no bots, no subscriptions for core features. The Apple Silicon optimization was a must so it stays light. Really appreciate the thoughtful support!\ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 tried Turkish, but it didn&#8217;t generate a transcript.<\/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\/@kutlu_eser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kutlu_eser<\/a>&nbsp;Thanks for bringing this up! Turkish support will be included in the next update.<\/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>Slick product! Particularly appreciate the focus on privacy &amp; local processing which are too often underutilized for use cases like 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\/@heresalexandria\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heresalexandria<\/a>&nbsp;Appreciate that! We keep hearing from people who want this exact thing\u2014but most tools still send data to the cloud. Felt like there was a gap we could fill.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 100% local processing is a massive differentiator especially with all the recent lawsuits around AI note takers and consent issues. HyNote directly addresses the elephant in the room that many tools are ignoring. excellent work!<\/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\/@barnaby_lloyd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barnaby_lloyd<\/a>&nbsp;Thanks Barnaby\ud83d\ude4c\u2014we saw the same lawsuits and felt the same way. Local processing removes the consent question at the infrastructure level, which is where it belongs.\u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 biggest win for me is that it stays out of the meeting itself. I dont want a transcription tool becoming another participant everyone has to notice.<\/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\/@joseph_parker3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_parker3<\/a>&nbsp;Thank you so much! That was the design principle from day one\u2014the tool should adapt to the meeting, not the other way around. Appreciate you calling that out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 you see people using HyNote differently from traditional note apps once all their meetings, documents and ideas live in one place? <\/p>\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@mia_hello\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mia_hello\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_hello<\/a> and 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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a>&nbsp;Thanks for the thoughtful question! \ud83e\udd17I think the real shift is that you stop context-switching\u2014no more jumping between meeting notes, action items, and follow-ups. Everything connects, and that changes how you follow through.\u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious how good the local transcription is compared with cloud models. privacy is great but accuracy is the thing I\u2019d notice immediately.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margret_rhyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margret_rhyme<\/a>&nbsp;Totally valid. We optimized for meeting-specific language models and benchmarks are close to cloud for clean audio. Worth a quick test to see if it meets your bar\ud83d\ude4c\ud83d\ude38<\/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 tool seems sleek, simple, and useful.<\/p>\n<\/p>\n<p>My main concern is how the security\/compliance claims are presented:<\/p>\n<ul>\n<li>\n<p>\u201cSOC 2 Type II infrastructure\u201d is materially different from the product\/company itself having a SOC 2 Type II attestation.<\/p>\n<\/li>\n<li>\n<p>\u201cHIPAA-aligned\u201d is materially different from \u201cHIPAA compliant,\u201d yet the badge shown below says \u201cHIPAA COMPLIANT.\u201d<\/p>\n<\/li>\n<\/ul>\n<p>Could you clarify what has actually been independently assessed or audited? As currently presented, I think a prospective customer could reasonably interpret these claims as broader compliance certifications than they actually represent.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/164b8230-3329-47ee-9c97-e4a8386fbfea.png?auto=compress,format&amp;codec=mozjpeg&amp;cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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&#8217;m always annoyed by random notetaking bots the coworkers keep invite to meeting. But I&#8217;m excited to try this since it runs locally on my mac + 100% private.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fahmi_sidik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fahmi_sidik<\/a>&nbsp;Let us know how do you like it \ud83d\ude06<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does everything stay on the device after transcriotion too, or are summaries sent to a cloud model?  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like that this solves the awkwardness rather than adding another meeting participant. the less people have to change theur meeting habits the better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irsa_doham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irsa_doham<\/a>&nbsp;Thank you! We wanted it to feel invisible\u2014no meeting etiquette to explain, no extra clicks. Just set it and forget it. Glad it comes across that way!\u263a\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>I would use this more for client calls than internal meetings. keeping those conversations completely on device would remove a big concern for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mark_wood37\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_wood37<\/a>&nbsp;Thank you so much! That&#8217;s high praise. Client conversations are sensitive and we wanted to make them feel safer. If you do try it, I&#8217;d genuinely value your take.\ud83d\ude38<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 no-bot approach is underrated. Having a random transcription bot appear in the meeting is still a little awkward especially with external clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maryam_nafees1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maryam_nafees1<\/a>&nbsp;Thanks\u2014that was exactly our thinking.\ud83d\ude4c An extra bot in a client meeting is never a good look, especially when you&#8217;re trying to build trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local transcription is the part that would make me try this. Meeting notes can contain pretty sensitive stuff so keeping audio off third party servers is a meaningful difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@manjesh_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manjesh_yadav1<\/a>&nbsp;Appreciate that! Keeping audio local was the non-negotiable from day one. Means a lot to hear it resonates\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/GAULWNJU36TUR3\" class=\"app-title\">Grok 4.6<\/a><\/p>\n<div class=\"one-liner\">Frontier Intelligence for Long-Running Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">250<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok 4.6 \u662f\u4e00\u6b3e\u9762\u5411\u957f\u65f6\u8fd0\u884c AI Agent \u5de5\u4f5c\u6d41\u7684\u524d\u6cbf\u6a21\u578b\uff0c\u901a\u8fc7\u6301\u7eed\u63a8\u7406\u3001\u81ea\u4e3b\u9a8c\u8bc1\u4e0e\u5168\u6808\u5e94\u7528\u751f\u6210\uff0c\u89e3\u51b3\u591a\u6b65\u4efb\u52a1\u4e2d\u6a21\u578b\u201c\u8d77\u6b65\u5f3a\u3001\u540e\u7eed\u5d29\u201d\u7684\u8010\u529b\u7f3a\u5931\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\/702a596e-dc13-4ae2-8e54-9b12d1c2a071.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2023ad26-a56b-4e2f-ad90-9a49113d1827.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6c0d6cb-1843-4135-a855-fcc1458aa825.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d8fb443-d88c-401f-8994-76b829e7c7e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3ba0365-eb29-4abf-8022-22719fac4fe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99df2ac9-e5ce-44da-9266-8885b093e97e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fb9c32c-3fd6-4986-94f3-226973a694b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">Agent\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587\u63a8\u7406<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">Web\u5e94\u7528\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u6210\u672cAPI<\/span><br \/>\n            <span class=\"tag\">xAI<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u591a\u6570\u7528\u6237\u8ba4\u53ef\u5176\u201c\u9a6c\u62c9\u677e\u5f0f\u201d\u957f\u4efb\u52a1\u8010\u529b\u4e0e\u4f4e\u4ef7\u7b56\u7565\uff1b\u6709\u7528\u6237\u8be2\u95ee\u5982\u4f55\u4f4e\u6210\u672c\u7f16\u6392Grok\u4e0eOpenAI\u5de5\u5177\u94fe\uff08\u5982GitLab\u96c6\u6210\uff09\uff1b\u5c11\u6570\u8d28\u7591\u5176\u5e94\u5bf9\u590d\u6742\u95ee\u9898\u7684\u80fd\u529b\uff0c\u5e76\u597d\u5947\u4e3a\u4f55\u4e0aPH\u63a8\u5e7f\uff1b\u6574\u4f53\u5bf9\u65b0\u7248\u8fed\u4ee3\u6df1\u5ea6\u548c\u81ea\u68c0\u673a\u5236\u6301\u79ef\u6781\u6001\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Grok 4.6 \u7684\u5356\u70b9\u4e0d\u5728\u201c\u66f4\u806a\u660e\u201d\uff0c\u800c\u5728\u201c\u66f4\u6301\u4e45\u201d\u2014\u2014\u8fd9\u7cbe\u51c6\u8e29\u4e2d\u4e86\u5f53\u524d Agent \u751f\u6001\u7684\u96c6\u4f53\u8f6f\u808b\u3002\u5f53\u5927\u591a\u6570\u6a21\u578b\u5728 step 5 \u540e\u5f00\u59cb\u5e7b\u89c9\u6216\u65ad\u7247\u65f6\uff0c\u5b83\u7528\u81ea\u6211\u9a8c\u8bc1\u548c\u6301\u7eed\u4e0a\u4e0b\u6587\u628a\u5931\u8d25\u7387\u538b\u4e0b\u6765\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5356\u201c\u53ef\u9760\u6027\u201d\uff0c\u800c\u975e\u201c\u667a\u80fd\u201d\u3002$2\/$6 \u6bcf\u767e\u4e07 token \u7684\u5b9a\u4ef7\u7ef4\u6301\u4e0d\u53d8\uff0c\u662f\u5178\u578b\u7684\u4ef7\u683c\u951a\u70b9\u7b56\u7565\uff1a\u5728 Anthropic\u3001OpenAI \u7eb7\u7eb7\u6da8\u4ef7\u6216\u9650\u6d41\u7684\u5f53\u4e0b\uff0c\u7528\u201c\u52a0\u91cf\u4e0d\u52a0\u4ef7\u201d\u5708\u4f4f\u5f00\u53d1\u8005\u5fc3\u667a\uff0c\u610f\u56fe\u660e\u663e\u3002\u4f46\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u771f\u5b9e\u95ee\u9898\u4e0d\u5bb9\u56de\u907f\uff1axAI \u7684\u5de5\u5177\u94fe\u548c\u96c6\u6210\u751f\u6001\u4ecd\u8fdc\u900a\u4e8e OpenAI\uff0c\u7528\u6237\u4e0d\u5f97\u4e0d\u81ea\u884c\u62fc\u51d1\u8def\u7531\u5c42\u6216\u4e2d\u95f4\u4ef6\uff0c\u8fd9\u6781\u5927\u524a\u5f31\u4e86\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u5438\u5f15\u529b\u3002\u6240\u8c13\u201c\u5168\u6808\u9996\u8fc7\u751f\u6210\u201d\u542c\u4e0a\u53bb\u60ca\u8273\uff0c\u5b9e\u9645\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u8fd8\u539f\u5ea6\u5b58\u7591\uff0c\u4e14\u81ea\u68c0\u673a\u5236\u5728\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u7684\u8bef\u5224\u7387\u672a\u88ab\u62ab\u9732\u3002\u66f4\u5fae\u5999\u7684\u662f\uff0c\u8be5\u4ea7\u54c1\u5728 PH \u4e0a\u7684\u53d1\u5e03\u66f4\u50cf\u662f\u4e00\u6b21\u5f00\u53d1\u8005\u793e\u533a\u7684\u201c\u70ed\u8eab\u6d4b\u8bd5\u201d\u2014\u2014\u6295\u7968\u4ec5 250\uff0c\u70ed\u5ea6\u5e73\u5e73\uff0c\u5374\u6025\u4e8e\u5f3a\u8c03\u201cpartner networks\u201d\uff0c\u6697\u793a\u5176\u5546\u4e1a\u5316\u91cd\u5fc3\u4ecd\u5728 API \u548c\u4f01\u4e1a\u5ba2\u6237\uff0c\u800c\u975e\u72ec\u7acb\u5f00\u53d1\u8005\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u8865\u8db3\u96c6\u6210\u5c42\u548c\u5de5\u5177\u94fe\uff0cGrok 4.6 \u5f88\u53ef\u80fd\u6ca6\u4e3a\u201c\u6027\u80fd\u60ca\u8273\u4f46\u7528\u4e0d\u987a\u624b\u201d\u7684\u6280\u672f\u6f14\u793a\u54c1\u3002\u957f\u8dd1\u80fd\u529b\u503c\u5f97\u559d\u5f69\uff0c\u4f46\u8d5b\u9053\u57fa\u7840\u8bbe\u65bd\u4e0d\u4fee\u597d\uff0c\u8dd1\u5f97\u518d\u8fdc\u4e5f\u96be\u843d\u5730\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\">Grok 4.6<\/span>\n                <\/div>\n<div class=\"comment-content\">Continuous reasoning meets real-world execution. Grok 4.6 brings major upgrades to agentic workflows, software engineering, and interactive web application generation\u2014at an unchanged, cost-efficient rate of $2 \/ $6 per 1M tokens. Build long-running AI agent workflows with Grok 4.6 on xAI API and partner networks!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Wanted to bring the latest <strong>Grok 4.6 <\/strong>launch to this global builder community today!<\/p>\n<\/p>\n<p>Here\u2019s the pattern we keep seeing across the agent ecosystem: most models start strong on step one, but fall apart by step five. Real product building requires long-running endurance\u2014researching unfamiliar domains, structuring applications, and iterating through real feedback loops.<\/p>\n<p>Most AI tools act like a quick-burst sprint. <strong>Grok 4.6 is built for the marathon.<\/strong><\/p>\n<p>It doesn\u2019t just generate code; it sustains context over long horizons and self-verifies its work before moving on.<\/p>\n<p>What stood out most to me:<\/p>\n<p>\u2192 <strong>Full-stack first passes:<\/strong> Turns broad ideas into structured, visually polished interactive apps in a single pass<\/p>\n<p>\u2192 <strong>Autonomous self-testing:<\/strong> Verifies its own work across codebases before proceeding to the next step<\/p>\n<p>\u2192 <strong>Iterative depth:<\/strong> Stays in the loop to refine, debug, and polish based on complex feedback<\/p>\n<p>Big shoutout to the xAI team for pushing the frontier on agentic stamina \ud83d\ude4c<\/p>\n<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>&nbsp;The \u201cmarathon, not sprint\u201d framing is actually pretty spot on.<\/p>\n<\/p>\n<p>A lot of AI agents look impressive right up until you ask them to do something that requires step five. Then suddenly you\u2019re debugging the agent instead of the product.<\/p>\n<\/p>\n<p>The interesting part here is the self verification and iteration. Writing code is getting cheaper by the day. Knowing when the code is wrong, fixing it, and not confidently shipping nonsense is the harder part.<\/p>\n<\/p>\n<p>AI finally learning endurance. Took it long enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@thisiskp_ thanks for sharing KP.. and the cost per instance is much lesser compared to others too.. always great to se Grok\/xAl\/SpacexAI team do such updates..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 hope this is not the wrong place to ask about this, but since it&#8217;s related to the usability\/capabilities of Grok, I&#8217;ll go for it.<\/p>\n<p>I&#8217;d love to use Grok, particularly due to its low cost yet high efficiency. However, I currently depend on &#8220;tools&#8221; or integrations that OpenAI provides but need to be customly developed for Grok (for example, adding issues to GitLab).<\/p>\n<p>An alternative would be, since I use an introductory agent that chooses a sub-agent depending on the requested task, to use Grok as a sub-agent for off the shelf stuff.<\/p>\n<p>Is there any cheap(er) way I can orchestrate this (substituting my introductory agent, I guess?, and route the request either to OpenAI or to X).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the release. The upgrade landed and the rate stayed at $2 and $6 per million tokens. Nice to see a better model that doesn&#8217;t cost more to run.<\/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>Saw the news on X (like everywhere on X). Didn&#8217;t expect to see it on PH \ud83e\udd14<br \/>Does it\/you guys need more exposure for the model?<\/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&#8217;m curious to see how it&#8217;s going to deal with some heavy and complicated questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The focus on long running agents is what stood out to me. Better reasoning is important, but reliable execution over longer workflows is where AI starts becoming genuinely useful. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve always felt Grok is a bit more free compared to other tools. That long-term context is exactly what\u2019s needed when building and iterating on full app experiences. Excited to give this version a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/6UXTVDQE4GWO3U\" class=\"app-title\">Checksum AI<\/a><\/p>\n<div class=\"one-liner\">Your coding agent\u2019s testing buddy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">208<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Checksum AI\u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u6301\u7eed\u6d4b\u8bd5\u5e73\u53f0\uff0c\u4e13\u4e3a\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u8fdc\u8d85\u4eba\u5de5QA\u80fd\u529b\u7684\u5de5\u7a0b\u56e2\u961f\u8bbe\u8ba1\uff0c\u80fd\u5728\u6bcf\u4e2aPull Request\u4e0a\u81ea\u52a8\u751f\u6210\u3001\u8fd0\u884c\u5e76\u81ea\u6108\u7aef\u5230\u7aef\u548cAPI\u6d4b\u8bd5\uff0c\u6838\u5fc3\u75db\u70b9\u662f\u89e3\u51b3AI\u52a0\u901f\u5f00\u53d1\u540e\u4ee3\u7801\u9a8c\u8bc1\u8ddf\u4e0d\u4e0a\u3001\u6d4b\u8bd5\u7ef4\u62a4\u541e\u566c\u5de5\u7a0b\u6548\u7387\u7684\u96be\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c8b66eb-bbcb-485b-8685-a1293399644b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85f87404-2fb1-4bc0-8963-13e061d889d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc9ef34d-a340-4561-9321-7c1d6f6fd884.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1191858-3714-414a-9e97-6fbc9f1bf135.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d09a37-9569-4fee-b0b1-968008646623.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1ddfd89-1a25-45d5-92b4-6a1eb0df9682.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\/83340304-51e7-47bf-b43d-be432f524aac.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=5FwDAdT7d3c\"><source src=\"https:\/\/www.youtube.com\/watch?v=5FwDAdT7d3c\" 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\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6d4b\u8bd5\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u6301\u7eed\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">API\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">Playwright<\/span><br \/>\n            <span class=\"tag\">\u6d4b\u8bd5\u81ea\u6108<\/span><br \/>\n            <span class=\"tag\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n            <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">DevTools<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u771f\u5b9eBug vs \u8fc7\u671f\u6d4b\u8bd5\u201d\u7684\u667a\u80fd\u533a\u5206\u548c\u201c\u6d4b\u8bd5\u4ee3\u7801\u5f52\u5c5e\u81ea\u6709\u4ed3\u5e93\u201d\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5904\u7406\u8ba4\u8bc1\u4e0e\u6743\u9650\u8fb9\u754c\u573a\u666f\uff1b\u81ea\u52a8\u4fee\u590d\u7684\u6d4b\u8bd5\u5728\u63d0\u4ea4\u524d\u80fd\u5426\u4eba\u5de5\u5ba1\u67e5\uff1b\u5982\u4f55\u5efa\u7acb\u5bf9\u81ea\u6108\u6d4b\u8bd5\u7684\u4fe1\u4efb\uff1b\u80fd\u5426\u6d4b\u8bd5\u540c\u4e00PR\u4e2d\u8de8\u591a\u670d\u52a1\u7684\u53d8\u66f4\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u652f\u6301\u590d\u6742\u8de8\u670d\u52a1\u573a\u666f\uff0c\u4e14\u6d4b\u8bd5\u4ee5\u6807\u51c6PR\u5f62\u5f0f\u8d70\u6b63\u5e38Review\u6d41\u7a0b\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                Checksum AI\u8e29\u4e2d\u4e86\u5f53\u4e0b\u6700\u771f\u5b9e\u7684\u75db\u70b9\uff1aAI\u5199\u4ee3\u7801\u7684\u901f\u5ea6\u5df2\u7ecf\u8fdc\u8d85\u4eba\u7c7b\u9a8c\u8bc1\u7684\u6781\u9650\uff0c\u800c\u5e02\u9762\u4e0a\u7684\u6d4b\u8bd5\u751f\u6210\u5de5\u5177\u591a\u534a\u5728\u201c\u751f\u6210\u7eff\u706f\u201d\u8fd9\u4ef6\u4e8b\u4e0a\u81ea\u6b3a\u6b3a\u4eba\u3002\u5b83\u6700\u806a\u660e\u7684\u5730\u65b9\u5728\u4e8e\u6ca1\u6709\u628a\u529b\u6c14\u82b1\u5728\u201c\u751f\u6210\u66f4\u591a\u6d4b\u8bd5\u201d\u4e0a\uff0c\u800c\u662f\u628a\u6838\u5fc3\u4ef7\u503c\u951a\u5b9a\u5728\u201c\u6d4b\u8bd5\u7684\u4fe1\u4efb\u7ba1\u7406\u201d\u2014\u2014\u5373\u533a\u5206\u771f\u5b9e\u56de\u5f52\u4e0e\u8fc7\u671f\u65ad\u8a00\uff0c\u5e76\u8ba9AI\u81ea\u4e3b\u4fee\u590d\u540e\u8005\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u533a\u7684\u53cd\u9988\u770b\uff0c\u7528\u6237\u6700\u4e70\u8d26\u7684\u6b63\u662f\u8fd9\u4e2a\u201c\u81ea\u6108+\u5206\u6d41\u201d\u80fd\u529b\uff0c\u800c\u975e\u6d4b\u8bd5\u751f\u6210\u672c\u8eab\u3002\u8fd9\u662f\u5bf9\u7684\uff0c\u56e0\u4e3a\u968f\u7740\u4ee3\u7801\u8fed\u4ee3\uff0c\u6d4b\u8bd5\u5957\u4ef6\u8150\u70c2\u662f\u4e0d\u53ef\u9006\u7684\u71b5\u589e\u8fc7\u7a0b\uff0c\u624b\u52a8\u7ef4\u62a4\u662f\u7eaf\u8017\u6563\uff0cAI\u4ecb\u5165\u80fd\u771f\u5b9e\u8282\u7701\u5de5\u7a0b\u5de5\u65f6\u3002\u53e6\u4e00\u4e2a\u503c\u5f97\u80af\u5b9a\u7684\u4ea7\u54c1\u51b3\u7b56\u662f\u628a\u6d4b\u8bd5\u4ee5\u6807\u51c6Playwright\u4ee3\u7801\u843d\u5165\u7528\u6237\u4ed3\u5e93\uff0c\u8fd9\u65e2\u7f13\u89e3\u4e86\u4f9b\u5e94\u5546\u9501\u5b9a\u7684\u7126\u8651\uff0c\u4e5f\u8ba9\u6d4b\u8bd5\u80fd\u878d\u5165\u65e2\u6709Code Review\u6d41\u7a0b\uff0c\u7b56\u7565\u6027\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u8981\u6cfc\u51b7\u6c34\u7684\u6709\u4e24\u70b9\u3002\u5176\u4e00\uff0c\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u6240\u4e3e\u7684\u201cAI\u62d2\u7edd\u4fee\u6539\u65ad\u8a00\u3001\u575a\u6301\u62a5Bug\u201d\u7684\u6848\u4f8b\uff0c\u672c\u8d28\u4e0a\u662f\u6a21\u578b\u5728\u7406\u60f3\u72b6\u6001\u4e0b\u7684\u4e00\u6b21\u6b63\u786e\u5224\u65ad\uff0c\u4f46AI\u7cfb\u7edf\u5728\u201c\u81ea\u6108\u201d\u548c\u201c\u8bef\u62a5\u201d\u4e4b\u95f4\u6c38\u8fdc\u5b58\u5728\u504f\u5dee\u7387\u3002\u4e00\u65e6\u504f\u5dee\u7387\u9ad8\u4e8e\u4eba\u7c7b\u5bb9\u5fcd\u9608\u503c\u2014\u2014\u5c24\u5176\u662f\u5f53AI\u628a\u201c\u6545\u610f\u7684\u884c\u4e3a\u53d8\u66f4\u201d\u8bef\u5224\u4e3a\u201cBug\u201d\u5e76\u76f4\u63a5\u8def\u7531\u5230Jira\u65f6\u2014\u2014\u5c31\u4f1a\u4ea7\u751f\u65b0\u7684\u4fe1\u4efb\u5371\u673a\u3002\u4ea7\u54c1\u5ba3\u4f20\u4e2d\u201c70%\u5931\u8d25\u81ea\u52a8\u89e3\u51b3\u201d\u7684\u6307\u6807\u6070\u6070\u63a9\u76d6\u4e86\u5269\u4f5930%\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u4e25\u91cd\u8bef\u5224\uff0c\u8fd9\u9700\u8981\u66f4\u591a\u771f\u5b9e\u573a\u666f\u7684\u9a8c\u8bc1\u3002\u5176\u4e8c\uff0c\u81ea\u52a8\u751f\u6210\u7684\u6d4b\u8bd5\u5373\u4f7f\u903b\u8f91\u6b63\u786e\uff0c\u4e5f\u53ef\u80fd\u56e0\u4e3a\u8986\u76d6\u7684\u662f\u6d45\u5c42\u8def\u5f84\u800c\u4ea7\u751f\u201c\u9ad8\u8d28\u91cf\u7684\u5b89\u5168\u611f\u60f0\u6027\u201d\uff0c\u8fd9\u79cd\u4fe1\u5fc3\u81a8\u80c0\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\u5f80\u5f80\u6bd4\u6ca1\u6709\u6d4b\u8bd5\u66f4\u5371\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u6765\u770b\uff0cChecksum\u7684\u6280\u672f\u65b9\u5411\u6b63\u786e\uff0c\u4ea7\u54c1\u8bbe\u8ba1\u4e5f\u8db3\u591f\u514b\u5236\uff0c\u4f46\u5b83\u5f53\u4e0b\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u6280\u672f\u58c1\u5792\uff0c\u800c\u662f\u5bf9\u8d28\u91cf\u9a8c\u8bc1\u9886\u57df\u7528\u6237\u5fc3\u7406\u7684\u654f\u9510\u628a\u63e1\u3002\u4e0b\u4e00\u6b65\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u662f\u5b83\u80fd\u751f\u6210\u591a\u806a\u660e\u7684\u6d4b\u8bd5\uff0c\u800c\u662f\u5728\u9ad8\u8fed\u4ee3\u9891\u7387\u7684\u771f\u5b9e\u9879\u76ee\u4e2d\uff0c\u5b83\u7684\u8bef\u5224\u7387\u548c\u7ef4\u62a4\u6210\u672c\u662f\u5426\u771f\u7684\u4f4e\u5230\u8ba9\u56e2\u961f\u613f\u610f\u653e\u5f03\u4eba\u5de5\u62bd\u67e5\u7684\u6700\u540e\u9632\u7ebf\u3002\u5982\u679c\u8fd9\u70b9\u80fd\u6491\u4f4f\uff0c\u5b83\u6709\u671b\u6210\u4e3aAI\u5f00\u53d1\u6808\u4e2d\u7684\u6807\u51c6\u57fa\u7840\u8bbe\u65bd\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\">Checksum AI<\/span>\n                <\/div>\n<div class=\"comment-content\">Checksum is an AI-native continuous testing platform for engineering teams shipping faster than manual QA can keep up. It generates, runs, and auto-heals end-to-end and API tests on every pull request, all as standard Playwright code in your own repo. When a test fails, Checksum tells you whether it found a real bug or a stale test, then fixes the false failures so your suite keeps pace with your coding agents.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt, I&#8217;m Gal, founder and CEO of Checksum.<\/p>\n<\/p>\n<p>A few years ago at my last startup, I watched our team lose entire sprints to test maintenance. Every time the product changed, someone had to go update selectors, re-triage failures, and figure out which broken tests were real bugs and which were just noise. I&#8217;d spent years before that building ML models to detect suspicious activity from satellite data\u2014pattern recognition at scale\u2014and it nagged me that software testing was the same kind of problem.<\/p>\n<\/p>\n<p>AI coding tools solved generation and teams can now ship far more code than ever. But they didn&#8217;t solve verification; every PR still needs to be tested and trusted before it ships. Counterpart, an agentic insurance platform, runs a 10x QA team on Checksum at less than half the cost of one offshore developer, and hasn&#8217;t had a production outage since. Their engineering manager Ron Alexssen put it this way: &#8220;For less than half the salary cost of an offshore developer, I have the impact of a full QA team.&#8221;<\/p>\n<\/p>\n<p>That\u2019s why we built Checksum. Our agentic loop runs in two parts:<\/p>\n<\/p>\n<p>\ud83d\udd01 <strong>Generate and maintain.<\/strong> On every pull request, an agent spins up in a sandbox, detects what changed, and generates or updates your End-to-end and API tests automatically. No written selectors by hand.<\/p>\n<\/p>\n<p>\ud83d\udd01 <strong>Run, report, fix.<\/strong> Trigger your suite from a PR, the API, or MCP. When something fails, a second agent triages it: real bug, or broken test by a product change? Real bugs route to Jira, Linear, or Slack. Broken tests get fixed autonomously. S\u00f6derberg &amp; Partners went from zero to full coverage in weeks and now reclaims 90 hours of manual testing a month. Postilize cut bugs by 70% and sped up engineering cycles by 30%, with zero flaky tests.<\/p>\n<\/p>\n<p>Everything ships as standard Playwright code committed to your own repo. No proprietary format, no lock-in. And the agent doesn&#8217;t just chase easy passing tests, it goes after the hard cases too: auth boundaries, edge flows, the stuff that&#8217;s tedious to test manually and easy for AI to skip if you let it.<\/p>\n<\/p>\n<p>\ud83c\udf81 Product Hunt community gets a free 30-day trial with code PHLAUNCH<\/p>\n<\/p>\n<p>We&#8217;re here all day, ask us anything. \ud83d\ude4f<\/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\/@gver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gver<\/a>&nbsp;How does it handle auth and permission edge cases?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gver<\/a>&nbsp;Can the auto healed Playwright tests be reviewed before they get committed? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gver<\/a>&nbsp;Losing entire sprints to test maintenance is a nightmare I\u2019ve lived through, so it\u2019s genuinely refreshing to see a tool that handles the whole loop automatically. How does the agent distinguish between a real bug and a test that just needs updating when the product shifts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI-generated code is making development faster, but it also makes verification more important than ever. Tools that help developers catch problems before they reach production feel like a natural next step. <\/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\/@monir_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monir_<\/a>&nbsp;\ud83d\udce3\ud83d\udce3\ud83d\udce3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 interesting part of AI coding isn&#8217;t just generating more code\u2014it&#8217;s being confident that the code actually works. Anything that closes that verification gap has huge potential for modern engineering teams.<\/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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a>&nbsp;Appreciate the comments!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 stale test detection is the part that caught my attention. AI generated code is only useful if the tests dont become another maintenance job.<\/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\/@ashir_murtaza1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashir_murtaza1<\/a>&nbsp;Yes! Generating tests quickly is the easy part now. The hard part is what happens after that first test when your app&#8217;s changed multiple times and half your suite is red for reasons that have nothing to do with a real bug.<\/p>\n<p>With Checksum every failure gets triaged before it ever hits you team: real bug vs. stale test. Real bugs route straight to your team. Stale tests get healed. 70% of failures resolve that way without anyone touching them.<\/p>\n<\/p>\n<p>If you&#8217;ve been burned by a suite that turned into a maintenance job before, genuinely curious what broke it, selectors, flaky timing, something else? Helps us make sure we&#8217;re solving the actual pain, not just the version of it we assumed.<\/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 work at checksum so grain of salt, but my take:<\/p>\n<\/p>\n<p><strong>What surprised me:<\/strong> I came in assuming the hard problem was generating tests. It isn&#8217;t \u2014 models will write plausible-looking tests all day. The hard problem is that &#8220;plausible&#8221; and &#8220;green&#8221; are both terrible proxies for &#8220;actually proves the feature works.&#8221; A big part of my job turned out to be making the system distrust its own passing tests.<\/p>\n<\/p>\n<p><strong>The moment that sold me:<\/strong> a test broke after a routine frontend change, and the obvious move \u2014 the one every human on every team makes ten times a week \u2014 was to update the assertion to match the new behavior and get back to green. The agent refused. It walked the diff, decided the new behavior wasn&#8217;t an intentional change but a regression, and filed it as a product bug instead of &#8220;fixing&#8221; the test. It was right. A human reviewer would have rubber-stamped the assertion update, the suite would have gone green, and the bug would have shipped with a passing test standing guard over it.<\/p>\n<\/p>\n<p><strong>Why verification is the unglamorous problem: <\/strong>when it works, nothing visible happens. There&#8217;s no demo moment for &#8220;this green check is real.&#8221; So everyone builds the flashy generation demo and quietly ships suites that decay into checkmarks nobody trusts. But an untrusted suite is worse than no suite \u2014 you keep paying the maintenance cost and get none of the confidence. Solving that is the actual product, and it&#8217;s the part nobody wants to put on stage.<\/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>Playwright code staying in the repo is a nice choice. i do much rather have tests i can inspect and edit than another black-box- QA layer.<\/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\/@sansa_grey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sansa_grey<\/a>&nbsp;That&#8217;s why we went with it. With Playwright in your repo, you can read exactly what a test does, edit it if something&#8217;s off, and if you ever walk away from Checksum, every test walks with you. No migration, no rewrite.<\/p>\n<p>It also means the tests fit into whatever review process you already trust, a generated test shows up as a normal PR, gets reviewed like any other code change, not approved through some separate tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would you suggest using this for more elaborate claude code projects (full stack, hosted)? I&#8217;m the owner of a few of our internal tools and I&#8217;m trying to figure out where I can\/should fit something like Checksum into the stack. I&#8217;m frequently worried about random bugs and keeping the tools running as smoothly as possible. <\/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\/@michaelsand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michaelsand<\/a>&nbsp;Yep, our bread and butter is complex applications<\/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>As a marketer, I&#8217;m just here to say that I love your tagline \u263a\ufe0f it makes a pretty intimidating category feel approachable. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryanwrites\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanwrites<\/a>&nbsp;Thank you, that means a lot coming from another marketer! We wanted to convey that this is a solvable problem, and you&#8217;ve got real backup, not another intimidating tool to manage on your own.  Really glad it&#8217;s landing that way. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The take test detection caught my attention. False failures can waste so much time that fixing those automatically could be really useful.<\/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\/@athar_jatoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@athar_jatoi<\/a>&nbsp;Agreed, and the false failures are often worse than the real ones because they train people to ignore the suite. Telling a real bug from a stale test is the core of what the healing workflow does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do teams build confidence in auto healed tests without manually reviewing every change?<\/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>&nbsp;It&#8217;s such a great question! You start by reviewing a few changes, and as you see the model making the right decisions, you start to build confidence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 like the idea of keeping everything as normal Playwright tests. makes adopation much easier for an existing engineering team.<\/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\/@adams_parker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adams_parker<\/a>&nbsp;Exactly! Your test is yours whether you stay with Checksum or not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-healing Playwright tests for coding agents is a brilliant fix for test suite maintenance. Huge congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a>&nbsp;Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Shipping the generated tests as standard Playwright in the team\u2019s own repo is a really strong call. Makes it feel like part of the engineering workflow, not some vendor-owned test layer. Also love the real bug vs stale test distinction, that\u2019s exactly where a lot of CI pain comes from. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a>&nbsp;Thank you! You picked out two of the things we care most about. Keeping it in your repo means it lives in the engineering workflow instead of sitting beside it as a separate system someone has to trust or manage on faith. And the real-bug-vs-stale-test distinction is exactly where most of the CI pain exists, most tools stop at &#8220;test failed&#8221; and leave you to figure out why. Appreciate you being here for launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@benln\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> can it test changes across multiple services in the same PR?<\/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\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@rosalie_autumn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rosalie_autumn<\/a>&nbsp;yes it can! Checksum specializes in complex cases across surfaces and users<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/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\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/LNHNJGGXMWCU24\" class=\"app-title\">The New Calendly<\/a><\/p>\n<div class=\"one-liner\">Handle all of the work before, during, and after meetings<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Calendly \u4ece\u201c\u65e5\u7a0b\u5b89\u6392\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u4f1a\u8bae\u5168\u751f\u547d\u5468\u671f\u7ba1\u5bb6\u201d\uff0c\u7528Callie AI\u52a9\u624b\uff08\u90ae\u4ef6\u81ea\u52a8\u534f\u8c03\u65f6\u95f4\uff09\u548cNotetaker\uff08\u81ea\u52a8\u5f55\u5236\u3001\u8f6c\u5f55\u3001\u751f\u6210\u7eaa\u8981\u53ca\u8ddf\u8fdb\u90ae\u4ef6\uff09\u89e3\u51b3\u7528\u6237\u4f1a\u524d\u534f\u8c03\u7e41\u7410\u3001\u4f1a\u4e2d\u96be\u4ee5\u4e13\u6ce8\u3001\u4f1a\u540e\u6574\u7406\u8ddf\u8fdb\u8017\u65f6\u4e09\u5927\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/56493a57-75f8-4102-aea9-116a87c43708.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uWdLrmM0Fj8\"><source src=\"https:\/\/www.youtube.com\/watch?v=uWdLrmM0Fj8\" 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\/47e36120-0481-4e15-b30c-f2a1bb2a2d93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android<\/span><br \/>\n            <span class=\"tag\">Chrome Extensions<\/span><br \/>\n            <span class=\"tag\">Notes<\/span><br \/>\n            <span class=\"tag\">Meetings<\/span><br \/>\n            <span class=\"tag\">Calendar<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u8f6c\u5f55<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u8ddf\u8fdb<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">Calendly<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u4ece\u201c\u6392\u671f\u201d\u6269\u5c55\u5230\u201c\u5168\u6d41\u7a0b\u201d\u7684\u4ef7\u503c\uff0c\u70b9\u8d5e\u5176\u51cf\u5c11\u4ea4\u63a5\u73af\u8282\u3002\u6838\u5fc3\u7591\u95ee\uff1aNotetaker\u4e0eFathom\u5bf9\u6bd4\u5982\u4f55\uff1f\u8be5\u529f\u80fd\u662f\u5305\u542b\u5728\u73b0\u6709\u8ba2\u9605\u5185\u8fd8\u662f\u989d\u5916\u4ed8\u8d39\uff1f\u53e6\u6709\u8001\u7528\u6237\u63d0\u53ca\u8fd9\u662f\u7b2c11\u6b21\u53d1\u5e03\uff0c\u5bf9\u5176\u6301\u7eed\u8fed\u4ee3\u8868\u793a\u656c\u610f\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                Calendly\u8fd9\u6b65\u68cb\uff0c\u770b\u4f3c\u662f\u529f\u80fd\u53e0\u52a0\uff0c\u5b9e\u5219\u662f\u88ab\u903c\u65e0\u5948\u7684\u201c\u751f\u5b58\u5f0f\u9632\u5fa1\u201d\u3002\u5176\u672c\u8d28\u662f\uff1a\u5f53Meetings.ai\u3001Fathom\u7b49\u5782\u76f4\u5de5\u5177\u628a\u201c\u4f1a\u524d-\u4f1a\u4e2d-\u4f1a\u540e\u201d\u62c6\u89e3\u6210\u66f4\u950b\u5229\u3001\u66f4\u4fbf\u5b9c\u7684\u5229\u5203\u65f6\uff0cCalendly\u5982\u679c\u53ea\u5b88\u7740\u201c\u6392\u671f\u201d\u8fd9\u5757\u9ad8\u5ea6\u540c\u8d28\u5316\u7684\u9635\u5730\uff0c\u8fdf\u65e9\u6ca6\u4e3aAPI\u7ba1\u9053\u91cc\u7684\u4e00\u4e2a\u73af\u8282\u3002\u628aNotetaker\u548cCallie\u786c\u585e\u8fdb\u65e5\u7a0b\u95ed\u73af\uff0c\u610f\u56fe\u5f88\u660e\u663e\uff1a\u7528\u201c\u6570\u636e\u6c89\u6dc0\u201d\u7ed1\u67b6\u5de5\u4f5c\u65f6\u95f4\u6d41\uff0c\u628a\u8f7b\u5de5\u5177\u505a\u6210\u91cd\u7cfb\u7edf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u7b2c\u4e00\uff0cNotetaker\u76f4\u63a5\u5bf9\u6807Fathom\uff0c\u6beb\u65e0\u58c1\u5792\u2014\u2014\u8f6c\u5f55\u51c6\u786e\u7387\u3001\u5b9e\u65f6\u6458\u8981\u8d28\u91cf\u3001\u591a\u8bed\u8a00\u652f\u6301\uff0cCalendly\u4f5c\u4e3a\u540e\u53d1\u8005\u6ca1\u6709\u4efb\u4f55\u6280\u672f\u4ee3\u5dee\u4f18\u52bf\uff0c\u7528\u6237\u5207\u6362\u6210\u672c\u6781\u4f4e\u3002\u7b2c\u4e8c\uff0c\u201cCallie\u5728\u90ae\u4ef6\u91cc\u534f\u8c03\u201d\u542c\u7740\u7f8e\u5999\uff0c\u5b9e\u5219\u4f9d\u8d56Gmail\/Outlook\u7684\u6743\u9650\u5f00\u653e\uff0c\u4e14AI\u534f\u8c03\u4e00\u65e6\u78b0\u5230\u975e\u6807\u51c6\u65f6\u533a\u3001\u6a21\u7cca\u8bed\u4e49\u7684\u63d0\u8bae\uff0c\u6781\u6613\u7ffb\u8f66\uff0c\u53cd\u800c\u7834\u574fCalendly\u201c\u7b80\u5355\u53ef\u9760\u201d\u7684\u62db\u724c\u3002\u7b2c\u4e09\uff0c\u8bc4\u8bba\u91cc\u6ca1\u4eba\u63d0\u5b9a\u4ef7\uff0c\u8fd9\u662f\u6700\u5927\u6697\u96f7\u3002\u5982\u679cNotetaker\u6309\u5ea7\u4f4d\u989d\u5916\u6536\u8d39\uff0c\u5fc5\u7136\u906d\u9047\u201c\u7528\u811a\u6295\u7968\u201d\uff1b\u82e5\u514d\u8d39\uff0c\u5219\u8981\u9762\u5bf9\u6210\u672c\u7ed3\u6784\u5267\u53d8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u9633\u8c0b\u5728\u4e8e\uff1aCalendly\u8bd5\u56fe\u901a\u8fc7\u201c\u4f1a\u8bae\u540e\u81ea\u52a8\u751f\u6210\u90ae\u4ef6+AI\u95ee\u7b54\u201d\u628a\u7528\u6237\u7559\u5728\u81ea\u5df1\u7684\u6570\u636e\u6c60\u91cc\uff0c\u4ece\u800c\u638c\u63e1\u4f1a\u8bae\u77e5\u8bc6\u56fe\u8c31\u2014\u2014\u8fd9\u624d\u662f\u6bd4\u6392\u671f\u66f4\u503c\u94b1\u7684\u8d44\u4ea7\u3002\u8bbd\u523a\u7684\u662f\uff0c\u8fd9\u6070\u6070\u610f\u5473\u7740Calendly\u4e0d\u518d\u53ea\u662f\u5de5\u5177\uff0c\u800c\u662f\u60f3\u6210\u4e3a\u4f60\u516c\u53f8\u548c\u5916\u90e8\u4e16\u754c\u6c9f\u901a\u7684\u201c\u8ba4\u77e5\u5c42\u201d\u3002\u8fd9\u4e2a\u91ce\u5fc3\u503c\u5f97\u5c0a\u91cd\uff0c\u4f46\u6055\u6211\u76f4\u8a00\uff1a\u7528\u6237\u9009\u62e9Fathom\u52a0Calendly\u7684\u7ec4\u5408\uff0c\u8fdc\u6bd4\u628a\u9e21\u86cb\u653e\u5728\u4e00\u4e2a\u7bee\u5b50\u66f4\u5b89\u5168\u3002\u9664\u975eCalendly\u7684AI\u8d28\u91cf\u80fd\u78be\u538b\u7ade\u54c1\uff0c\u5426\u5219\u8fd9\u6b21\u201c\u65b0\u201d\u53d1\u5e03\uff0c\u66f4\u50cf\u662f\u7ed9\u65e7\u9a6c\u8f66\u88c5\u4e86\u4e2a\u7535\u52a8\u9a6c\u8fbe\u2014\u2014\u8dd1\u5f97\u6e9c\uff0c\u4f46\u8d5b\u9053\u5df2\u7ecf\u53d8\u4e86\u3002\u8001\u7528\u6237\u7684\u201c\u7b2c11\u6b21\u53d1\u5e03\u201d\u8bc4\u8bba\uff0c\u65e2\u662f\u5bf9\u8010\u5fc3\u7684\u8912\u5956\uff0c\u4e5f\u662f\u5bf9\u521b\u65b0\u4e4f\u529b\u7684\u6e29\u67d4\u63d0\u9192\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 New Calendly<\/span>\n                <\/div>\n<div class=\"comment-content\">Meet Calendly Notetaker and Callie AI assistant: two new AI products built to handle the work before, during, and after meetings. Meetings are essential, but the work around them adds up fast. \ud83d\ude05 That&#8217;s why we&#8217;re launching an evolved Calendly. One that handles not just scheduling, but all of the work before, during, and after your meetings, so you can focus on what matters.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The New Calendly includes:<\/p>\n<p><strong>Before the Meeting<\/strong><br \/><a href=\"https:\/\/calendly.com\/help\/callie-ai-assistant-overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Callie<\/a>, an AI assistant, handles scheduling coordination right from your inbox. Just add <a href=\"mailto:callie@calendly.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">callie@calendly.com<\/a> to an email thread, and Callie finds a time that works for everyone.<\/p>\n<p><strong>During the Meeting<\/strong><br \/><a href=\"https:\/\/calendly.com\/help\/notetaker-overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Calendly Notetaker<\/a> automatically records and transcribes meeting notes, so you can stay fully present and engaged. It works seamlessly with Zoom, Google Meet, and Microsoft Teams.<\/p>\n<p><strong>After the Meeting<\/strong><br \/><a href=\"https:\/\/calendly.com\/help\/notetaker-overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Notetaker<\/a> generates automatic recaps with summaries, key points, and action items \u2014 plus pre-drafted follow-up emails ready to send. You can also ask Callie questions about past meetings to surface context instantly. Here&#8217;s a <a href=\"https:\/\/calendly.com\/app\/external_tracked_meeting\/sample\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">canned sample<\/a>.<\/p>\n<p><strong>Why This Matters<\/strong><br \/>Your entire meeting lifecycle is now connected in one platform. It&#8217;s Calendly. It&#8217;s easy. And it works where you already work!<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;Been using Calendly for years now &#8211; seamless and always reliable. This new notetaker addition is interesting &#8211; I&#8217;ve been using Fathom for all that (which has been great). Curious how the Calendly version compares with Fathom? Is this part of the subscription or is it extra?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Connecting the entire meeting lifecycle is a meaningful step beyond scheduling. I upvoted the product, and having scheduling, notes, recaps, and follow-ups in one workflow could remove a lot of unnecessary handoffs for teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Eleventh launch, and the first one landed back in 2014. Congrats to the whole team on that. Twelve years in and you are still adding to it rather than coasting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 holistic focus on handling the entire workflow before, during, and after meetings. Congrats guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/L7IWMBYCVNNDMY\" class=\"app-title\">MeetStream AI<\/a><\/p>\n<div class=\"one-liner\">Unified API &#038; Infra for AI Meeting Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MeetStream AI \u4e3aAI\u4f1a\u8bae\u4ee3\u7406\u63d0\u4f9b\u7edf\u4e00\u7684API\u4e0e\u5b9e\u65f6\u8bed\u97f3\u57fa\u7840\u8bbe\u65bd\uff0c\u8ba9\u4ee3\u7406\u4ee5\u53c2\u4f1a\u8005\u8eab\u4efd\u52a0\u5165Zoom\/Google Meet\/Teams\u4f1a\u8bae\uff0c\u5728\u901a\u8bdd\u8fc7\u7a0b\u4e2d\u503e\u542c\u3001\u53d1\u8a00\u5e76\u8c03\u7528\u5de5\u5177\uff0c\u89e3\u51b3\u4f01\u4e1a\u6784\u5efa\u201c\u80fd\u884c\u52a8\u800c\u975e\u4ec5\u8bb0\u5f55\u201d\u7684\u4f1a\u8bae\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u590d\u6742\u96c6\u6210\u4e0e\u5b9e\u65f6\u5a92\u4f53\u5de5\u7a0b\u96be\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c3b4044-bfc1-417d-b642-54302537e1b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f3d75d3-9fa1-4229-8ab8-b496d63736f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18433225-b186-41dd-937b-cff93ab9d192.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e5ac90a-5bf2-490a-8b3e-bb9b7f8e6a8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04b12c14-655a-47fb-8153-1339834fe1c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1845b78-283e-4e33-a5a3-f3fd522d6178.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ec8fb1e-4eea-460e-b02e-fd2e46dfd2a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb1d3b09-2c42-4680-ac3a-62aad452b15b.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\/9db22d72-be2c-4a0b-8633-d9160ccf3fe2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3IhDwevhGLU\"><source src=\"https:\/\/www.youtube.com\/watch?v=3IhDwevhGLU\" 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\">Meetings<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4f1a\u8bae\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n            <span class=\"tag\">AI Agent API<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u6570\u636e\u6355\u83b7<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u5a92\u4f53\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">MCP\u652f\u6301<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u4ee3\u7406\u5177\u5907\u5b9e\u65f6\u5728\u573a\u611f\u201d\u8fd9\u4e00\u65b9\u5411\uff0c\u5e76\u8be2\u95ee\u4e2d\u65ad\u4e0e\u8f6e\u6d41\u53d1\u8a00\u673a\u5236\u7684\u5904\u7406\u65b9\u5f0f\u3002\u5f00\u53d1\u8005\u8be6\u7ec6\u56de\u5e94\u4e86\u67b6\u6784\uff0c\u5f3a\u8c03\u4e0d\u540c\u4e8e\u62fc\u63a5\u591a\u4f9b\u5e94\u5546\u7684\u65b9\u6848\u3002\u6709\u7528\u6237\u597d\u5947\u6781\u9650\u7528\u4f8b\uff08\u5982\u514b\u9686\u771f\u4eba\u4ee3\u5f00\u4f1a\uff09\uff0c\u4ea6\u6709\u7528\u6237\u53cd\u9988\u4ea7\u54c1\u4f53\u9a8c\u597d\u3001\u56e2\u961f\u54cd\u5e94\u5feb\uff0c\u5e76\u8868\u8fbe\u5bf9MCP\u6269\u5c55\u7684\u652f\u6301\u4e0e\u534f\u4f5c\u610f\u613f\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                MeetStream AI\u8e29\u51c6\u4e86\u4ece\u201c\u4f1a\u8bae\u7eaa\u8981\u201d\u5230\u201c\u4f1a\u8bae\u5728\u573a\u201d\u7684\u8303\u5f0f\u5207\u6362\u8282\u70b9\u3002\u884c\u4e1a\u5171\u8bc6\u662f\u667a\u80fd\u4f53\u5c06\u8fdb\u5165\u4f1a\u8bae\uff0c\u4f46\u7edd\u5927\u591a\u6570\u73a9\u5bb6\u4ecd\u56f0\u5728\u201c\u4e8b\u540e\u603b\u7ed3\u201d\uff0c\u800c\u5b83\u76f4\u6307\u4e00\u4e2a\u66f4\u810f\u66f4\u7d2f\u5374\u4ef7\u503c\u66f4\u9ad8\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u4ee3\u7406\u7684\u201c\u5b58\u5728\u201d\u95ee\u9898\u300250+\u5b9e\u65f6\u6570\u636e\u70b9\u548c\u5185\u7f6e\u8bed\u97f3\u6808\u5e76\u975e\u5671\u5934\uff0c\u5176\u80cc\u540e\u662f\u4e0a\u767e\u5bb6\u4e0d\u900f\u660eSDK\u7684\u517c\u5bb9\u6597\u4e89\u548c\u767e\u4e07\u7ea7\u5b9e\u4f8b\u7684\u7a33\u5b9a\u6027\u5de5\u7a0b\u2014\u2014\u8fd9\u662f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u800c\u975e\u6a21\u578b\u80fd\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u5176\u6784\u5efa\u201crails\u201d\u7684\u91ce\u5fc3\u4e5f\u9690\u542b\u5de8\u5927\u98ce\u9669\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u5e95\u5c42\u7ba1\u9053\uff0c\u5b83\u6781\u6613\u88ab\u4e0a\u6e38\u5e73\u53f0\u7b56\u7565\u53d8\u5316\u3001\u5de8\u5934\u81ea\u7814\uff08Zoom\u3001\u5fae\u8f6f\u65e9\u5df2\u5e03\u5c40\uff09\u6216\u66f4\u8f7b\u91cf\u5316\u7684\u534f\u8bae\u66ff\u4ee3\u6240\u6324\u538b\u3002\u5176\u6b21\uff0c\u5b83\u5c06\u5546\u4e1a\u4ef7\u503c\u951a\u5b9a\u5728\u201c\u5b9e\u65f6\u884c\u52a8\u201d\uff0c\u8fd9\u8981\u6c42\u4ee3\u7406\u7684\u51b3\u7b56\u5ef6\u8fdf\u3001\u8bed\u97f3\u6253\u65ad\u7387\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u5fc5\u987b\u8fbe\u5230\u4e0e\u4eba\u7c7b\u534f\u540c\u51e0\u4e4e\u65e0\u611f\u7684\u6781\u9ad8\u6807\u51c6\uff0c\u76ee\u524d\u516c\u5f00\u6f14\u793a\u5c1a\u672a\u80fd\u5145\u5206\u8bc1\u660e\u5728\u5608\u6742\u3001\u591a\u8a00\u7684\u771f\u5b9e\u4f1a\u8bae\u4e2d\uff0c\u4ee3\u7406\u7684\u201c\u63d2\u8bdd\u201d\u4e0d\u4f1a\u6ca6\u4e3a\u707e\u96be\u3002\u7b2c\u4e09\uff0c\u7528\u6237\u8bc4\u8bba\u533a\u671f\u5f85\u7684\u201c\u514b\u9686\u53c2\u4f1a\u201d\u5145\u6ee1\u8bf1\u60d1\uff0c\u5374\u4e5f\u8fc5\u901f\u903c\u8fd1\u4f26\u7406\u4e0e\u5408\u89c4\u7ea2\u7ebf\u2014\u2014\u4eba\u7c7b\u662f\u5426\u6709\u6743\u5728\u672a\u544a\u77e5\u5bf9\u65b9\u7684\u60c5\u51b5\u4e0b\u6d3e\u4ee3\u7406\u201c\u4ee3\u8868\u201d\u81ea\u5df1\u53d1\u8a00\uff1f\n            <\/p>\n<p class=\"ai-content\">\n                \u4f5c\u4e3a\u4ea7\u54c1\uff0c\u5b83\u901a\u8fc7\u7edf\u4e00API\u5207\u4e2d\u4e86\u5f00\u53d1\u8005\u75db\u70b9\uff0c\u5546\u4e1a\u5207\u5165\u6e05\u6670\u3002\u4f46\u4f5c\u4e3a\u201c\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u5fc5\u987b\u6301\u7eed\u5c55\u73b0\u8d85\u8d8a\u201cAPI\u805a\u5408\u201d\u7684\u6df1\u5ea6\uff0c\u4f8b\u5982\u5bf9\u8bed\u97f3\u667a\u80fd\u4f53\u6838\u5fc3\u4ea4\u4e92\uff08\u5982\u4f18\u96c5\u6253\u65ad\u3001\u610f\u56fe\u786e\u8ba4\uff09\u7684\u7b97\u6cd5\u7ea7\u4f18\u5316\uff0c\u5426\u5219\u6781\u6613\u88ab\u540e\u8d77\u4e4b\u79c0\u7528\u66f4\u597d\u7528\u7684\u63a5\u53e3\u8986\u76d6\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u58c1\u5792\u662f\u771f\u7684\uff0c\u4f46\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5b83\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u5b9a\u4e49\u201c\u4f1a\u8bae\u667a\u80fd\u4f53\u201d\u7684\u4ea4\u4e92\u6807\u51c6\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u53c8\u4e00\u6735\u4e2d\u95f4\u4ef6\u4e91\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\">MeetStream AI<\/span>\n                <\/div>\n<div class=\"comment-content\">Agent-first infrastructure for meetings. One API to capture 50+ real-time data points from Zoom, Google Meet, and Teams, with built-in voice infrastructure so your agent joins as a participant, listens, speaks, and acts while the call is happening.<\/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! I&#8217;m <a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a>, co-founder of <a href=\"https:\/\/meetstream.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MeetStream AI.<\/a><\/p>\n<\/p>\n<p>Here&#8217;s the bet we&#8217;ve staked the company on: meetings are about to stop being human-only rooms.<\/p>\n<\/p>\n<p>The people who own the platforms already believe it. Zoom&#8217;s CEO says he wants to send a digital twin to his meetings. Microsoft is reorganizing Teams around human-agent teams. Fireflies hit a $1B valuation and gave its notetaker a voice. Gartner says 40% of enterprise apps will ship task-specific agents by the end of this year, up from under 5% last year.<\/p>\n<\/p>\n<p>But almost all of it is still capture: record the meeting, summarize it afterward. The agent reads the minutes. It never sits at the table.<\/p>\n<\/p>\n<p>So we built two things, and you need both to change that.<\/p>\n<\/p>\n<p><strong>An unified capture engine.<\/strong> 50+ data points per meeting in real time: per-participant audio and video, live transcripts with speaker attribution, participant events, the full meeting lifecycle over webhooks. Zoom, Google Meet, and Teams through <strong>one API.<\/strong><\/p>\n<\/p>\n<p><strong>A voice infra layer. <\/strong>Your agent joins as a real participant with scoped permissions, speaks while the conversation is still happening, and calls tools mid-call. Ours update CRMs while the customer is still talking.<\/p>\n<\/p>\n<p>Here&#8217;s what I keep coming back to: every agent company is chasing the same scarce resource, and <strong><em>it&#8217;s context.<\/em><\/strong><\/p>\n<\/p>\n<p>The context that matters most isn&#8217;t sitting in a CRM field or a doc. It&#8217;s in the conversation. Decisions get made in meetings. Objections surface in meetings. Most of it is never written down anywhere.<\/p>\n<\/p>\n<p>That&#8217;s what we let them capture. Today MeetStream runs underneath CRM platforms, customer support tools, productivity apps, and yes,<strong> <\/strong>notetakers <em>(we&#8217;re not one, we power them!)<\/em>. 30+ AI products in production. In every one of them we ship as a feature: meeting data flowing in, and a voice going back into the room.<\/p>\n<\/p>\n<p>I didn&#8217;t set out to build this either. I wanted a sales agent that could speak in meetings, and found the hard part wasn&#8217;t intelligence, it was presence: lobby states, per-speaker streams, reconnection logic, platform changes that <em>break things at 2am<\/em>. Every AI team hits that wall. So we <strong><em>became the rails.<\/em><\/strong><\/p>\n<\/p>\n<p>Voice is how humans have always worked together. Now agents are joining the conversation, literally. You build the agent. We keep it in the room.<\/p>\n<\/p>\n<p>We&#8217;ve been in private beta for a long time, building with a small group of teams who were patient with us while we got the hard parts right. Today we&#8217;re opening it up to everyone. No waitlist, no sales call. Sign up and put a bot in a meeting in a few minutes.<\/p>\n<\/p>\n<p>What we actually want from today is the feedback. Tell us what&#8217;s missing, what broke, what you&#8217;d need before you&#8217;d trust this in production. I&#8217;m reading every comment.<\/p>\n<\/p>\n<p>So, honestly: how critical do you think agents in meetings will be? I&#8217;d love to hear where you land.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>23<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a>&nbsp;I love that the hardest part turned out to be presence\u2014lobby states, per-speaker streams, reconnection logic at 2am\u2014rather than intelligence, because that&#8217;s the invisible work that makes or breaks whether an agent feels like a real teammate. 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a>&nbsp;Congratulations on the launch! \ud83d\ude80 The idea of giving AI agents actual presence in meetings instead of just summarizing them afterward is really compelling.<\/p>\n<p>One question: <strong>how do you handle interruptions and turn-taking when the agent needs to speak while multiple participants are talking?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congratulations<a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a>&nbsp;<\/p>\n<p><strong>Very interesting \u2014 this feels less like a meeting-bot API and more like the beginnings of a runtime for delegated expertise.<\/strong><\/p>\n<p>Imagine a services company sending a project-specific technical agent to a customer call on behalf of part of the engineering team. The agent is grounded in the current architecture, backlog, incidents, known gaps and previous estimates; it can explain the situation, retrieve evidence and give bounded estimates, but knows when it is <em>not authorised<\/em> to make a scope\/commercial commitment and escalates to a human.<\/p>\n<p>Is MIA intended to support this class of stand-in agent? If so, where do you see the boundary between MeetStream and the customer&#8217;s agent layer for <strong>dynamic grounding, provenance, authority\/guardrails and human escalation<\/strong>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@navaneeth_jawahar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"navaneeth_jawahar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navaneeth_jawahar<\/a> here, co-founder and CTO. <a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a> covered the why. Let me cover how it&#8217;s built, because the <em>architecture is the actual product<\/em>.<\/p>\n<\/p>\n<p>Most <strong>&#8220;voice agent in a meeting&#8221;<\/strong> setups today are three vendors stitched together: a meeting-bot API to get into the room, a hosted voice platform somewhere else to run the agent, and a widget or iframe injected to bridge the two. Three integrations, three billing relationships, three sets of licenses, and latency that compounds at every hop.<\/p>\n<\/p>\n<p>We built <strong>MIA (MeetStream Infrastructure Agents)<\/strong> so the orchestration lives inside the same platform that holds the meeting seat.<\/p>\n<\/p>\n<p>What that means concretely:<\/p>\n<\/p>\n<p><strong>One integration surface:<\/strong> The bot that joins the call and the agent that speaks in it are the same system. No external voice host, no injected HTML, no separate license stack to manage.<\/p>\n<\/p>\n<p><strong>Bring your own models: <\/strong>STT, LLM, and TTS are all pluggable. We orchestrate the loop; you pick the providers. Deepgram, AssemblyAI, OpenAI, Gemini, ElevenLabs, Sarvam.<\/p>\n<\/p>\n<p><strong>Wake word or proactive:<\/strong> Run it pipeline-mode with a wake word (&#8220;Hey MIA&#8221;), or realtime-mode where the agent decides when to speak.<\/p>\n<\/p>\n<p><strong>In-meeting tool calling + MCP:<\/strong> The agent can call functions or MCP tools mid-call and report back by voice while the meeting is still going. Your tools, our tools, MCP &#8211; your pick. Or your agent\u2019s pick, if you trust it that much.<\/p>\n<\/p>\n<p>Now the part nobody talks about, which is where most of the engineering actually went.<\/p>\n<\/p>\n<p>Every bot is a live media workload. A machine that joins a call, holds a real-time audio and video pipeline open for the length of the meeting, separates streams per speaker, and tears down cleanly. That is not a request-response API. It is closer to running a <strong>hyperscaler<\/strong>: we spin up over 100,000 servers a month, and the hard requirement is that none of them fall over mid-meeting, because a dropped bot is our customer&#8217;s product failing in front of their customer.<\/p>\n<\/p>\n<p>Then there is platform drift. <strong>Zoom, Google Meet, and Teams<\/strong> each ship SDK updates, DOM changes, auth changes, and admission-flow changes on their own schedule, usually without notice. A meeting bot is permanently downstream of three roadmaps you do not control. Absorbing that so nothing changes for the teams building on us is, honestly, most of what this company does.<\/p>\n<\/p>\n<p>The rest of the unglamorous list: per-participant audio separation, speaker attribution that survives rejoins, lobby state handling across three different admission models, and reconnection that does not drop the media pipeline.<\/p>\n<\/p>\n<p><strong><em>That is the layer we maintain so you don&#8217;t have to.<\/em><\/strong><\/p>\n<\/p>\n<p>Happy to go deep on any of it: architecture, real-time media orchestration at scale, latency, cost optimizations, and finally: <em>why diarization is harder than it looks<\/em>. <strong>Ask away.<\/strong><\/p>\n<\/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>When i read this, it just made so much sense! There are so many agents that would benefit from joining meetings, but why should all of them and their companies spend time and money on building that infra! <\/p>\n<p>With meetstream, i am not going to get October agents to join dev calls! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshsaver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshsaver<\/a>&nbsp;Thank you, we should collab!<\/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>what&#8217;s the wildest use case or strangest thing you saw a uzr build with <a href=\"https:\/\/www.producthunt.com\/products\/meetstream-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meetstream-ai\" target=\"_blank\" rel=\"noopener\">@Meetstream.ai<\/a> ? (either hackathon or actual prod customer)<\/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\/@abdou_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdou_s<\/a>&nbsp;in our last hackathon a school student cloned his dad to take escalation meeting where he was only needed for approval, he gave the agent the right access, context and let him handle actually!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Giving agents live presence rather than only post-meeting summaries is a compelling leap. The combination of per-participant real-time data with wake-word and listening controls seems especially important for usable turn-taking. Wishing the MeetStream team a great 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\/@zvonimir_sabljic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zvonimir_sabljic1<\/a>&nbsp;thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan of MeetStream AI! We have been using it and the experience has been top-notch. The team is incredibly responsive to feedback and quick with fixes. For a small team, what they have built is seriously impressive and works great. Highly recommend checking this out!&nbsp;<\/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\/@tanaylakhani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaylakhani<\/a>&nbsp;Thank you much! Excited to build more together!<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@sidhdharth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sidhdharth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidhdharth<\/a>  I see this is the best product on the market. I&#8217;d definitely love to try it!! Best of luck to you and 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prajol_annamudu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prajol_annamudu<\/a>&nbsp;appreciate the early support and 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>Legends, awesome product! Can&#8217;t wait to add this as an MCP<\/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\/@yoeven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoeven<\/a>&nbsp;Check it out. <a href=\"https:\/\/docs.meetstream.ai\/build-with-ai\/meetstream-mcp-server\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.meetstream.ai\/build-with-ai\/meetstream-mcp-server<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/meetstream-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meetstream-ai\" target=\"_blank\" rel=\"noopener\">@Meetstream.ai<\/a> is awesome and has some incredible capabilities! and, AI workforce is real &#8211; who wouldn\u2019t want a clone of themselves joining the same meeting and answering questions on their behalf? \ud83e\udd2f<\/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\/@tamilselvi_ramasamy2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamilselvi_ramasamy2<\/a>&nbsp;Thank you. Yep, the vision is one day sit at the beach while the clones attend meetings!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great going guys, it\u2019s a great usecase for meeting bots entering multi participant conversations. I can think of a variety of usecases that can be built. Cheers and congrats on the launch \ud83e\udd18<\/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\/@divyesh_kharade2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divyesh_kharade2<\/a>&nbsp;Thanks a lot Divyesh!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/6OP6W6QAJ7SXCE\" class=\"app-title\">Prized<\/a><\/p>\n<div class=\"one-liner\">Let non-engineers build secure internal tools <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">153<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Prized \u8ba9\u8fd0\u8425\u3001\u5ba2\u670d\u3001\u8d22\u52a1\u7b49\u975e\u6280\u672f\u4eba\u5458\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u5373\u53ef\u6784\u5efa\u5e76\u5b89\u5168\u53d1\u5e03\u53d7\u6743\u9650\u7ba1\u63a7\u548c\u5ba1\u8ba1\u8ffd\u8e2a\u7684\u5185\u90e8\u5de5\u5177\uff0c\u65e0\u9700\u7b49\u5f85\u5de5\u7a0b\u56e2\u961f\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\/8e19a51a-3720-4a41-8d08-80203b1907ea.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\/302583dc-2eaf-4035-a158-343e787ce93f.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\/88837ebb-0a70-4957-940c-157416eff603.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\/1b748d01-89b5-4c99-9790-7171b9ba6094.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\/9dadacb1-8bfa-44a6-8574-cb1cb67c500f.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\/d7009476-1658-4ea9-9049-6fdf82fc8768.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\/8b2f54b7-e16f-4e86-817f-10e4d4901147.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WILimoqemD4\"><source src=\"https:\/\/www.youtube.com\/watch?v=WILimoqemD4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">No-Code<\/span><br \/>\n            <span class=\"tag\">Security<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">SSO\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6c99\u7bb1<\/span><br \/>\n            <span class=\"tag\">\u975e\u5de5\u7a0b\u5e08\u8d4b\u80fd<\/span><br \/>\n            <span class=\"tag\">YC\u5b75\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u57fa\u7840\u67b6\u6784\u5c42\u5f3a\u5236\u5b89\u5168\u201d\u7684\u8bbe\u8ba1\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u517c\u5bb9\u73b0\u6709\u4ee3\u7801\u5e93\u3001\u4ee3\u7801\u90e8\u7f72\u4f4d\u7f6e\u53ca\u7f51\u7edc\u9694\u79bb\u3001\u56e2\u961f\u5185\u5dee\u5f02\u5316\u6743\u9650\u63a7\u5236\u3001\u7834\u574f\u6027\u64cd\u4f5c\u5ba1\u6279\u89d2\u8272\u662f\u5426\u53ef\u914d\u7f6e\uff08\u5b98\u65b9\u56de\u590d\uff1a\u5f53\u524d\u4ec5\u7ba1\u7406\u5458\u53ef\u5ba1\uff0c\u672a\u6765\u5c06\u652f\u6301\u7ec6\u7c92\u5ea6\u7b56\u7565\uff09\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u6253\u5b89\u5168\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                \u5728AI\u751f\u6210\u4ee3\u7801\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0cPrized \u7684\u5207\u5165\u70b9\u5341\u5206\u7cbe\u51c6\uff1a\u5b83\u4e0d\u8bd5\u56fe\u53d6\u4ee3\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u9a6f\u670d\u201c\u5f71\u5b50IT\u201d\u7684\u72c2\u91ce\u751f\u957f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u9020\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u5b89\u5168\u4e0e\u6cbb\u7406\u4ece\u5e94\u7528\u5c42\u4e0b\u6c89\u4e3a\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u6c99\u7bb1\u4e0d\u5b58\u50a8\u51ed\u8bc1\u3001\u6570\u636e\u5e93\u89d2\u8272\u9694\u79bb\u3001\u5168\u94fe\u8def\u5ba1\u8ba1\u3001\u7834\u574f\u6027\u64cd\u4f5c\u9700\u4eba\u5de5\u5ba1\u6279\uff0c\u8fd9\u5957\u8bbe\u8ba1\u76f4\u51fb\u4f01\u4e1a\u91c7\u7528\u751f\u6210\u5f0fAI\u7684\u540e\u7aef\u5408\u89c4\u75db\u70b9\u3002\u8fd9\u5728\u5546\u4e1a\u4e0a\u662f\u806a\u660e\u7684\uff1a\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\uff08\u53ef\u88abVercel\u3001Retool\u7b49\u590d\u523b\uff09\uff0c\u4f46\u5148\u53d1\u5360\u636e\u201c\u975e\u6280\u672f\u5458\u5de5+\u4f01\u4e1a\u5b89\u5168\u201d\u7684\u5fc3\u667a\u7a7a\u4f4d\u81f3\u5173\u91cd\u8981\u3002\u76ee\u524d\u8bc4\u8bba\u533a\u7684\u7591\u95ee\uff08\u4ee3\u7801\u90e8\u7f72\u5730\u3001\u7cbe\u7ec6\u6743\u9650\uff09\u6070\u597d\u66b4\u9732\u4e86\u5176\u5c40\u9650\u6027\uff1a\u6258\u7ba1\u5728AWS\u7684\u6c99\u7bb1\u6a21\u5f0f\u867d\u6613\u7528\uff0c\u4f46\u96be\u4ee5\u6ee1\u8db3\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u7684\u79c1\u6709\u5316\u90e8\u7f72\u9700\u6c42\uff1b\u5ba1\u6279\u6d41\u76ee\u524d\u4ec5\u9650\u7ba1\u7406\u5458\uff0c\u4e5f\u9650\u5236\u4e86\u8de8\u90e8\u95e8\u534f\u4f5c\u7684\u7075\u6d3b\u6027\u3002\u82e5\u672a\u6765\u80fd\u5b8c\u5584\u7ec6\u7c92\u5ea6\u7b56\u7565\uff08\u5982\u6570\u636e\u884c\u7ea7\u6743\u9650\u5df2\u5177\u5907\uff0c\u4f46\u5de5\u4f5c\u6d41\u7ea7\u6743\u9650\u5c1a\u6d45\uff09\uff0c\u5e76\u5f00\u653e\u66f4\u591a\u6570\u636e\u8fde\u63a5\uff08\u5982Salesforce\u3001SAP\uff09\uff0c\u65b9\u53ef\u80fd\u4ece\u201c\u4f4e\u4ee3\u7801\u5de5\u5177\u201d\u664b\u7ea7\u4e3a\u201c\u4f01\u4e1aAI\u6cbb\u7406\u5e73\u53f0\u201d\u3002\u5426\u5219\uff0c\u5b83\u5bb9\u6613\u6ca6\u4e3aIT\u90e8\u95e8\u7684\u4e00\u4e2a\u8fb9\u7f18\u8bd5\u70b9\uff0c\u800c\u975e\u6838\u5fc3\u57fa\u5efa\u3002C\u7aef\u58c1\u5792\u6d45\uff0cB\u7aef\u8981\u5feb\u8dd1\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\">Prized<\/span>\n                <\/div>\n<div class=\"comment-content\">Prized lets ops, support, and finance teams build and ship secure internal tools with AI. Company data pre-connected and scoped, an audit trail on every access, one-click deploy behind your company sign-in.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I&#8217;m Marinos, co-founder of Prized (with Hudson).<\/p>\n<\/p>\n<p>We built Prized because AI made building easy, and the people who understand workflows best (ops, support, finance) stopped waiting on engineering. They point Claude Code or Cursor straight at company data and ship a working tool in an afternoon with no permissions or audit trail. Companies end up choosing between blocking the behavior and accepting the risk.<\/p>\n<\/p>\n<p>Prized lets you describe the tool you need (a customer lookup, an admin panel, an approval flow) and get a real full-stack app, built in a sandbox where company data comes pre-connected and scoped to what you&#8217;re allowed to see. Shipping is one click, and the finished tool lives behind your company&#8217;s sign-in.<\/p>\n<\/p>\n<p>The part I&#8217;m most excited about is that security is enforced in the infrastructure. The sandbox never holds a credential. Secrets live in a broker and get injected outside the generated code. Every tool gets its own database role, every data access is audited, and destructive changes wait for a human.<\/p>\n<\/p>\n<p>We&#8217;re YC-backed, have a free tier with no card required, and are already powering teams at Avoca, Onyx Odds, and more.<\/p>\n<p>Would genuinely love feedback, especially from anyone who&#8217;s built internal tools or fielded the requests for them. And tell us the internal tool you&#8217;ve been waiting on engineering for \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marinos_eliades\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marinos_eliades<\/a>&nbsp;This is super cool! Does it also integrate with the company&#8217;s existing codebase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@marinos_eliades\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marinos_eliades<\/a>&nbsp;Building the tool is easy now, but making sure it can&#8217;t quietly access everything is the hard part.<\/p>\n<p>Great Product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marinos_eliades\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marinos_eliades<\/a>&nbsp;The infrastructure approach here is what caught my attention. I upvoted Prized, especially the decision to enforce permissions and auditing outside the generated code. That feels like an important distinction as more teams build internal tools with AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe loved the video guys! But I&#8217;m impressed by the value proposition even more. I&#8217;m sure you&#8217;ll rock it! 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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Thanks Germ\u00e1n. We want to ensure that everyone has an equal opportunity to build tools safely, so no one is prevented from doing so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool, congrats Marinos. Since the builders aren&#8217;t engineers, who actually holds the human-in-the-loop approval on destructive changes &#8211; is that role fixed, or configurable per tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tmaleh_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmaleh_<\/a>&nbsp;Thanks Taissa! Today its only the workspace admin that can approve them, but we are building out much more granular policies so teams can customize this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks useful, where does it deploys the code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a>&nbsp;Tools are built and run in isolated sandboxes on our cloud (AWS), firewalled from the internet except for the data connectors you approve. When you publish, it deploys into your workspace behind your SSO, restricted to your org, with each tool getting its own backing Postgres database automatically. You can also connect to your VPC or allowlist our IP for data access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 so cool! Can folks having different permissions in the team get different access to data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubhampalriwala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubhampalriwala<\/a>&nbsp;Yes. Admins scope data access per user or team (down to specific tables) and everything, including the agent and any published tool, inherits the signed-in user&#8217;s permissions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/EMHDXTAKNXV56T\" class=\"app-title\">Lifelong<\/a><\/p>\n<div class=\"one-liner\">Your whole family\u2019s health in one place.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lifelong \u662f\u4e00\u6b3e\u4ee5\u5bb6\u5ead\u4e3a\u5355\u4f4d\u6574\u5408\u6210\u5458\u5065\u5eb7\u8bb0\u5f55\u3001\u7528\u836f\u3001\u75c7\u72b6\u3001\u9884\u7ea6\u53ca\u53ef\u7a7f\u6234\u6570\u636e\u7684\u5065\u5eb7\u7ba1\u7406\u5e94\u7528\uff0c\u65e8\u5728\u51cf\u8f7b\u5bb6\u5ead\u7167\u62a4\u8005\uff08\u901a\u5e38\u662f\u67d0\u4e00\u4eba\uff09\u8bb0\u5fc6\u4e0e\u534f\u8c03\u591a\u65b9\u533b\u7597\u4fe1\u606f\u7684\u6c89\u91cd\u8d1f\u62c5\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/02df3f1d-09a2-4f81-8a8b-40a12a1a81b9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vLSFfkbIywg\"><source src=\"https:\/\/www.youtube.com\/watch?v=vLSFfkbIywg\" 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\/8ce6aa2e-7db3-4fb9-8b24-5024451d595f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62a70754-2eb5-4cab-8095-002498ac6faf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89a87f23-d72c-4d4b-8dbc-3108fffb030d.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\">Health &#038; Fitness<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Family<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5bb6\u5ead\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u7167\u62a4\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u7528\u836f\u63d0\u9192<\/span><br \/>\n            <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u63a5\u5165<\/span><br \/>\n            <span class=\"tag\">AI\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u5171\u4eab<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u56f4\u7ed5\u5bb6\u5ead\u201d\u7684\u8bbe\u8ba1\u80fd\u7f13\u89e3\u7167\u62a4\u8005\u8bb0\u5fc6\u8d1f\u62c5\u3002\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u513f\u7ae5\u5065\u5eb7\u8bb0\u5f55\u7684\u6240\u6709\u6743\uff1a\u5b69\u5b50\u6210\u5e74\u540e\u80fd\u5426\u63a5\u7ba1\u6216\u5220\u9664\u88ab\u7236\u6bcd\u5f55\u5165\u7684\u6570\u636e\uff1f\u53e6\u6709\u5173\u6ce8\u9690\u79c1\u63aa\u65bd\u5177\u4f53\u5b9e\u73b0\u3001\u6570\u636e\u788e\u7247\u5316\u6574\u5408\u7684\u5b9e\u7528\u6027\u3002\u6709\u8bc4\u8bba\u6307\u51fa\u5bf9\u957f\u671f\u7167\u62a4\u8bb0\u5f55\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u7f3a\u4e4f\u660e\u786e\u8bbe\u8ba1\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Lifelong \u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u666e\u904d\u2014\u2014\u5bb6\u5ead\u5065\u5eb7\u7167\u62a4\u7684\u201c\u884c\u653f\u8d1f\u62c5\u201d\u957f\u671f\u88ab\u533b\u7597\u7cfb\u7edf\u5ffd\u89c6\uff0c\u843d\u5230\u67d0\u4e2a\u5bb6\u5ead\u6210\u5458\u5934\u4e0a\uff0c\u53d8\u6210\u9690\u5f62\u7684\u7b2c\u4e8c\u804c\u4e1a\u3002\u4ea7\u54c1\u5c06\u5355\u4f4d\u4ece\u201c\u4e2a\u4f53\u201d\u8c03\u6574\u4e3a\u201c\u5bb6\u5ead\u201d\uff0c\u662f\u7b26\u5408\u7167\u62a4\u73b0\u5b9e\u903b\u8f91\u7684\u7834\u9898\u70b9\u3002\u4f46\u5b83\u7684\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u6070\u6070\u5361\u5728\u8fd9\u91cc\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u9996\u5148\uff0c\u5bb6\u5ead\u5065\u5eb7\u8bb0\u5f55\u662f\u4e00\u4e2a\u4f4e\u9891\u3001\u957f\u5468\u671f\u3001\u9ad8\u654f\u611f\u7684\u6570\u636e\u573a\u666f\u3002\u4f4e\u9891\u610f\u5473\u7740\u7528\u6237\u6253\u5f00\u7387\u5929\u7136\u4e0d\u8db3\uff0c\u7559\u5b58\u4f9d\u8d56\u201c\u4e0d\u5f97\u4e0d\u8bb0\u201d\u7684\u521a\u9700\uff08\u5982\u6162\u75c5\u3001\u80b2\u513f\uff09\uff0c\u800c\u6ca1\u6709\u6301\u7eed\u89e6\u53d1\u70b9\u7684\u8bdd\uff0c\u8ba2\u9605\u5236\u5f88\u5feb\u4f1a\u906d\u9047\u6d41\u5931\u3002\u5176\u6b21\uff0c\u513f\u7ae5\u533b\u7597\u8bb0\u5f55\u7684\u6240\u6709\u6743\u95ee\u9898\u88ab\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u2014\u2014\u8fd9\u4e0d\u662f\u9690\u79c1\u6761\u6b3e\u80fd\u89e3\u51b3\u7684\uff0c\u800c\u662f\u6570\u636e\u6cbb\u7406\u6a21\u578b\u7684\u8bbe\u8ba1\u7f3a\u4f4d\u3002\u5982\u679c\u4ea7\u54c1\u4e0d\u4e3b\u52a8\u63d0\u4f9b\u201c\u5b50\u8d26\u6237\u6210\u5e74\u540e\u81ea\u4e3b\u63a5\u7ba1\u201d\u7684\u673a\u5236\uff0c\u672a\u6765\u5fc5\u7136\u9762\u4e34\u4f26\u7406\u548c\u6cd5\u5f8b\u7ea0\u7eb7\uff0c\u4e14\u4f1a\u529d\u9000\u6709\u8fdc\u89c1\u7684\u5bb6\u957f\u7528\u6237\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u518d\u8005\uff0c\u63a5\u5165\u53ef\u7a7f\u6234\u8bbe\u5907\u53ea\u662f\u6570\u636e\u642c\u8fd0\uff0c\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u5229\u7528Alo\uff08AI\u52a9\u624b\uff09\u505a\u5230\u4e3b\u52a8\u6d1e\u5bdf\u2014\u2014\u6bd4\u5982\u4ece\u7761\u7720\u548c\u5fc3\u7387\u6570\u636e\u9884\u5224\u611f\u67d3\u98ce\u9669\uff0c\u6216\u5728\u836f\u7269\u4ea4\u4e92\u4e0a\u63d0\u524d\u9884\u8b66\u3002\u76ee\u524d\u5ba3\u4f20\u4ecd\u505c\u7559\u5728\u201c\u8bb0\u5f55\u548c\u7b80\u5355\u64cd\u4f5c\u201d\u5c42\u9762\uff0c\u8fd9\u4e0d\u8db3\u4ee5\u652f\u6491\u6ea2\u4ef7\u8ba2\u9605\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u73b0\u5b9e\u7684\u95ee\u9898\u662f\uff1a\u5bb6\u5ead\u5065\u5eb7\u6570\u636e\u7684\u201c\u638c\u63a7\u8005\u201d\u5f80\u5f80\u662f\u4e2d\u5e74\u5988\u5988\u7fa4\u4f53\uff0c\u5979\u4eec\u5bf9\u6570\u636e\u6cc4\u9732\u7684\u654f\u611f\u5ea6\u6781\u9ad8\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u76f4\u63a5\u8be2\u95ee\u9690\u79c1\u63aa\u65bd\u7684\uff0c\u4f46\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u53ea\u6709\u4e00\u53e5\u201c\u7528\u6237\u63a7\u5236\u5206\u4eab\u201d\u2014\u2014\u8fd9\u5728\u5f53\u4e0b\u662f\u8fdc\u4e0d\u591f\u7684\u3002\u5efa\u8bae\u56e2\u961f\u516c\u5f00\u52a0\u5bc6\u67b6\u6784\u3001\u6570\u636e\u4e3b\u6743\u5f52\u5c5e\u548c\u5220\u9664\u534f\u8bae\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u4fe1\u4efb\u5efa\u8bbe\u7684\u7b2c\u4e00\u4f18\u5148\u7ea7\uff0c\u8fd9\u6bd4\u4efb\u4f55\u529f\u80fd\u8fed\u4ee3\u90fd\u66f4\u5173\u4e4e\u751f\u6b7b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u82e5\u53ea\u505a\u201c\u7535\u5b50\u6587\u4ef6\u5939\u201d\u800c\u975e\u201c\u5bb6\u5ead\u5065\u5eb7\u51b3\u7b56\u4e2d\u67a2\u201d\uff0c\u914d\u4e0d\u4e0a127\u7968\u80cc\u540e\u7684\u671f\u5f85\u3002\u9700\u8981\u5c3d\u5feb\u56de\u7b54\u201c\u8c01\u62e5\u6709\u6570\u636e\u201d\u548c\u201cAI\u51ed\u4ec0\u4e48\u66ff\u6211\u64cd\u5fc3\u201d\u8fd9\u4e24\u4e2a\u95ee\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Lifelong<\/span>\n                <\/div>\n<div class=\"comment-content\">Lifelong is the family health app built around the household, not just one person. Keep records, medications, symptoms, appointments, activity and sleep together for everyone you care about. Connect the wearables you already use, keep the right people in the loop, and use Alo, the in-app AI companion, to log updates and take simple actions. Sharing stays user-controlled. Available on iOS with a two-week free trial.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello! \ud83d\udc4b So excited to share this with you all.<\/p>\n<p>When my grandfather could no longer walk, my father took down two walls in our family home so a hospital bed could fit through the doorway and a wheelchair could reach the bathroom.<\/p>\n<p>He changed the shape of the house because the care system stopped at the front door.<\/p>\n<p>What stayed with me was how much of health falls to families: the records, medication lists, appointments, small changes, and the job of remembering which specialist said what. That work usually lives across portals, group chats, folders, and one person\u2019s head.<\/p>\n<p>So Gurleen, Param and I built Lifelong: one place for a whole family\u2019s health.<\/p>\n<p>You can keep records, medications, symptoms, appointments, activity and sleep organized by person, connect the wearables your family already uses, and use Alo in the app to log updates and take simple actions.<\/p>\n<p>Most health apps are designed around an individual. Lifelong is designed around the household. It\u2019s for families to use together, not for one person to monitor everyone else. Sharing is user-controlled, and Lifelong does not diagnose or prescribe.<\/p>\n<p>Check us out on the App Store: <a href=\"https:\/\/apps.apple.com\/ca\/app\/lifelong-family-health\/id6758003611\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/ca\/app\/lifelong-family-health\/id6758003611<\/a><\/p>\n<\/p>\n<p>Or visit our website: <a href=\"http:\/\/trylifelong.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">trylifelong.com<\/a><\/p>\n<p>If you\u2019re the person in your family who remembers which specialist said what, I\u2019d genuinely love to hear what would make Lifelong useful for your family.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Comment Deleted<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raztronaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raztronaut<\/a>&nbsp;&#8220;Designed around the household&#8221; is the whole thing. We&#8217;ve got a one-year-old and the health admin lives in my wife&#8217;s head: vaccination history, appointments, everything. Congrats on the launch!<\/p>\n<\/p>\n<p>The thing I&#8217;d think about is that a family record is permanent. My daughter&#8217;s entire medical history would be logged by me, from birth, and she never agreed to any of it. When she becomes of age, whose record is it? Can she take it with her, or delete it? That&#8217;s a design question more than a privacy-policy one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@raztronaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raztronaut<\/a>&nbsp;Health data is usually fragmented across way too many places, so having one shared layer for the household feels genuinely useful.<\/p>\n<p>Awesome Product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 appreciate the focus on reducing the mental load for the person who usually remembers everything. That small part of family care can become a huge responsibility over 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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a>&nbsp;No one ever thinks about the caregiver, unfortunately. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that! what privacy measures have you implemented?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/3ZDKIA2BDBRV7U\" class=\"app-title\">MiniMax Design<\/a><\/p>\n<div class=\"one-liner\">Your own agent team for open-ended creation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MiniMax Design \u662f\u4e00\u6b3e\u5c06\u89c6\u9891\u751f\u6210\u6a21\u578b H3 \u5c01\u88c5\u4e3a\u5b8c\u6574\u751f\u4ea7\u6d41\u7a0b\u7684\u684c\u9762\u5e94\u7528\uff0c\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u521b\u610f\uff0cAI \u667a\u80fd\u4f53\u56e2\u961f\u5373\u53ef\u5728\u540c\u4e00\u753b\u5e03\u4e0a\u534f\u4f5c\u5b8c\u6210\u5206\u955c\u3001\u9759\u5e27\u3001\u89c6\u9891\u7247\u6bb5\u3001\u914d\u4e50\u4e0e\u526a\u8f91\uff0c\u89e3\u51b3\u4ece\u6982\u5ff5\u5230\u6210\u7247\u8fc7\u7a0b\u4e2d\u591a\u5de5\u5177\u5207\u6362\u4e0e\u521b\u610f\u5931\u63a7\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/1ab6844a-fa3b-4b18-a853-55b003e7a25a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=z8sb0ghbTDI\"><source src=\"https:\/\/www.youtube.com\/watch?v=z8sb0ghbTDI\" 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\/f8f5f61e-878b-4d6e-8170-a9126d44068a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f65126a8-5230-40aa-aa7e-2c34c557d145.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3859bac8-db17-45c0-98f8-957c22c6181e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51923f2b-4bb2-4977-b195-8d72dcda4b51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bd38fdb-e8c4-4be9-a669-2f4a8bc61cca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3eea6d81-b597-488d-b96b-e8a77bc49978.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Photo &#038; Video<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6545\u4e8b\u677f<\/span><br \/>\n            <span class=\"tag\">3D\u5bfc\u6f14<\/span><br \/>\n            <span class=\"tag\">ComfyUI\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u97f3\u4e50\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u540e\u671f\u526a\u8f91<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u521b\u4f5c<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u8005\u6574\u4f53\u8868\u8fbe\u671f\u5f85\uff0c\u4f46\u4e3b\u8981\u8ffd\u95ee\u4e24\u70b9\uff1a1\uff09\u5ba3\u4f20\u89c6\u9891\u662f\u5426\u7531 MiniMax \u81ea\u5bb6\u5de5\u5177\u751f\u6210\uff0c\u610f\u56fe\u9a8c\u8bc1\u4ea7\u54c1\u201c\u5403\u81ea\u5df1\u7684\u72d7\u7cae\u201d\u7684\u771f\u5b9e\u6027\uff1b2\uff09\u5bf9\u5b9e\u9645\u751f\u6210\u6548\u679c\u4e0e\u4e0a\u624b\u4f53\u9a8c\u5b58\u7591\uff0c\u671f\u5f85\u4ea7\u54c1\u80fd\u5151\u73b0\u201c\u753b\u5e03\u534f\u4f5c\u201d\u4e0e\u201c\u590d\u6742\u52a8\u4f5c\u63a7\u5236\u201d\u7684\u627f\u8bfa\u3002\u6682\u65e0\u8d1f\u9762\u53cd\u9988\uff0c\u4f46\u6709\u6548\u8bc4\u8bba\u6781\u5c11\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                MiniMax Design \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u201c\u6587\u751f\u89c6\u9891\u201d\u73a9\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u628a\u751f\u6210\u6a21\u578b\u5d4c\u5165\u4e13\u4e1a\u751f\u4ea7\u7ba1\u7ebf\uff0c\u7528\u201c\u667a\u80fd\u4f53\u56e2\u961f\u201d\u6a21\u62df\u5c0f\u578b\u5de5\u4f5c\u5ba4\u7684\u5e76\u884c\u534f\u4f5c\u3002\u8fd9\u5207\u4e2d\u4e86\u4e2a\u4f53\u521b\u4f5c\u8005\u548c\u5fae\u578b\u56e2\u961f\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u8fc7\u53bb\u4ece\u6587\u5b57\u5206\u955c\u5230\u5206\u955c\u56fe\u3001\u518d\u5230\u89c6\u9891\u3001\u914d\u4e50\u3001\u526a\u8f91\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u662f\u65ad\u70b9\uff0c\u5de5\u5177\u94fe\u5272\u88c2\u4e14\u53c2\u6570\u96be\u4ee5\u8ffd\u6eaf\u3002\u5176\u201c\u753b\u5e03\u201d\u6982\u5ff5\u548c\u201cSkills\u201d\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u53ef\u590d\u7528\u7684\u5de5\u4f5c\u6d41\u6c89\u6dc0\u4e3a\u6a21\u677f\uff0c\u8ba9\u521b\u4f5c\u8005\u4ece\u201c\u6bcf\u6b21\u624b\u52a8\u8c03\u53c2\u201d\u8fdb\u5316\u4e3a\u201c\u5b9a\u4e49\u751f\u4ea7\u7ebf\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u63d0\u5347\u5355\u6b21\u751f\u6210\u8d28\u91cf\u66f4\u5177\u957f\u671f\u58c1\u5792\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u7b2c\u4e00\uff0c\u201c\u667a\u80fd\u4f53\u56e2\u961f\u201d\u5f88\u5bb9\u6613\u6ca6\u4e3a\u8425\u9500\u8bdd\u672f\uff0c\u5982\u679c\u5404\u89d2\u8272\uff08brief\u3001stills\u3001music\u3001edit\uff09\u4e4b\u95f4\u6ca1\u6709\u771f\u6b63\u7684\u72b6\u6001\u5171\u4eab\u4e0e\u8fed\u4ee3\u53cd\u9988\u673a\u5236\uff0c\u800c\u53ea\u662f\u6309\u987a\u5e8f\u89e6\u53d1API\uff0c\u90a3\u4e0d\u8fc7\u662f\u201c\u62ab\u7740\u534f\u4f5c\u5916\u8863\u7684\u7ba1\u7ebf\u811a\u672c\u201d\uff1b\u7b2c\u4e8c\uff0c3D Director \u770b\u4f3c\u89e3\u51b3\u955c\u5934\u6f02\u79fb\uff0c\u4f46\u4f9d\u8d56\u7684\u662f\u7528\u6237\u624b\u52a8\u9884\u6f14\u7a7a\u95f4\uff0c\u8fd9\u5b9e\u9645\u4e0a\u628a\u751f\u6210\u6a21\u578b\u7684\u201c\u4e0d\u786e\u5b9a\u6027\u201d\u98ce\u9669\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u7684\u201c\u786e\u5b9a\u6027\u52b3\u52a8\u201d\uff0c\u662f\u5426\u7701\u529b\u5b58\u7591\uff1b\u7b2c\u4e09\uff0c\u5f53\u524d\u6295\u7968\u6570\u4e0e\u8bc4\u8bba\u6df1\u5ea6\u90fd\u504f\u4f4e\uff0c\u793e\u533a\u5c1a\u672a\u9a8c\u8bc1\u5176\u751f\u6210\u8d28\u91cf\u7684\u7a33\u5b9a\u6027\uff0c\u5c24\u5176\u662fH3\u6a21\u578b\u5728\u590d\u6742\u53d9\u4e8b\u548c\u957f\u955c\u5934\u4e0a\u7684\u77ed\u677f\uff0c\u4f1a\u88ab\u201c\u5168\u6d41\u7a0b\u201d\u653e\u5927\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201cSkills\u201d\u548c\u201cComfyUI\u8282\u70b9\u201d\u8fd9\u4e24\u5904\u8bbe\u8ba1\u2014\u2014\u524d\u8005\u6697\u793a\u4ea7\u54c1\u5e0c\u671b\u6210\u4e3a\u521b\u4f5c\u8005\u7684\u4e2a\u4eba\u65b9\u6cd5\u8bba\u8d44\u4ea7\u5e93\uff0c\u540e\u8005\u5219\u6307\u5411\u4e13\u4e1a\u7528\u6237\u7684\u53ef\u7f16\u7a0b\u6269\u5c55\u6027\u3002\u5982\u679c MiniMax Design \u80fd\u5728\u8fd9\u4e24\u5c42\u5efa\u7acb\u751f\u6001\uff0c\u800c\u975e\u4ec5\u4ec5\u5356\u4e00\u4e2a\u201c\u667a\u80fd\u4f53\u5e7b\u89c9\u201d\uff0c\u5b83\u624d\u53ef\u80fd\u4ece\u5c1d\u9c9c\u5de5\u5177\u5347\u7ea7\u4e3a\u751f\u4ea7\u6807\u51c6\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u7ed9\u201c\u4e00\u952e\u751f\u6210\u89c6\u9891\u201d\u5957\u4e86\u4e00\u4e2a\u66f4\u534e\u4e3d\u7684\u58f3\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\">MiniMax Design<\/span>\n                <\/div>\n<div class=\"comment-content\">MiniMax Design is a desktop app that wraps MiniMax H3 in a full production workflow. Describe the video, and agents handle the brief, stills, H3 clips, music, and edit on one canvas. Skills, a 3D director stage, and ComfyUI nodes stay there when you want more control.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/minimax\" target=\"_blank\" rel=\"noopener\">@MiniMax<\/a> already shipped <a href=\"https:\/\/www.producthunt.com\/products\/minimax\/launches\/minimax-h3\" target=\"_blank\" rel=\"noopener\">H3<\/a>. Design is the product around it.<\/p>\n<p>It gives you an agent team working on the same canvas. Describe what you want, and they can turn it into a brief, reference frames, H3 shots, music, subtitles, and eventually a finished cut. Skills let you keep a good setup and use it again like a small production line.<\/p>\n<p>The 3D Director is a good example of why the canvas matters. If a jump across a river or a camera move keeps drifting, you can stage the space and motion first, then generate the shot from that reference.<\/p>\n<p><a href=\"https:\/\/design.minimax.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">macOS and Windows builds<\/a> are live now!<\/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\">Looks cool and excited to try it out. Curious if the promo video was created using MiniMax? That would be dogfooding to the Max \ud83d\ude09<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/KBTDPMY6V3G6LL\" class=\"app-title\">Hermai Brand API<\/a><\/p>\n<div class=\"one-liner\">White label your B2B SaaS with every customer&#8217;s brand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hermai Brand API \u901a\u8fc7\u4e00\u4e2aAPI\u8c03\u7528\uff0c\u6839\u636e\u5ba2\u6237\u7684\u4f01\u4e1a\u90ae\u7bb1\u6216\u57df\u540d\u81ea\u52a8\u8bc6\u522b\u5e76\u8fd4\u56de\u5176Logo\u3001\u54c1\u724c\u8272\u3001\u516c\u53f8\u63cf\u8ff0\u53ca\u73b0\u6210\u4e3b\u9898\uff0c\u8ba9B2B SaaS\u5e94\u7528\u80fd\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u81ea\u52a8\u5b9e\u73b0\u54c1\u724c\u767d\u6807\u5316\uff0c\u514d\u53bb\u624b\u52a8\u914d\u7f6e\u7684\u7e41\u7410\uff0c\u4ece\u9996\u6b21\u767b\u5f55\u8d77\u5c31\u8425\u9020\u201c\u539f\u751f\u201d\u4f53\u9a8c\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\/f0b155af-ed0b-4b00-b6df-8fe7ade2594b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc4dc28a-cd08-4ab5-9824-fc4290d23e56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c98ceae0-b650-44ac-a3cd-d17d27942618.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6367af6d-4ff1-4c9e-ac4d-db5ffce47bd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10dc8c4b-cb87-4d1d-8534-283446626f28.gif?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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">B2B SaaS<\/span><br \/>\n            <span class=\"tag\">\u767d\u6807\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u6570\u636eAPI<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u4e2a\u6027\u5316<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u4e3b\u9898\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u54c1\u724c\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1aLogo\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u8272\u63d0\u53d6<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u5f15\u5bfc\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u89c4\u6a21\u5316\u767d\u6807\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u4ece\u624b\u52a8\u5230API\u201d\u5f88\u806a\u660e\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4e00\u662f\u8be2\u95ee\u5982\u4f55\u5904\u7406\u4e00\u4e2a\u57df\u540d\u4e0b\u591a\u4e2a\u54c1\u724c\uff08\u5b50\u54c1\u724c\uff09\uff1b\u4e8c\u662f\u62c5\u5fe7\u81ea\u52a8\u62c9\u53d6Logo\u7684\u5546\u6807\u4e0e\u6388\u6743\u98ce\u9669\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5b50\u54c1\u724c\u5904\u7406\u65b9\u6848\uff0c\u5e76\u660e\u786e\u8be5\u4ea7\u54c1\u4e3b\u8981\u7528\u4e8e\u5bf9\u5185\u5c55\u793a\uff0c\u63d0\u4f9b\u9000\u51fa\u7248\u673a\u5236\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Hermai Brand API\u7684\u806a\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86B2B SaaS\u4ece\u201c\u5355\u70b9\u9500\u552e\u201d\u8d70\u5411\u201c\u89c4\u6a21\u81ea\u670d\u201d\u65f6\u7684\u9690\u6027\u65ad\u88c2\u5e26\u3002\u521b\u59cb\u4eba\u70b9\u51fa\u4e86\u6838\u5fc3\u771f\u76f8\uff1a\u670d\u52a1\u4e00\u4e2a\u5ba2\u6237\u7684\u767d\u6807\u662f\u8bbe\u8ba1\u6d3b\uff0c\u670d\u52a1\u4e00\u5343\u4e2a\u5ba2\u6237\u7684\u767d\u6807\u662f\u6570\u636e\u6d3b\u3002\u5f53\u7136\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u4fe1\u4efb\u5916\u5305\u201d\u7684\u65e9\u671f\u9636\u6bb5\u3002\u5b83\u7684\u6280\u672f\u95e8\u69db\u5e76\u975e\u4e0d\u53ef\u903e\u8d8a\uff0c\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u6301\u7eed\u3001\u51c6\u786e\u5730\u7ef4\u62a4\u54c1\u724c\u6570\u636e\u56fe\u8c31\u2014\u2014\u4e5f\u5c31\u662f\u8bc4\u8bba\u8005\u63d0\u5230\u7684\u201c\u7f51\u7ad9\u6539\u7248\u3001Logo\u8fc7\u65f6\u201d\u7684\u810f\u6d3b\u7d2f\u6d3b\u3002\u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u201c\u753b\u76ae\u201d\uff08\u81ea\u52a8\u751f\u6210\u4e3b\u9898\uff09\uff0c\u66f4\u5728\u4e8e\u201c\u9884\u5224\u201d\uff08\u8fd4\u56de\u516c\u53f8\u63cf\u8ff0\uff0c\u7528\u4e8e\u9884\u586b\u6863\u6848\uff0c\u5851\u9020\u5f15\u5bfc\u6d41\u7a0b\uff09\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u4f01\u4e1a\u8eab\u4efd\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u628a\u539f\u672c\u9759\u6001\u7684\u201c\u5ba2\u6237\u8d44\u6599\u201d\u53d8\u6210\u4e86\u52a8\u6001\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u4e0a\u4e0b\u6587\u3002\u6700\u6709\u8fdc\u89c1\u7684\u8bbe\u8ba1\u662f\u201c\u6bcf\u9879\u5b57\u6bb5\u643a\u5e26\u6765\u6e90\u201d\uff0c\u8fd9\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4fe1\u4efb\u95ee\u9898\uff0c\u4e5f\u6697\u793a\u4e86\u672a\u6765\u5408\u89c4\u573a\u666f\u7684\u7f13\u51b2\u7a7a\u95f4\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5546\u6807\u7684\u62c5\u5fe7\u867d\u662f\u8001\u751f\u5e38\u8c08\uff0c\u4f46\u4ea7\u54c1\u5c06\u5e94\u7528\u573a\u666f\u951a\u5b9a\u5728\u201c\u5ba2\u6237\u81ea\u5df1\u7684\u8d26\u6237\u5185\u201d\u4fbf\u5de7\u5999\u89c4\u907f\u4e86\u201c\u80cc\u4e66\u201d\u7684\u6cd5\u5f8b\u9677\u9631\uff0c\u4f53\u73b0\u4e86\u5bf9B2B\u9500\u552e\u573a\u666f\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u4e0d\u8fc7\uff0c\u5bf9\u201c\u591a\u5bb6\u591a\u54c1\u724c\u7684\u516c\u53f8\u201d\u5904\u7406\u5c1a\u663e\u7c97\u7cd9\uff0c\u82e5\u672a\u6765\u4e0d\u80fd\u5904\u7406\u96c6\u56e2\u5316\u4f01\u4e1a\u591a\u5b50\u54c1\u724c\u6620\u5c04\uff0c\u5438\u5f15\u529b\u5c06\u53d7\u9650\u3002\u4f46\u603b\u4f53\u800c\u8a00\uff0c\u5b83\u628a\u4ee4\u4eba\u5934\u75bc\u7684\u5b9a\u5236\u9700\u6c42\u6253\u5305\u6210\u4e86\u53ef\u65e0\u9650\u590d\u5236\u7684API\uff0c\u662f\u5bf9\u201c\u4ea7\u54c1\u5316\u5b9a\u5236\u201d\u7406\u5ff5\u7684\u4e00\u6b21\u6f02\u4eae\u5b9e\u8df5\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\">Hermai Brand API<\/span>\n                <\/div>\n<div class=\"comment-content\">A customer signs up with a work email or domain. You get back the logo, colors, description, and a ready to apply theme. Built for B2B SaaS so every customer&#8217;s account looks like theirs from the first login. Free for 1,000 brands a month, every month. No card.<\/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 built this because white label kept showing up as a deal requirement the moment we sold past one company, and doing it by hand doesn&#8217;t survive self serve signup. Find every new logo, check the colors are readable, keep that folder current forever. Doesn&#8217;t scale.<\/p>\n<p>One call at signup takes a work email or domain and gives back the logo, a contrast checked theme, and the company&#8217;s own description. The theme is the obvious part. The description is the sleeper: prefill their profile, suggest the features that fit what they do, shape onboarding around their business. You bring the app, the API brings the context.<\/p>\n<p>White label is the loudest use, but it&#8217;s a brand data API. The same call feeds form prefill, onboarding, or enriching a record just as well.<\/p>\n<p>Every field carries its source, so you can trust it or show it. No safe color, and it keeps your theme instead of half painting something wrong. We ran 100 domains it had never seen, zero wrong company.<\/p>\n<p>Free for 1,000 brands a month. Type a domain into the box on the page and watch it repaint, or run the local skill on your own dashboard first, no key. Ask me anything, especially where it breaks.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kingsongchen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kingsongchen<\/a>&nbsp;Great Product!<\/p>\n<p>How well does it handle companies with multiple brands under one domain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kingsongchen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kingsongchen<\/a>&nbsp;The idea of turning white-label setup into an API is smart. I upvoted the product, and using company context for onboarding and personalization makes it much more useful than simple logo retrieval. The source tracking for each field is a thoughtful touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kingsongchen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kingsongchen<\/a>&nbsp;Really smart idea. Turning white-label branding into a simple <strong>brand data API like <\/strong><a href=\"https:\/\/crawlcheck.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/crawlcheck.io\/<\/a> could save a lot of manual work. Love the broader use cases beyond just theming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exactly what I needed! Excited to try it out! Congrats on the launch, Kingsong and team! \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 product, I was looking for this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish i had something like this back when I was building B2B SAAS \ud83d\ude2d\ud83d\ude2d\ud83d\ude2d it would&#8217;ve made the UX 10x slicker and probably been a huge boost to conversion rates. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks <a href=\"https:\/\/www.producthunt.com\/@gb_cov_cat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gb_cov_cat<\/a>&nbsp;! Try it out and let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool &#8211; looking forward to trying this out for branded emails!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_sousa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_sousa<\/a>&nbsp;Yes, let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@anthonycastrio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthonycastrio<\/a>&nbsp;!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool to see this in action! I tried the demo with my work email and loved how quickly it pulled everything together. Such a simple and clever idea. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cindy_huang9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cindy_huang9<\/a>&nbsp;Thank you! Glad you liked it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super exciting! Having worked with B2B brands in the past. This would be super useful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@falah_rajput\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@falah_rajput<\/a>&nbsp;! Try 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>This is such a smart product. We tried tackling this before. Brand consistency is one of those problems that seems simple until we tried to scale across all channels. Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@avril_sun1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avril_sun1<\/a>&nbsp;! &#8220;Simple until you scale it&#8221; is the whole story. One brand is a folder of assets, a thousand brands is a data problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, does this only get the colours or brand elements as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itskellysun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itskellysun<\/a>&nbsp;More than colors. You get the logo in a few variants, the colors, the company name, their own description of what they do, and a ready to apply theme that&#8217;s already contrast checked. Fonts too when a site declares them. Basically everything you&#8217;d need to make your app look like it was built for them.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, going to have my CTO look into implementing this. This should add another level of personal customization that should keeps client retention higher. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenuk_de_silva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenuk_de_silva<\/a>&nbsp;Nice, thanks. Tell your CTO about the local skill, it renders your actual dashboard in real brands on their machine before writing any integration code. Fastest way to see if it fits: npx skills add hermai-ai\/hermai-skills &#8211;skill brand-preview<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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 customers handle trademark rights and opt-outs? Some companies don&#8217;t grant permission to use logos b\/c it can imply endorsement.<\/div>\n<div class=\"comment-actions\">\n<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\/@benvreed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benvreed<\/a>&nbsp;This mostly shows a customer their own brand inside their own account, so the only people seeing Shopify&#8217;s logo are Shopify employees. Nobody&#8217;s implying endorsement to themselves. Logos on your public marketing page are a different thing. Everything we return is stuff the company already publishes, source attached, and if a brand owner wants out there&#8217;s a takedown link in our footer and we&#8217;ll pull them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kingsongchen Excellent! Thank you. My concern was automatically pulling logos into a marketing showcase on signup, but I think the internal theming is a great product. Congrats on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built a version of this at my last company. It didn&#8217;t work very well and I wondered whether it was worth investing in. So glad someone is creating a SaaS for this so it can be excellent and maintained and easy to integrate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks<a href=\"https:\/\/www.producthunt.com\/@peter_pezaris1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_pezaris1<\/a>&nbsp;. Same lesson here. The first version is easy to build. Keeping it working is the real work. Sites redesign, logos go stale, some brand colors make text unreadable. Nobody owns that in house, so it breaks. We own it full time. What broke first in yours?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/YI2F675MOQJCQE\" class=\"app-title\">Glasp for Firefox<\/a><\/p>\n<div class=\"one-liner\">Highlight and summarize any page, PDF, or video in Firefox<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Glasp for Firefox \u662f\u4e00\u6b3e\u96c6\u7f51\u9875\u3001PDF\u3001YouTube \u9ad8\u4eae\u6807\u6ce8\u4e0e AI \u6458\u8981\u4e8e\u4e00\u4f53\u7684\u8de8\u6d4f\u89c8\u5668\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\uff0c\u5e2e\u4f60\u628a\u6563\u843d\u7684\u9605\u8bfb\u75d5\u8ff9\u6c89\u6dc0\u4e3a\u53ef\u641c\u7d22\u7684\u4e2a\u4eba\u77e5\u8bc6\u5e93\uff0c\u89e3\u51b3\u201c\u8bfb\u8fc7\u5c31\u5fd8\u3001\u8d44\u6599\u96be\u627e\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\/6c07e75d-2332-436f-8afc-08dd61b78c87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92360e1c-206a-4360-9173-13becc811a88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e9f4c30-3ead-40b2-a02c-fc368901550d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02efe2ba-0f26-4592-9ddd-2cadbe7e44ba.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\">Browser Extensions<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u793e\u4ea4\u9ad8\u4eae<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u6807\u6ce8<\/span><br \/>\n            <span class=\"tag\">PDF\u6279\u6ce8<\/span><br \/>\n            <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u8de8\u6d4f\u89c8\u5668\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">Firefox\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u5bfc\u51fa<\/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\u8de8\u6d4f\u89c8\u5668\u540c\u6b65\u4e0e\u5bfc\u51fa\u529f\u80fd\uff1b\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI Clone \u7684\u9690\u79c1\u8bbe\u7f6e\uff08\u662f\u5426\u9ed8\u8ba4\u516c\u5f00\uff09\u3001MCP \u8fde\u63a5\u5668\u80fd\u5426\u6309\u6807\u7b7e\/\u65e5\u671f\u9650\u5b9a\u68c0\u7d22\u8303\u56f4\u3001\u793e\u4ea4\u9ad8\u4eae\u529f\u80fd\u4e2d\u7528\u6237\u6807\u6ce8\u7684\u9ed8\u8ba4\u53ef\u89c1\u6027\uff0c\u4ee5\u53ca\u6bcf\u65e5\u56de\u987e\u7684\u63a8\u8350\u7b97\u6cd5\u903b\u8f91\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Glasp \u7684 Firefox \u7248\u672c\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u6b21\u7b80\u5355\u7684\u6d4f\u89c8\u5668\u9002\u914d\uff0c\u800c\u662f\u4e00\u573a\u56f4\u7ed5\u201c\u77e5\u8bc6\u8d44\u4ea7\u6240\u6709\u6743\u201d\u7684\u751f\u6001\u5361\u4f4d\u6218\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u9ad8\u4eae\u6216 AI \u6458\u8981\uff0c\u800c\u662f\u201c\u8de8\u5e73\u53f0\u65e0\u611f\u540c\u6b65\u201d\u4e0e\u201c\u53ef\u968f\u65f6\u5bfc\u51fa\u201d\u7684\u9000\u8def\u8bbe\u8ba1\u2014\u2014\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u5bf9\u5de5\u5177\u7ed1\u67b6\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u7528\u514d\u8fc1\u79fb\u6210\u672c\u6362\u53d6\u4e86\u6781\u9ad8\u7684\u7528\u6237\u4fe1\u4efb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u95ee\u9898\u76f4\u6307\u5176\u91ce\u5fc3\u4e0e\u73b0\u5b9e\u7684\u88c2\u7f1d\u3002AI Clone \u7684\u9690\u79c1\u8fb9\u754c\u542b\u7cca\u3001\u793e\u4ea4\u9ad8\u4eae\u9ed8\u8ba4\u53ef\u89c1\u6027\u66a7\u6627\uff0c\u8fd9\u4e24\u70b9\u82e5\u5904\u7406\u4e0d\u5f53\uff0c\u5c06\u76f4\u63a5\u6d88\u89e3\u7528\u6237\u79ef\u7d2f\u77e5\u8bc6\u65f6\u7684\u5b89\u5168\u611f\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5f53\u7528\u6237\u62e5\u6709\u6570\u5343\u6761\u8de8\u9886\u57df\u9ad8\u4eae\u65f6\uff0c\u5f53\u524d\u7684\u641c\u7d22\u3001\u6807\u7b7e\u548c\u56de\u987e\u673a\u5236\u662f\u5426\u8db3\u4ee5\u8ba9\u77e5\u8bc6\u201c\u590d\u5229\u201d\uff1fMCP \u8fde\u63a5\u5668\u82e5\u4e0d\u80fd\u652f\u6301\u6309\u9879\u76ee\u6216\u65f6\u95f4\u7a97\u7cbe\u7ec6\u5207\u7247\uff0cAI \u4ee3\u7406\u80fd\u4ece\u77e5\u8bc6\u5e93\u4e2d\u6c72\u53d6\u7684\u4e0d\u8fc7\u662f\u6cdb\u6cdb\u800c\u8c08\u7684\u201c\u6700\u5927\u516c\u7ea6\u6570\u201d\uff0c\u800c\u975e\u6df1\u5ea6\u6d1e\u5bdf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Glasp \u7684\u201c\u793e\u4ea4\u6027\u201d\u59cb\u7ec8\u662f\u628a\u53cc\u5203\u5251\u3002\u5b83\u9f13\u52b1\u77e5\u8bc6\u5171\u4eab\uff0c\u5374\u4e5f\u8feb\u4f7f\u8bfb\u8005\u5728\u8bb0\u5f55\u654f\u611f\u4fe1\u606f\u65f6\u5fc3\u5b58\u987e\u8651\u3002\u77ed\u671f\u5185\uff0c\u514d\u8d39\u4e0e\u591a\u6a21\u578b\u63a5\u5165\u662f\u83b7\u5ba2\u5229\u5668\uff1b\u4f46\u957f\u671f\u770b\uff0c\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u6807\u6ce8\u529f\u80fd\u591a\u5f3a\u5927\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u7528\u6237\u79c1\u4eba\u77e5\u8bc6\u7684\u5185\u6838\u5f15\u64ce\uff0c\u5e76\u8ba9 AI \u514b\u9686\u771f\u6b63\u5177\u5907\u53ef\u8c03\u6559\u7684\u4e2a\u6027\u5316\u3002\u82e5\u53ea\u505c\u7559\u5728\u201c\u66f4\u6f02\u4eae\u7684\u6d4f\u89c8\u5668\u4e66\u7b7e\u201d\u9636\u6bb5\uff0c\u6050\u96be\u9003\u88ab Notion AI \u6216\u6c89\u6d78\u5f0f\u7ffb\u8bd1\u7b49\u5782\u76f4\u5de5\u5177\u8695\u98df\u7684\u547d\u8fd0\u3002\u62a2\u5148\u5360\u636e Firefox \u8fd9\u7247\u201c\u4ef7\u503c\u6d3c\u5730\u201d\u662f\u6b65\u597d\u68cb\uff0c\u4f46\u540e\u7eed\u7684\u9690\u79c1\u6e05\u6670\u5316\u4e0e\u667a\u80fd\u68c0\u7d22\u6df1\u5ea6\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u5de5\u5177\u5347\u7ef4\u4e3a\u201c\u77e5\u8bc6\u5408\u4f19\u4eba\u201d\u7684\u80dc\u8d1f\u624b\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Glasp for Firefox<\/span>\n                <\/div>\n<div class=\"comment-content\">Glasp is now on Firefox. Highlight web articles, PDFs, and YouTube transcripts in four colors, add notes and tags, and summarize any page or video with ChatGPT, Claude, or Gemini. Everything lands in one searchable library and exports to Notion, Obsidian, or Markdown. Sign in on any browser or on the mobile apps and your highlights follow you. Free, and nothing to migrate.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udccc Hi Product Hunt \ud83d\udc4b<\/p>\n<p>Glasp cofounder here!<\/p>\n<p>\ud83d\ude80 Today, we&#8217;re launching Glasp for Firefox \ud83d\ude4c<\/p>\n<p>\ud83e\udd8a Glasp on Firefox<br \/>\nFirefox was the browser people asked us for most, and it is finally here.<\/p>\n<p>Highlight text and images on any web page in four colors. Highlight and annotate PDFs. Highlight YouTube transcripts. Add notes and tags as you read, and summarize any page or video with ChatGPT, Claude, or Gemini without leaving the tab.<\/p>\n<p>Everything you save goes into one searchable library, and it comes back out whenever you want: Notion, Obsidian, plain Markdown, CSV, or through our API.<\/p>\n<p>If you already use Glasp somewhere else, there is nothing to migrate. Sign in with the same account and your existing highlights are already there, and anything you highlight in Firefox shows up in your other browsers, the web app, and the mobile apps.<\/p>\n<p>\ud83d\udd70\ufe0f Story behind Glasp<br \/>\n10 years ago, Kazuki, the co-founder of Glasp, was diagnosed with a subdural hematoma that suddenly paralyzed the left side of his body, and his doctor told him that he could go into cardiopulmonary arrest at any moment. He managed to survive through emergency surgery, but when he was confronted with the reality that he might disappear from this world, he remembers feeling an inexpressible sense of fear and frustration welling up from the bottom of his body.<\/p>\n<p>At the same time, he was struck by the desire to prove that he existed in this world and that his life had meaning, and the urge to leave something useful behind for the world while he was still alive to feel a sense of contribution to humanity.<\/p>\n<p>\ud83d\udcdaWhat is Glasp?<br \/>\nGlasp is a social web highlighter that people can use to highlight and organize quotes and thoughts from the web without switching back and forth between screens and accessing other like-minded people&#8217;s learning simultaneously.<\/p>\n<p>Our mission is to democratize access to other people&#8217;s learning and experiences that they have collected throughout their lives as a utilitarian legacy. As Glasp stands for &#8220;Greatest Legacy Accumulated as Shared Proof&#8221;, we want to visualize your contribution to human knowledge history.<\/p>\n<p>Besides Firefox support:<\/p>\n<p>\u2705 Talk with your AI Clone built from your highlights and notes \ud83e\udde0<br \/>\n\u2705 Sync all your highlights and notes from Kindle eBooks: \ud83d\udcda<br \/>\n\u2705 Get daily highlight reviews for free!<br \/>\n\u2705 Highlight and summarize YouTube videos, web pages, and PDF files!<br \/>\n\u2705 Highlight &amp; annotate PDF files \u270d\ufe0f<br \/>\n\u2705 Transcribe, summarize, and highlight audio files \ud83c\udfa7<br \/>\n\u2705 Connect Glasp to Claude and ChatGPT with our MCP Connector \ud83d\udd0c<br \/>\n\u2705 Discover more useful content from other curators: \ud83e\udd1d<\/p>\n<p>&#8230; and many more!<\/p>\n<p>We&#8217;re excited for the Product Hunt community to check it out and would love to get any feedback to improve Glasp!<\/p>\n<p>\ud83e\udded What&#8217;s Coming Up Next:<br \/>\n&#8211; Feature parity for the newest AI features<br \/>\n&#8211; Firefox mobile support<br \/>\n&#8211; Faster PDF highlighting on large files<br \/>\n&#8211; Improved UX = UI updates + bug fix<\/p>\n<p>Let&#8217;s highlight the world&#8217;s information and make it universally accessible and useful together!<\/p>\n<p>Happy learning,<br \/>\nKei<\/p><\/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\/@kei_watanabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kei_watanabe<\/a>&nbsp;Huge congrats on getting this over the line, team.. qq on the AI Clone can we choose to keep our highlight clone completely private, or is it public by default?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kei_watanabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kei_watanabe<\/a>&nbsp;The AI clone built from your own highlights is a pretty wild extension of the original idea.<\/p>\n<p>Awesome Work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kei_watanabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kei_watanabe<\/a>&nbsp;Firefox support feels like a natural expansion for Glasp. I upvoted the product, and the ability to keep highlights synced across browsers while exporting to tools like Notion and Obsidian makes the workflow especially useful for serious researchers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 launch and the direction you\u2019re taking Glasp.<\/p>\n<p>Bringing Firefox into the ecosystem feels like more than \u201cjust another browser support\u201d \u2014 a lot of power users, researchers, and knowledge workers live there, so it\u2019s a strong signal you\u2019re serious about serving that audience deeply.<\/p>\n<p>A few things stand out to me as a maker:<\/p>\n<p>&#8211; <strong>Cross-browser continuity<\/strong>: The \u201cnothing to migrate, everything just appears\u201d detail is huge. Most tools underestimate how much friction syncing and setup create. You\u2019re leaning into an \u201cit just works\u201d experience across Chrome \/ Firefox \/ web \/ mobile.<\/p>\n<p>&#8211; <strong>AI tightly woven into the workflow<\/strong>: Summarizing pages, PDFs, and YouTube directly in-tab with multiple models (ChatGPT, Claude, Gemini) is a smart move. Instead of building \u201cyet another AI wrapper,\u201d you\u2019re meeting people where they\u2019re already reading and thinking.<\/p>\n<p>&#8211; <strong>Treating highlights as a long-term asset<\/strong>: The export options (Notion, Obsidian, Markdown, CSV, API) show you respect that users own their knowledge. That\u2019s how you earn trust over time.<\/p>\n<p>&#8211; <strong>Philosophy behind the product<\/strong>: The story about wanting to leave a meaningful legacy and turning that into \u201cGreatest Legacy Accumulated as Shared Proof\u201d gives Glasp a clear north star. It\u2019s rare to see a highlight tool with such an explicit human motivation behind it.<\/p>\n<p>Curious about two things from a product perspective:<\/p>\n<p>1. How you\u2019re thinking about <em>surfacing<\/em> past highlights at the right moment (beyond search and daily reviews) so the knowledge actually compounds.<\/p>\n<p>2. How the AI Clone evolves over time as people highlight across very different domains (e.g., technical papers + philosophy + business blogs).<\/p>\n<p>Big congrats on the Firefox release \u2014 excited to see how you expand into mobile Firefox and deepen the AI features next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP connector is the part I want to dig into. When Claude queries Glasp through MCP, does it get access to all highlights across every source, or can you scope the context to a specific tag or date range? I tag things heavily by project, and for agent workflows the difference between all 5,000 saved clips and just the 40 tagged for a current research thread matters a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Firefox launch. Since Glasp bills itself as a social highlighter, I&#8217;m curious how the default privacy works in practice &#8211; if I highlight a paragraph on a public article, is that highlight private to me by default, or is there a layer where other Glasp users browsing the same page can see what I marked up unless I opt out? That distinction matters a lot for how comfortable people are highlighting sensitive or work-related reading.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like such new things that are coming for my lovely Browser! Thanks, Guy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on the launch! Is it kind of like browser bookmarks, but more convenient and modern, with AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations! It&#8217;s nice to see Firefox supported \ud83d\ude42 How do daily highlights resurface things: by relevance, randomly, in some other 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making knowledge easier to capture is one thing, but making it searchable and useful later is the real value. Great to see Glasp finally available for Firefox users. Congrats on the launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/AOIGYVQTYHCPRE\" class=\"app-title\">Aloud<\/a><\/p>\n<div class=\"one-liner\">Turn spoken feedback into tasks your coding agent can run<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aloud\u662f\u4e00\u6b3emacOS\u7aef\u8bed\u97f3\u53cd\u9988\u5de5\u5177\uff0c\u901a\u8fc7\u672c\u5730Whisper\u8f6c\u5f55\uff0c\u5c06\u5f00\u53d1\u8005\u53e3\u8ff0\u7684\u754c\u9762\u95ee\u9898\uff08\u542b\u8bed\u97f3\u3001\u5c4f\u5e55\u5f55\u5236\u548c\u5b9e\u65f6\u5b57\u5e55\uff09\u4e00\u952e\u8f6c\u5316\u4e3aClaude Code\u3001Cursor\u6216Codex\u53ef\u76f4\u63a5\u6267\u884c\u7684\u7cbe\u786e\u4efb\u52a1\uff0c\u89e3\u51b3\u201c\u5199\u53cd\u9988\u6bd4\u8bf4\u53cd\u9988\u6162\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\/8fffc5fa-062f-46bb-b347-06c912146b11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/074f6e0a-43c1-4a5d-bdec-f491386c2b77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4be02449-476d-4000-ab21-19ce2c00a356.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89b1c4c4-a305-4896-895f-1cb8861186db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8bed\u97f3\u8f6c\u4efb\u52a1<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u5f55\u5236<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u8f6c\u5f55<\/span><br \/>\n            <span class=\"tag\">Claude Code<\/span><br \/>\n            <span class=\"tag\">Cursor<\/span><br \/>\n            <span class=\"tag\">Codex<\/span><br \/>\n            <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\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\u8ba4\u53ef\u201c\u6307\u70b9\u548c\u8bf4\u8bdd\u201d\u6bd4\u6253\u5b57\u81ea\u7136\uff0c\u80fd\u7701\u53bb\u63cf\u8ff0\u4f4d\u7f6e\u7684\u9ebb\u70e6\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u4ec5\u652f\u6301Whisper\uff08\u5bf9\u6bd4Raycast\u542c\u5199\uff09\uff1b\u4e0e\u201c\u622a\u56fe\u7ed9Agent+\u7f16\u6392\u5de5\u5177\u201d\u65b9\u6848\u7684\u5dee\u5f02\uff1b\u6f84\u6e05\u201cthis\u201d\u65f6\uff0c\u4efb\u52a1\u643a\u5e26\u7684\u662f\u5143\u7d20\u5f15\u7528\u8fd8\u662f\u4ec5\u6587\u5b57\u63cf\u8ff0\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e0d\u78b0DOM\u3001\u53ea\u8bfb\u50cf\u7d20\uff0c\u5e76\u901a\u8fc7\u89c6\u89c9+\u8ffd\u95ee\u673a\u5236\u6d88\u89e3\u6b67\u4e49\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                Aloud\u5207\u4e2d\u7684\u4e0d\u662f\u201c\u5199\u4ee3\u7801\u201d\u7684\u75db\u70b9\uff0c\u800c\u662f\u201c\u63cf\u8ff0\u4ee3\u7801\u95ee\u9898\u201d\u7684\u75db\u70b9\u2014\u2014\u8fd9\u662f\u7f16\u7801Agent\u666e\u53ca\u540e\u65b0\u51fa\u73b0\u7684\u3001\u88ab\u5927\u591a\u6570\u4eba\u5ffd\u89c6\u7684\u74f6\u9888\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f55\u97f3\u548c\u8f6c\u5f55\uff08\u8fd9\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u201c\u6b67\u4e49\u6d88\u89e3\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u951a\u5b9a\u201d\u7684\u5de5\u7a0b\u5316\uff1a\u7528\u89c6\u89c9\u6a21\u578b\u547d\u540d\u201cthis\u201d\u6307\u4ee3\u7684\u50cf\u7d20\uff0c\u7528\u4e00\u6b21\u4e00\u9898\u7684Clarify\u673a\u5236\u5c06\u53e3\u8bed\u6b8b\u6e23\u8fc7\u6ee4\u6210Agent\u53ef\u6267\u884c\u7684\u4efb\u52a1\u3002\u8fd9\u79cd\u201c\u5148\u7406\u89e3\u518d\u4ea4\u4ed8\u201d\u7684\u601d\u8def\uff0c\u786e\u5b9e\u6bd4\u8ba9Agent\u76f2\u731c\u518d\u7b49diff\u53cd\u9988\u8981\u9ad8\u6548\u4e00\u4e2a\u91cf\u7ea7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u5176\u4e00\uff0c\u5b83\u89e3\u51b3\u7684\u4ecd\u662f\u201c\u5c0f\u4efb\u52a1\u201d\u573a\u666f\u3002\u5bf9\u4e8e\u9700\u8981\u8de8\u6587\u4ef6\u3001\u591a\u6b65\u9aa4\u3001\u6d89\u53ca\u67b6\u6784\u5224\u65ad\u7684\u590d\u6742\u9700\u6c42\uff0c\u53e3\u8bed\u63cf\u8ff0+\u622a\u56fe\u4ecd\u8fdc\u4e0d\u5982\u4e00\u4efd\u7ed3\u6784\u5316\u6587\u6863\u53ef\u9760\uff0c\u5f3a\u884c\u8f6c\u5316\u53ea\u4f1a\u5f97\u5230\u201c\u770b\u8d77\u6765\u8be6\u7ec6\u4f46\u7f3a\u4e4f\u5168\u5c40\u89c2\u201d\u7684\u4f2a\u4efb\u52a1\u3002\u5176\u4e8c\uff0c\u5b83\u7684\u62a4\u57ce\u6cb3\u6781\u6d45\u3002\u672c\u5730Whisper\u3001\u5c4f\u5e55\u5f55\u5236\u3001\u89c6\u89c9\u547d\u540d\u8fd9\u4e9b\u90fd\u662f\u6210\u719f\u7ec4\u4ef6\uff0c\u4efb\u4f55\u6709\u91ce\u5fc3\u7684Agent IDE\uff08\u5982Cursor\u7684Composer\u66f4\u65b0\uff09\u90fd\u80fd\u5728\u4e0b\u4e00\u7248\u672c\u539f\u751f\u96c6\u6210\u7c7b\u4f3c\u4ea4\u4e92\uff0c\u72ec\u7acb\u5de5\u5177\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u5feb\u901f\u6324\u538b\u3002\u5176\u4e09\uff0c\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u201c\u4e0d\u78b0DOM\u53ea\u770b\u50cf\u7d20\u201d\u7684\u575a\u6301\u662f\u53cc\u5203\u5251\u2014\u2014\u5b83\u4fdd\u8bc1\u4e86\u901a\u7528\u6027\uff08Figma\u3001\u539f\u751fApp\u90fd\u80fd\u7528\uff09\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u65e0\u6cd5\u83b7\u5f97\u6df1\u5c42\u4ee3\u7801\u7ea7\u4e0a\u4e0b\u6587\uff0c\u751f\u6210\u7684\u4efb\u52a1\u4e0a\u9650\u88ab\u5c01\u6b7b\u5728\u201cUI\u4fee\u6539\u201d\u5c42\u9762\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u806a\u660e\u7684\u8fc7\u6e21\u671f\u4ea7\u54c1\uff0c\u4f46\u6781\u53ef\u80fd\u6210\u4e3a\u5927\u5382IDE\u529f\u80fd\u7684\u201c\u9884\u6f14\u7248\u201d\uff0c\u800c\u975e\u7ec8\u5c40\u5f62\u6001\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Aloud<\/span>\n                <\/div>\n<div class=\"comment-content\">Feedback is easier said than written. Aloud records your voice, your screen and a live transcript together while you talk through your app \u2013 pointing at things, changing your mind. Then one press: it rewrites the transcript into what you actually meant, asks about anything that could be read two ways, pulls the screenshots you were pointing at, and turns the session into tasks for Claude Code, Cursor or Codex. Whisper runs on-device \u2013 your audio and video never leave the Mac.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I build with coding agents all day, and the bottleneck stopped being the<br \/>\ncode a while ago. It&#8217;s the brief. I&#8217;d spot something wrong in the UI, then<br \/>\nspend five minutes typing what I could have said in ten seconds \u2013 and still<br \/>\nleave out the screenshot that would have made it obvious.<\/p>\n<p>Aloud is the opposite. Hit record and talk through the build like someone&#8217;s<br \/>\nsitting next to you. Voice, screen and a live transcript, captured together,<br \/>\nwith the recorder hidden from the video.<\/p>\n<p>The part I&#8217;m proudest of is what happens after you stop. Real speech is a<br \/>\nmess: you say &#8220;move this over there&#8221;, you change your mind mid-sentence, you<br \/>\ntrail off. Aloud rewrites the transcript into what you actually meant, keeps<br \/>\nonly the calls you stood by, then asks about anything still ambiguous \u2013 one<br \/>\nquestion at a time, over the line it&#8217;s about, with a recommended answer and<br \/>\none alternative. It pulls the frames you were pointing at, crops and captions<br \/>\nthem, and turns the whole thing into tasks sized for one agent in one<br \/>\nworktree. Copy a task, or export the session as a single self-contained HTML<br \/>\nfile and drop it into Claude Code, Cursor or Codex.<\/p>\n<p>Transcription is on-device Whisper \u2013 audio and video never leave your Mac.<br \/>\nOnly transcript text goes out, and only when you ask for the cleanup.<\/p>\n<p>macOS, Apple silicon, free. What does your feedback \u2192 agent handoff look like<br \/>\ntoday? I want to know where this breaks for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wojciech_dobry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wojciech_dobry<\/a>&nbsp;Being able to just point and talk feels way more natural than typing it all out.<\/p>\n<p>awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@yashekbote exactly that!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Is it limited to Whisper, though? I started using Raycast dictation, and it\u2019s pretty reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 intriguing but I&#8217;m confused. I do this process with Whisperflow and tell Claude Code all the things I want to have changed on screens and use Fable to orchestrate Opus agents to make the changes. Since it can see the screen shots on the local dev server for the screen I&#8217;m talking about it knows already and I just tell it which button or components to change (not by component library name, just natural language) and it does the updates? Perhaps I&#8217;m missing something. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@automateiq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@automateiq<\/a>&nbsp;You&#8217;re not missing much*. If you&#8217;re the developer, the app is a local web app, and your agent can drive it \u2013 that loop genuinely works. <strong>Aloud is for the parts where it doesn&#8217;t.<\/strong><\/p>\n<p>Your agent screenshots the dev server, so it sees the screen it can reach. It can&#8217;t reach the state you were in: a hover, a loading shimmer on the third row, an error that appeared once, step four of a flow behind auth, an animation mid-frame. Aloud records continuously, so the picture attached to a sentence is the frame from the moment you said it. It&#8217;s also not browser-bound \u2014 same thing works on a native app, on Figma, on someone else&#8217;s product.<\/p>\n<p>The other difference is who resolves &#8220;this&#8221;. In your loop the agent guesses from a screenshot and you find out whether it guessed right after the diff. Aloud asks you first \u2014 one question, over the line it&#8217;s about, with a recommended answer and one alternative, usually a tap \u2014 then folds your answer into the transcript, so &#8220;move this button&#8221; reaches the agent as <em>&#8220;Move the Export button to the left of Settings.&#8221;<\/em> A wrong guess costs an agent run; a question costs a tap.<\/p>\n<p>What comes out is a plan \u2013 tasks sized for one worktree, in waves that run in parallel, each with its own brief and screenshots. You&#8217;ve built that part yourself. Most people talking to an agent haven&#8217;t.<\/p>\n<p><strong>Aloud takes the commitment out of speaking<\/strong>: with dictation, the moment you stop talking it&#8217;s already running \u2013 here nothing moves until you&#8217;ve read back what you said and changed your mind as many times as you like.<\/p>\n<p><strong>Aloud is designed for long running sessions.<\/strong> You could easily talk to it for an hour.<\/p>\n<p>* \u2013 yet, because Aloud in a week will offer MUCH more. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@wojciech_dobry Congrats on the launch. The pointing is the part I&#8217;d use. Not having to describe where something is, top left, bottom of this panel, that saves a hell of a lot of time. Definitely worth a try. Thanks for making this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richardmohammed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardmohammed<\/a>&nbsp;Thank you for your comment! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wojciech_dobry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"wojciech_dobry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wojciech_dobry<\/a> The brief-quality framing rings true, but spoken feedback leans hard on pointing: &#8220;move this up&#8221;, &#8220;that button&#8221;. When the transcript says &#8220;this&#8221; and the capture shows where my cursor was, does the task your agent receives carry the actual element or file reference, or just the 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clement_avq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_avq<\/a>&nbsp;Neither \u2013 Aloud never touches the DOM, it reads pixels. What it does is refuse to let &#8220;this&#8221; stay &#8220;this&#8221;: a vision pass reads the frame from the moment you said it and tries to name the thing itself, and only when it can&#8217;t does Clarify ask you \u2013 over the line it&#8217;s about, with a recommended answer and one alternative.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VCZNOGHAWYUJEU\" class=\"app-title\">Shape<\/a><\/p>\n<div class=\"one-liner\">The agentic IDE for designers and programmers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shape \u662f\u4e00\u6b3e\u9762\u5411\u8bbe\u8ba1\u5e08\u4e0e\u7a0b\u5e8f\u5458\u7684\u4e00\u4f53\u5316 Agentic IDE\uff0c\u5c06\u53ef\u89c6\u5316\u754c\u9762\u7f16\u8f91\u3001\u4ee3\u7801\u7f16\u5199\u3001Git \u7ba1\u7406\u548c AI \u804a\u5929\u96c6\u6210\u4e8e\u540c\u4e00\u684c\u9762\u5e94\u7528\uff0c\u89e3\u51b3\u7528\u6237\u5728\u529f\u80fd\u5f00\u53d1\u65f6\u9891\u7e41\u5207\u6362\u7f16\u8f91\u5668\u3001\u8bbe\u8ba1\u7a3f\u3001\u7248\u672c\u63a7\u5236\u4e0e AI \u5de5\u5177\u7684\u9ad8\u6210\u672c\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cd9f4ce-20fc-45e2-b05d-fa8126fa8306.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eac0a00a-3c3e-4a05-a8c2-0e1efda2377a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c2b701b-8518-4bf9-aea9-0aacdf8ae38a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2730205-86a3-4ab6-9a16-aff84b450c31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73ceb379-f344-4a38-8d38-9d0950afb3eb.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\">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\">\u667a\u80fdIDE<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u5f00\u53d1\u4e00\u4f53\u5316<\/span><br \/>\n            <span class=\"tag\">Git\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n            <span class=\"tag\">\u7f16\u7a0b\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Windows\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">Agent\u5de5\u4f5c\u6d41<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef Windows \u4f18\u5148\u7b56\u7565\u53ca\u201c\u7f16\u8f91\u5668+\u53ef\u89c6\u5316+AI Agent\u201d\u6574\u5408\u4ef7\u503c\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u53ef\u89c6\u5316\u6539\u52a8\u662f\u5426\u4ee5\u666e\u901a diff \u843d\u5165 Git\uff1f\u64cd\u4f5c\u4e0e AI \u7f16\u8f91\u51b2\u7a81\u65f6\u8c01\u4f18\u5148\uff1f\u8bbe\u8ba1\u80fd\u529b\u662f\u771f\u5b9e\u5e03\u5c40\u7ec4\u4ef6\u8fd8\u662f\u4ec5\u6837\u5f0f\u8c03\u6574\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u5b9e\u73b0\u201cApply \u6682\u5b58\u3001\u6700\u540e\u4e00\u6b21\u4fdd\u5b58\u80dc\u51fa\u3001\u53ef\u5f00\u542f\u7f16\u8f91\u5ba1\u6279\u201d\u673a\u5236\uff0c\u4f46\u89c6\u89c9\u8bbe\u8ba1\u6df1\u5ea6\u4ecd\u9700\u9a8c\u8bc1\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                Shape \u7684\u5356\u70b9\u5e76\u975e\u201cAI \u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u201c\u780d\u6389\u5f00\u53d1\u8005\u8de8\u5de5\u5177\u5207\u6362\u7684\u9690\u6027\u65f6\u95f4\u7a0e\u201d\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u8bd5\u56fe\u7528\u672c\u5730\u53ef\u89c6\u5316\u9884\u89c8\u4f5c\u4e3a\u4e2d\u4ecb\uff0c\u5c06 AI \u751f\u6210\u3001\u8bbe\u8ba1\u5e08\u8c03\u6574\u3001\u7a0b\u5e8f\u5458\u91cd\u6784\u3001Git \u8ffd\u8e2a\u7eb3\u5165\u4e00\u4e2a\u95ed\u73af\u2014\u2014\u8fd9\u662f\u5bf9\u73b0\u6709\u201cFigma\/\u7f16\u8f91\u5668\/\u7ec8\u7aef\/AI \u52a9\u624b\u201d\u56db\u8db3\u9f0e\u529b\u5de5\u4f5c\u6d41\u7684\u6b63\u9762\u62c6\u89e3\u3002\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e **\u5c06 AI \u4ee3\u7406\u7684\u884c\u4e3a\u8f68\u8ff9\u4e0e\u7248\u672c\u63a7\u5236\u7edf\u4e00\u8bed\u4e49\u5316**\uff0c\u5373\u201c\u62d6\u62fd\u4e4b\u540e\u7684 diff \u4e0e AI \u4fee\u6539\u540e\u7684 diff \u5f52\u5c5e\u53ef\u6eaf\u6e90\u201d\uff0c\u8fd9\u4e00\u70b9\u6bd4\u5927\u591a\u6570\u4ec5\u63a5\u4e00\u4e2a AI \u804a\u5929\u7a97\u7684 IDE \u66f4\u63a5\u8fd1\u5b9e\u9645\u751f\u4ea7\u9700\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u8bc4\u8bba\u4e5f\u66b4\u9732\u51fa\u5b83\u5c1a\u5904\u96cf\u5f62\uff1a\u7b2c\u4e00\uff0c\u6240\u8c13\u201c\u53ef\u89c6\u5316\u8bbe\u8ba1\u201d\u82e5\u53ea\u505c\u7559\u5728\u5bf9\u5df2\u5b58\u5728\u7ec4\u4ef6\u7684\u6837\u5f0f\u8c03\u6574\uff0c\u800c\u975e\u5bf9\u7ec4\u4ef6\u6811\/\u5e03\u5c40\u903b\u8f91\u7684\u6df1\u5c42\u64cd\u4f5c\uff0c\u5219\u4ecd\u96be\u66ff\u4ee3 Figma \u5bf9\u8bbe\u8ba1\u63a2\u7d22\u7684\u652f\u6301\uff1b\u7b2c\u4e8c\uff0c\u201c\u6700\u540e\u4e00\u4e2a\u4fdd\u5b58\u65b9\u80dc\u51fa\u201d\u7684\u51b2\u7a81\u7b56\u7565\u867d\u7b80\u5355\u53ef\u9760\uff0c\u4f46\u5728\u591a\u4ee3\u7406\uff08\u7528\u6237+AI\uff09\u5e76\u53d1\u7f16\u8f91\u540c\u4e00\u6587\u4ef6\u7684\u9ad8\u9891\u573a\u666f\u4e0b\uff0c\u6025\u8e81\u8986\u76d6\u5c06\u5f15\u53d1\u5927\u91cf\u8fd4\u5de5\uff0c\u7f16\u8f91\u5ba1\u6279\u867d\u80fd\u7f13\u51b2\u5374\u7834\u574f\u6d41\u7545\u6027\uff1b\u7b2c\u4e09\uff0cWindows \u4f18\u5148\u867d\u662f\u5dee\u5f02\u5316\u5207\u53e3\uff0c\u5374\u4f7f\u5176\u9519\u5931\u5927\u91cf Mac \u7aef\u7684\u6838\u5fc3\u8bbe\u8ba1\u7528\u6237\uff0c\u53ef\u80fd\u5c06\u201c\u8bbe\u8ba1\u5e08+\u7a0b\u5e8f\u5458\u201d\u53cc\u91cd\u53d7\u4f17\u4e2d\u7684\u8bbe\u8ba1\u5e08\u7fa4\u4f53\u5929\u7136\u5730\u62d2\u4e4b\u95e8\u5916\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u673a\u4f1a\u70b9\u5728\u4e8e\uff1a\u5982\u679c Shape \u80fd\u6301\u7eed\u5c06 Git \u8bed\u4e49\u4ece\u201c\u4ee3\u7801\u884c\u201d\u63d0\u5347\u4e3a\u201c\u8bbe\u8ba1\u610f\u56fe\u201d\uff08\u5982\u4e00\u4e2a\u53ef\u56de\u6eaf\u7684\u7ec4\u4ef6\u72b6\u6001\u53d8\u66f4\uff09\uff0c\u5e76\u4ee5\u6b64\u5efa\u7acb AI \u4ee3\u7406\u7684\u8d23\u4efb\u53f0\u8d26\uff0c\u5b83\u5c06\u6210\u4e3a\u7b2c\u4e00\u6761\u503c\u5f97\u89c4\u6a21\u5316\u4f9d\u8d56\u7684\u201c\u8bbe\u8ba1-\u4ee3\u7801-AI\u201d\u4fe1\u4efb\u94fe\u3002\u4f46\u82e5\u505c\u7559\u5728\u201c\u5de5\u5177\u805a\u5408\u5668\u201d\u800c\u65e0\u6cd5\u5f62\u6210\u6df1\u5ea6\u5fc3\u667a\u7c98\u6027\uff0c\u5219\u6781\u5bb9\u6613\u88ab JetBrains AI\u3001Cursor \u4e0e Figma \u4e09\u65b9\u5939\u51fb\u3002\u4e0b\u4e00\u9636\u6bb5\u7684\u5173\u952e\u770b\u4e24\u70b9\uff1a\u4e00\u662f\u53ef\u89c6\u5316\u64cd\u4f5c\u5bf9\u771f\u5b9e\u5de5\u7a0b\u4ee3\u7801\u7684\u4fb5\u5165\u6df1\u5ea6\uff0c\u4e8c\u662f\u591a\u4ee3\u7406\u5e76\u53d1\u7f16\u8f91\u65f6\u51b2\u7a81\u8bed\u4e49\u7684\u7cbe\u7ec6\u5316\u3002\u76ee\u524d\u6570\u636e\uff08107 \u7968\uff09\u4ec5\u8868\u660e\u65e9\u671f\u5173\u6ce8\uff0c\u5c1a\u672a\u9a8c\u8bc1\u7559\u5b58\u4e0e\u95ed\u73af\u6548\u7387\uff0c\u9700\u8c28\u614e\u4e50\u89c2\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\">Shape<\/span>\n                <\/div>\n<div class=\"comment-content\">Shape is the agentic IDE for designers and programmers. Design, code, Git, and AI chat in one desktop app. Download for Windows.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Shape because I got tired of jumping between my editor, Figma, GitHub, terminal, and AI tools just to ship a feature.<\/p>\n<p>Shape brings those workflows into one desktop IDE. You can edit your running app visually, work with an AI agent directly in your repo, and manage Git without leaving the editor.<\/p>\n<p>It\u2019s still very early, so I\u2019d genuinely love feedback on what feels useful, what feels unnecessary, and where the product falls apart.<\/p>\n<p>Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natcale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natcale<\/a>&nbsp;  Bringing the editor, Figma-style visual editing, Git, and an AI agent into one desktop app is a real &#8220;stop context-switching&#8221; pitch \u2014 that jump between tools you mentioned is exactly the friction most devs just quietly accept as normal.<\/p>\n<p>Nathan, you should also bring Shape onto Snikus \u2014 a merit-based platform for founders where your visibility keeps building on real shipped work, not just a one-day launch spotlight. Season 1&#8217;s live right now, free to join.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@natcale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natcale<\/a>&nbsp;The editor + visual changes + agent in one loop is the interesting part<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@natcale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natcale<\/a>&nbsp;The gap between the editor and Figma is the one nobody has closed properly, so this is worth watching. When you say design in the same workspace, how far does that go? Laying out real components against the code, or more like styling what already exists?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Windows first for an agentic IDE is the thing I noticed. Almost everything in this category ships Mac and gets to Windows months later, so that is a real choice and it is the reason I can actually try it.<\/p>\n<\/p>\n<p>You asked where it falls apart. The seam I would look at is between the visual editor and the agent. When I change something on the running app, does that land in git as an ordinary diff? And can I tell later which lines came from me dragging things around and which the agent wrote?<\/p>\n<\/p>\n<p>Also, if the agent is halfway through editing the file I am clicking on, who wins?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dimhold\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dimhold<\/a>&nbsp;Windows first was on purpose. Glad that let you try it.<\/p>\n<p>Live preview tweaks stay pending until Apply. Apply writes source, and git sees a normal diff.<\/p>\n<p>After you commit, those lines are just code. Chat still has the agent\u2019s diffs from that session.<\/p>\n<p>If the agent is already writing the file you\u2019re clicking, the last save wins. The editor reloads. Unsaved typing on that file gets replaced. Turn on edit approval if you want it to wait.<\/p>\n<p>But thanks for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/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\/UG2LC5QUB4IBYY\" class=\"app-title\">bitdrift.ai<\/a><\/p>\n<div class=\"one-liner\">The world\u2019s first agentic mobile observability platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>bitdrift.ai \u662f\u5168\u7403\u9996\u4e2a\u201c\u667a\u80fd\u4f53\u5f0f\u201d\u79fb\u52a8\u7aef\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\uff0c\u901a\u8fc7\u5b9e\u65f6\u3001\u5168\u4fdd\u771f\u7684\u8bbe\u5907\u7aef\u6570\u636e\u901a\u9053\uff0c\u8ba9AI\u4ee3\u7406\u81ea\u4e3b\u67e5\u8be2\u7528\u6237\u884c\u4e3a\u5e76\u81ea\u52a8\u6392\u969c\uff0c\u89e3\u51b3\u4f20\u7edf\u79fb\u52a8\u89c2\u6d4b\u5de5\u5177\u6570\u636e\u91c7\u6837\u6ede\u540e\u3001\u4f9d\u8d56\u53d1\u7248\u624d\u80fd\u83b7\u53d6\u4fe1\u606f\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\/1d3f1b50-b256-48ed-9a49-e361defe11a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1996a8a7-cdb3-4ce0-a4ea-460533b551f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7c24995-bc18-47ad-9d41-77afd405acac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b51c7b61-bcd1-442f-9d9d-a3582623352b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e67a0b15-0ee3-4b59-a2e4-1cdeae4f53bc.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\/cb0d9265-637d-440c-8058-3bb0480ae825.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uaS0XScCWns?si=aczOX7jBXB_AfqKe\"><source src=\"https:\/\/youtu.be\/uaS0XScCWns?si=aczOX7jBXB_AfqKe\" 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\">\u79fb\u52a8\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u7ba1\u9053<\/span><br \/>\n            <span class=\"tag\">\u5168\u4fdd\u771f\u9065\u6d4b<\/span><br \/>\n            <span class=\"tag\">RUM<\/span><br \/>\n            <span class=\"tag\">\u79fb\u52a8\u7aef\u6392\u969c<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u5907\u7aef\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">MTTR\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>\u8001\u7528\u6237\u79f0\u4eceFirebase\u8fc1\u79fb\u540e\u96c6\u6210\u987a\u7545\u3001\u5f00\u9500\u4f4e\uff0c\u80fd\u5b9e\u65f6\u5b9a\u4f4d\u7528\u6237\u95ee\u9898\u4e14\u6210\u672c\u672a\u589e\uff1bCEO\u5f3a\u8c03\u65e0\u9700\u7b49\u5f85\u53d1\u7248\u5373\u53ef\u8ba9AI\u4ee3\u7406\u81ea\u4e3b\u8bca\u65ad\u4fee\u590d\uff0cBeta\u5ba2\u6237\u7f3a\u9677\u4fee\u590d\u7387\u63d0\u534710\u500d\u3002\u7528\u6237\u5bf9\u201c\u514d\u731c\u6d4b\u5d29\u6e83\u6839\u56e0\u201d\u573a\u666f\u5174\u8da3\u6d53\u539a\uff0c\u5e76\u8ffd\u95ee\u4ea7\u54c1\u8d77\u6e90\uff08\u6e90\u81eaLyft\u5185\u90e8\u516d\u5e74\u5b9e\u8df5\uff09\u3002\u65e0\u8d1f\u9762\u53cd\u9988\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                bitdrift.ai \u7684\u201c\u4e16\u754c\u9996\u4e2a\u201d\u5e76\u975e\u8425\u9500\u5671\u5934\u2014\u2014\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u79fb\u52a8\u53ef\u89c2\u6d4b\u6027\u884c\u4e1a\u957f\u671f\u65e0\u89e3\u7684\u201c\u6570\u636e\u65f6\u6548\u4e0e\u4fdd\u771f\u5ea6\u201d\u6b7b\u7a74\u3002\u6240\u6709\u5ba3\u79f0\u5177\u5907AI\u80fd\u529b\u7684\u7ade\u54c1\uff08\u5982Datadog\u3001New Relic\uff09\u5728\u79fb\u52a8\u7aef\u4ecd\u4f9d\u8d56\u9ad8\u91c7\u6837\u7387\u3001\u6279\u91cf\u4e0a\u62a5\u7684\u9648\u65e7\u67b6\u6784\uff0c\u8fd9\u5bfc\u81f4AI\u4ee3\u7406\u53ea\u80fd\u57fa\u4e8e\u201c\u4e8b\u540e\u6b8b\u7f3a\u201d\u7684\u6570\u636e\u505a\u63a8\u65ad\uff0c\u672c\u8d28\u662f\u4f2a\u667a\u80fd\u3002bitdrift \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4ece\u5e95\u5c42\u91cd\u6784\u4e86\u6570\u636e\u7ba1\u9053\uff1a\u901a\u8fc7\u5b9e\u65f6\u63a7\u5236\u5e73\u9762\u4e0e\u8bbe\u5907\u7aef\u5b58\u50a8\u7684\u8026\u5408\uff0c\u5b9e\u73b0\u4e86\u201c\u9700\u8981\u65f6\u5343\u500d\u6570\u636e\u3001\u65e0\u4e8b\u65f6\u96f6\u6d41\u91cf\u201d\u7684\u6309\u9700\u62c9\u53d6\u6a21\u5f0f\u3002\u8fd9\u4e00\u8bbe\u8ba1\u4e0d\u4ec5\u7ed5\u5f00\u4e86\u82f9\u679c\/\u5b89\u5353\u7684\u8054\u7f51\u4e0d\u53ef\u9760\u6027\u4e0e\u53d1\u7248\u5468\u671f\u9650\u5236\uff0c\u66f4\u8ba9AI\u4ee3\u7406\u80fd\u5728\u79d2\u7ea7\u53cd\u9988\u5faa\u73af\u4e2d\u53cd\u590d\u9a8c\u8bc1\u5047\u8bbe\uff0c\u8fd9\u624d\u662f\u5176\u5ba3\u79f0\u201c10\u500dMTTR\u6539\u5584\u201d\u7684\u6280\u672f\u5e95\u6c14\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u9700\u51b7\u9759\u770b\u5f85\u5176\u65b0\u9c9c\u5ea6\uff1a\u8fd9\u79cd\u601d\u8def\u5728\u670d\u52a1\u7aef\u53ef\u89c2\u6d4b\u6027\uff08\u5982Aviator\u3001Rootly\uff09\u5df2\u6709\u5b9e\u8df5\uff0cbitdrift \u7684\u4ef7\u503c\u5728\u4e8e\u628a\u8be5\u8303\u5f0f\u8270\u96be\u5730\u642c\u5230\u4e86\u79fb\u52a8\u7aef\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u4e00\u662f\u5176\u201c\u8bbe\u5907\u7aef\u5b58\u50a8\u201d\u4f1a\u4e0d\u53ef\u907f\u514d\u5730\u5f15\u53d1\u4e25\u91cd\u9690\u79c1\u4e0e\u5408\u89c4\u8d28\u7591\uff08\u5c24\u5176\u5bf9GDPR\u654f\u611f\u7684\u4f01\u4e1a\uff09\uff0c\u8bc4\u8bba\u4e2d\u65e0\u4eba\u63d0\u53ca\u8fd9\u70b9\uff0c\u662f\u4e2a\u9690\u60a3\uff1b\u4e8c\u662f\u201c\u5168\u4fdd\u771f\u6570\u636e\u201d\u610f\u5473\u7740\u7f51\u7edc\u4e0a\u884c\u5e26\u5bbd\u6210\u672c\u6fc0\u589e\uff0c\u867d\u7136\u6309\u9700\u8bbe\u8ba1\u80fd\u7f13\u89e3\uff0c\u4f46\u6781\u7aef\u573a\u666f\uff08\u5982\u5927\u89c4\u6a21\u6545\u969c\u65f6\u5168\u7f51\u62c9\u53d6\uff09\u7684\u7206\u70b8\u6027\u6210\u672c\u672a\u7ecf\u9a8c\u8bc1\uff1b\u4e09\u662fAI\u4ee3\u7406\u81ea\u4e3b\u4fee\u590d\u7684\u80fd\u529b\u76ee\u524d\u4ecd\u505c\u7559\u5728\u67e5\u8be2\u4e0e\u8bca\u65ad\u9636\u6bb5\uff0c\u771f\u6b63\u201c\u81ea\u4e3b\u884c\u52a8\u201d\uff08\u5982\u4e0b\u53d1\u8865\u4e01\uff09\u8ddd\u79bb\u751f\u4ea7\u73af\u5883\u8fd8\u5f88\u8fdc\u3002\u82e5\u540e\u7eed\u80fd\u89e3\u51b3\u4e0a\u8ff0\u4e09\u70b9\uff0c\u5c24\u5176\u662f\u9690\u79c1\u5408\u89c4\u6846\u67b6\uff0c\u8be5\u4ea7\u54c1\u6709\u6f5c\u529b\u6210\u4e3a\u79fb\u52a8\u53ef\u89c2\u6d4b\u6027\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u5e73\u53f0\uff1b\u5426\u5219\uff0c\u66f4\u53ef\u80fd\u6ca6\u4e3a\u5c11\u6570\u6280\u672f\u5148\u8fdb\u578b\u516c\u53f8\u7684\u5c0f\u4f17\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\">bitdrift.ai<\/span>\n                <\/div>\n<div class=\"comment-content\">bitdrift AI is the world\u2019s first agentic mobile observability platform: a real-time, full-fidelity observability system that lets AI agents query mobile user behavior and act on it autonomously. It&#8217;s built on the bitdrift Public API and bd skills. User journeys, performance metrics, and behavioral changes are all available when your agent needs them, not ten days later waiting for an app release. Early users of bitdrift AI report faster investigations and a 10x improvement in MTTR.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using bitdrift since January, and they\u2019ve been fantastic. As a very small team migrating from Firebase, we needed an observability solution that was easy to adopt, had minimal performance overhead, and wouldn\u2019t increase our costs.<\/p>\n<\/p>\n<p>bitdrift integrated smoothly into our existing pipelines, helping us identify and solve user problems in real time. Before using bitdrift, sampling and processing costs meant we were missing important data. Now, we have access to the information we need to quickly understand issues and focus on solving the problems that matter most.<\/p>\n<\/p>\n<p>They move fast and as the same time it feels we have a genuine personal relationship with the team. Keep rocking!<\/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\/@_dwite_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_dwite_<\/a>&nbsp;Thanks Valerii!  It&#8217;s been a blast working with you and your team, and I love how quickly you all have adopted our most advanced tools. ;o)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt! \ud83d\udc4b I\u2019m Pete, co-founder and CEO at <a href=\"http:\/\/bitdrift.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bitdrift<\/a>.<\/p>\n<\/p>\n<p>Today, I&#8217;m really excited to announce the release of bitdrift AI: a real-time, full-fidelity observability system that lets AI agents query mobile user behavior and act on it autonomously. It&#8217;s built on the <a href=\"https:\/\/blog.bitdrift.io\/post\/public-api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bitdrift Public API<\/a> and <a href=\"https:\/\/github.com\/bitdriftlabs\/bd-skills\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bd skills<\/a>, which give your AI agents access to everything that happens on any of your customers&#8217; devices in real time. <strong>bitdrift AI is the world\u2019s first agentic mobile observability platform.<\/strong><\/p>\n<\/p>\n<p>We&#8217;ve all seen agents become an integral part of the observability world, and it&#8217;s only going to accelerate.  Agents can autonomously triage, investigate, debug, and even fix issues as they happen. This allows teams to focus on what really matters: your customers and their experiences. <\/p>\n<\/p>\n<p>But those agents, regardless of the model and harness, need access to high fidelity data to do their job. More importantly they need to be able to iterate in tight feedback loops as they investigate issues. In the past that&#8217;s been impossible on mobile devices, with multi-day app release cycles, unreliable network connectivity, and scale and pricing structures severely limiting the telemetry being collected. As a result, all other observability tools rely on heavily sampled and stale data. Agents can only be as smart as the data they see, and on mobile, most have been operating blindly. Working with minimal visibility and interpolated data means they\u2019re fixing the wrong problems. <\/p>\n<\/p>\n<p>The bitdrift approach to mobile observability is revolutionary: by coupling a real-time control plane with local on device storage, we&#8217;re able to send 1000x the data when you need it and none when you don\u2019t. We layer together extremely powerful observability and RUM features that let engineering and product teams debug and fix issues faster than ever. All without having to wait for an app release.<\/p>\n<\/p>\n<p>We\u2019ve been working our way toward this all year, rearchitecting both our underlying client SDKs and our powerful workflow engine, releasing a new public api, and a revamped CLI.&nbsp; This isn\u2019t just some AI lipstick slapped on top of an existing product, but a ground up rethink of what it takes to give AI agents real-time access to millions of connected devices so they can find and resolve issues before users notice them. No sampling, no waiting on multi-day releases. <\/p>\n<p>If you\u2019re building a mobile app, you need to check this out. We\u2019ve already had customers beta test this and 10x their defect fix rate, in less than a week.&nbsp; We\u2019re very excited to see what you can do with this. <\/p>\n<p>Read our <a href=\"https:\/\/blog.bitdrift.io\/post\/introducing-bitdrift-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blog post<\/a> for more details, or go directly to <a href=\"http:\/\/bitdrift.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>bitdrift.ai<\/strong><\/a> to learn more and install.<\/p>\n<\/p>\n<p>Ask us anything, we\u2019ll be hanging out in the comments to answer any questions you might have. Thanks for checking us out!<\/p>\n<\/p>\n<p>&#8211;pete<\/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\/@pmorelli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pmorelli<\/a>&nbsp;The real-time mobile data angle is particularly compelling. I upvoted bitdrift AI, and the ability to give agents high-fidelity device data without waiting for app releases feels like a meaningful technical advantage. The 10x defect fix rate is an impressive early signal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good one<\/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>Pete, the guessing after a crash report has stolen too many of my afternoons, so getting the full story of what actually happened sounds like a real relief.<\/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\/@robin_de_lacroix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_de_lacroix<\/a>&nbsp;It is!  We have some <a href=\"https:\/\/blog.bitdrift.io\/post\/introducing-scripting-workflows-for-smarter-debugging\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pretty powerful tools<\/a> to help you fix\/diagnose issues, and we&#8217;ve wired them into <a href=\"https:\/\/bitdrift.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bitdrift.ai<\/a>, so it&#8217;s even easier to use 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Product makes a ton of sense. What&#8217;s the origin story? <\/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\/@barroncaster\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barroncaster<\/a>&nbsp;It&#8217;s a fun one. We built the first few iterations of our product while at Lyft, which ran into all these problems (so&#8230; many&#8230; problems&#8230;) After about 6 years of battle testing it there, we spun it out as a separate company, and have since sold to many other companies facing the same issues. Over the last 3 years, we&#8217;re up to over a billion installs, and we process over a trillion logs a day, at the edge. ;o)<\/p>\n<\/p>\n<p>We tried every other vendor out there, multiple times, before building it ourselves. Still isn&#8217;t solved at scale today, besides us. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FNS5GNY3Y6LMYC\" class=\"app-title\">NobodyWho<\/a><\/p>\n<div class=\"one-liner\">Run AI models on any device<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NobodyWho\u662f\u4e00\u4e2a\u57fa\u4e8ellama.cpp\u7684\u5f00\u6e90\u672c\u5730\u63a8\u7406\u5f15\u64ce\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u4e91\u7aefAPI\u548cAPI Key\uff0c\u5373\u53ef\u5728iOS\u3001Android\u3001Flutter\u3001React Native\u3001Python\u3001Godot\u7b49\u516d\u79cd\u5e73\u53f0\/\u6846\u67b6\u4e0a\u76f4\u63a5\u8fd0\u884cLLM\uff0c\u89e3\u51b3AI\u529f\u80fd\u5bf9\u7f51\u7edc\u3001\u9690\u79c1\u548c\u6210\u672c\u7684\u4f9d\u8d56\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\/bf4e7068-008a-41e4-990a-bccee5ffb372.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2bb5ce14-0ce9-4399-b3b2-076a49a22d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463780b2-0bc1-42fa-abce-f8ac7d1bf882.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\/4f6b3f78-217d-44eb-8f7c-cdb505dba879.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=teGqNJj8pTs\"><source src=\"https:\/\/www.youtube.com\/watch?v=teGqNJj8pTs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u672c\u5730\u63a8\u7406\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90AI<\/span><br \/>\n            <span class=\"tag\">\u7aef\u4fa7\u5927\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">llama.cpp<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e73\u53f0SDK<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001<\/span><br \/>\n            <span class=\"tag\">GPU\u52a0\u901f<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u591a\u5e73\u53f0\u8986\u76d6\u548c\u9690\u79c1\u4f18\u52bf\uff0c\u4f46\u6838\u5fc3\u7591\u8651\u96c6\u4e2d\u5728\u5b9e\u7528\u6027\u80fd\uff1a\u4e00\u662f\u8be2\u95ee\u4e2d\u7aefMac\u4e0aQwen 1.5B\u7684\u9996\u6b21\u52a0\u8f7d\u65f6\u95f4\u548c\u65e5\u5e38\u4f7f\u7528\u4f53\u9a8c\uff1b\u4e8c\u662f\u8ffd\u95ee\u8bed\u6cd5\u7ea6\u675f\u5bf9\u5c0f\u578b\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u7684\u5f71\u54cd\uff1b\u4e09\u662f\u5f00\u53d1\u8005\u5766\u8bda\u6307\u51fa\u672c\u5730\u63a8\u7406\u5728\u9700\u8981\u957f\u671f\u7528\u6237\u4e0a\u4e0b\u6587\u7684\u573a\u666f\uff08\u5982\u6d88\u8d39\u7ea7App\uff09\u4e2d\u4ecd\u53d7\u9650\u4e8e\u5185\u5b58\u548c\u901f\u5ea6\uff0c\u5e76\u5173\u6ce8token\/sec\u548c\u4e0a\u4e0b\u6587\u957f\u5ea6\u8fbe\u5230\u4ec0\u4e48\u6570\u503c\u624d\u80fd\u771f\u6b63\u66ff\u4ee3\u4e91\u8c03\u7528\uff1b\u53e6\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0Tauri\u652f\u6301\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                NobodyWho\u7684\u201c\u591a\u5e73\u53f0\u201d\u53d9\u4e8b\u9887\u5177\u8ff7\u60d1\u6027\u2014\u2014\u5b83\u672c\u8d28\u4e0a\u4ecd\u662fllama.cpp\u7684\u5c01\u88c5\u5c42\uff0c\u6280\u672f\u4e0a\u5e76\u65e0\u4ee3\u9645\u7a81\u7834\u3002\u4f46\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86AI\u5e94\u7528\u5f00\u53d1\u8005\u7684\u4e09\u5927\u75db\u70b9\uff1a\u4f9b\u5e94\u5546\u9501\u5b9a\u3001\u9690\u79c1\u5408\u89c4\u548c\u8fb9\u9645\u6210\u672c\u3002\u901a\u8fc7\u5c06\u5de5\u5177\u8c03\u7528\u7684grammar\u7ea6\u675f\u548c\u4e0a\u4e0b\u6587\u9884\u79fb\u4f4d\u505a\u6210\u5f00\u7bb1\u5373\u7528\uff0c\u5b83\u628a\u201c\u80fd\u8dd1\u201d\u63a8\u8fdb\u5230\u4e86\u201c\u80fd\u4ea7\u54c1\u5316\u201d\uff0c\u8fd9\u662f\u4ecedemo\u5230production\u7684\u5173\u952e\u4e00\u6b65\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u4e2d\u90a3\u4f4d\u6d88\u8d39\u7ea7App\u5f00\u53d1\u8005\u7684\u8d28\u7591\u624d\u662f\u771f\u6b63\u7684\u7075\u9b42\u62f7\u95ee\uff1a\u5f53\u4f60\u7684\u529f\u80fd\u4f9d\u8d56\u6570\u6708\u7528\u6237\u5386\u53f2\u4e0a\u4e0b\u6587\u65f6\uff0c\u7aef\u4fa7\u63a8\u7406\u5728\u7269\u7406\u5185\u5b58\u548c\u7b97\u529b\u4e0a\u6839\u672c\u4e0d\u6210\u7acb\u3002NobodyWho\u89e3\u51b3\u7684\u53ea\u662f\u201c\u5355\u6b21\u54cd\u5e94\u201d\u7684\u672c\u5730\u5316\uff0c\u800c\u975e\u201c\u8fde\u7eed\u667a\u80fd\u201d\u7684\u672c\u5730\u5316\u3002\u5176\u5ba3\u79f0\u768427 tokens\/sec\uff08iPhone 15 Pro\u4e0a\u76841B\u6a21\u578b\uff09\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u8fd9\u901f\u5ea6\u53ea\u591f\u201c\u8bfb\u201d\uff0c\u8fdc\u4e0d\u591f\u201c\u60f3\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u6218\u7565\u5361\u4f4d\uff1a\u5b83\u9501\u5b9a\u4e86\u90a3\u4e9b\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\uff08\u5982\u533b\u7597\u3001\u91d1\u878d\uff09\u6216\u7f51\u7edc\u53d7\u9650\uff08\u8f66\u8f7d\u3001\u5de5\u63a7\uff09\u7684\u5782\u76f4\u573a\u666f\uff0c\u4ee5\u53caGodot NPC\u8fd9\u7c7b\u5bf9\u5ef6\u8fdf\u4e0d\u654f\u611f\u3001\u4f46\u7edd\u4e0d\u5141\u8bb8\u6570\u636e\u51fa\u57df\u7684\u4ea4\u4e92\u9700\u6c42\u3002\u540c\u65f6\uff0cHugging Face\u4e0b\u8f7d\u548cVulkan\/Metal\u52a0\u901f\u610f\u5473\u7740\u5b83\u6b63\u5728\u6210\u4e3a\u201c\u7aef\u4fa7AI\u7684\u57fa\u5efa\u5c42\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u98ce\u9669\u5728\u4e8e\u4e24\u70b9\uff1a\u5176\u4e00\uff0c\u82f9\u679c\u548c\u8c37\u6b4c\u6b63\u5728\u5c06\u7c7b\u4f3c\u80fd\u529b\u7cfb\u7edf\u7ea7\u4e0b\u6c89\uff08\u5982Core ML\u3001Gemini Nano\uff09\uff0c\u7b2c\u4e09\u65b9\u6846\u67b6\u7684\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u6324\u538b\uff1b\u5176\u4e8c\uff0c\u672c\u5730\u63a8\u7406\u7684\u7ec8\u6781\u74f6\u9888\u662f\u5185\u5b58\u5e26\u5bbd\u800c\u975e\u8f6f\u4ef6\u4f18\u5316\uff0c\u672a\u6765\u8dd1\u5f97\u52a830B\u6a21\u578b\u7684\u624b\u673a\u5fc5\u7136\u5356\u5f97\u66f4\u8d35\uff0c\u8fd9\u4e2a\u8d8b\u52bf\u4f1a\u8ba9\u201c\u672c\u5730\u4f18\u5148\u201d\u6f14\u53d8\u6210\u201c\u53ea\u6709\u65d7\u8230\u673a\u73a9\u5f97\u8d77\u201d\u7684\u8d35\u65cf\u6e38\u620f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7ed3\u8bba\uff1a\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u5f00\u6e90\u7684\u4f18\u79c0\u5de5\u5177\u5e93\uff0c\u4f46\u201c\u53d6\u4ee3\u4e91\u8c03\u7528\u201d\u662f\u4f2a\u547d\u9898\u3002\u5b83\u7684\u771f\u6b63\u7ed3\u5c40\u662f\u6210\u4e3a\u5c0f\u4f17\u4f46\u7a33\u56fa\u7684\u57fa\u5ea7\u2014\u2014\u9664\u975e\u6709\u4e00\u5929\uff0c\u624b\u673aRAM\u8fbe\u523064GB\u6210\u4e3a\u6807\u914d\uff0c\u5c4a\u65f6NobodyWho\u7684\u63d0\u524d\u5e03\u5c40\u624d\u4f1a\u53d8\u6210\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\u73b0\u5728\u561b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u672a\u6765\u7684\u6b63\u786e\u8d4c\u6ce8\uff0c\u800c\u975e\u5f53\u4e0b\u7684\u751f\u4ea7\u529b\u9769\u547d\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\">NobodyWho<\/span>\n                <\/div>\n<div class=\"comment-content\">NobodyWho is an inference engine for running LLMs fully on-device, built on llama.cpp. Open-source, free, no API keys, no cloud calls. We support Swift, Kotlin, Flutter, React Native, Python, and Godot. Includes type-safe tool calling with automatic grammar generation, multimodal input, Text-to-Speech &#038; Speech-to-Text, GPU acceleration via Vulkan &#038; Metal, and Hugging Face model downloads.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, \u2028I&#8217;m Pierre from NobodyWho \ud83d\udc4b<\/p>\n<p>We&#8217;ve spent the last months getting local inference to be production-ready across six platforms and frameworks, not just a cool demo that works on one device.<\/p>\n<p>With NobodyWho you can:<br \/>&#8211; <strong>Get answers<\/strong> from any open-weight AI models: Gemma, Qwen, LFM&#8230;<br \/>&#8211; <strong>Analyse images and audio<\/strong> through multimodal input\u2028<br \/>&#8211; <strong>Transcribe speech<\/strong> to text with any Whisper models<br \/>&#8211; <strong>Generate natural-sounding speech<\/strong> with Supertonic, Pocket TTS and Kokoro models<br \/>\u2028- <strong>Tool calling with guaranteed schema-valid output<\/strong>, the grammar is built from your function signature so the model can&#8217;t return malformed JSON<br \/>\u2028- Run long conversations without hitting a hard message-length wall, thanks to preemptive context shifting<\/p>\n<p>Wanna try our work on your device? We&#8217;ve built a few demo apps: <a href=\"https:\/\/apps.apple.com\/us\/app\/nobodywho-chat\/id6781001350\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">iOS<\/a>, <a href=\"https:\/\/play.google.com\/store\/apps\/details?id=ai.nobodywho.mobile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Android<\/a>, <a href=\"https:\/\/apps.apple.com\/us\/app\/nobodywho-wrist\/id6762020355?platform=watch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Apple Watch<\/a> &amp; <a href=\"https:\/\/apps.apple.com\/us\/app\/nobodywho-eyes\/id6771770762\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vision Pro<\/a>.<br \/>We&#8217;ve also built <a href=\"https:\/\/www.nobodywho.ai\/starter-pack\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">starter examples<\/a> to get started in 5 minutes and a model selection <a href=\"https:\/\/www.nobodywho.ai\/models\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">page<\/a>.<\/p>\n<p>NobodyWho inference engine is <strong>open-source &amp; free<\/strong>, please leave a star to support us on <a href=\"https:\/\/github.com\/nobodywho-ooo\/nobodywho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Github<\/a> \ud83d\udc48<\/p>\n<p>Happy to answer any questions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\">@pierre_nobodywho I&#8217;d love to see tauri support as well, but anyways great product!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pierre_nobodywho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_nobodywho<\/a>&nbsp;Curious, how much does the grammar constraint affect latency on smaller models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pierre_nobodywho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierre_nobodywho<\/a>&nbsp;sounds interesting! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Local inference on-device sounds obvious but almost never ships clean. I keep hitting setups where the demo works, then you wait twelve minutes for the model to load and the novelty dies. What does first inference look like on a mid-range Mac with something like Qwen 1.5B? Trying to figure out if this is ready for daily use or still more of a weekend experiment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>niceeee, Godot support is unusual. is the intended use NPCs that stay local or tools that game clients aren\u2019t supposed to phone home?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alkinoos_sarioglou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alkinoos_sarioglou<\/a>&nbsp;yeapp, one of the use case for Godot is NPCs dialogs \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>Running AI models fully on device is becoming more important than ever. Love the focus on privacy, offline capability, and broad platform support instead of relying on cloud APIs. Great launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@better_shaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@better_shaya<\/a>&nbsp;Thanks! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Six platforms including Godot is a wild spread &#8211; most on-device inference projects stop at one and call it a day.<\/p>\n<p>We went the other way on a consumer app I&#8217;m building: on-device only for the narrow stuff (Apple Vision for photo classification, SFSpeechRecognizer for voice, both tiny and purpose-built) and kept anything needing real context on the server. The deciding factor wasn&#8217;t output quality &#8211; it was that the AI features need months of user history in the context window, and on a phone that&#8217;s either impossible or unbearably slow.<\/p>\n<p>So the honest question: at what tokens\/sec and what context length does local actually replace a cloud call for you? Not for a demo &#8211; for a feature someone hits ten times a day without thinking about it. That&#8217;s the number I keep failing to find in these projects.<\/p>\n<p>And half-joking, half-not: if this takes off, the memory story gets interesting fast. We&#8217;ll end up with phones shipping 32\u201364GB of RAM because a photo app wants a 12B-35B model resident. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roman_koropets_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_koropets_<\/a>&nbsp;actually, you won&#8217;t need an 32GB to run a 30B model, it&#8217;s already possible on iPhone 17 Pro Max with Bonsai 27B \ud83d\ude42<br \/>For the inference speed, it depends on the model and the device, I get 27 tokens\/sec on iPhone 15 Pro with Granite 4 (1B) for example, which is faster than I can read \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7GXWXOPOBJJA7Y\" class=\"app-title\">Berd<\/a><\/p>\n<div class=\"one-liner\">Weird, playful desktop app for building with AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Berd \u662f\u4e00\u6b3e\u9762\u5411\u5de5\u7a0b\u5e08\u3001\u4ea7\u54c1\u8bbe\u8ba1\u5e08\u7b49\u201c\u5b9e\u5e72\u578b\u201d\u7528\u6237\u7684\u684c\u9762\u7aef AI Agent \u5de5\u4f5c\u53f0\uff0c\u901a\u8fc7\u53ef\u6269\u5c55\u7684\u6280\u80fd\u3001\u81ea\u52a8\u5316\u4e0e\u672c\u5730\u4e0a\u4e0b\u6587\u7ba1\u7406\uff0c\u89e3\u51b3\u7528\u6237\u5728\u590d\u6742\u9879\u76ee\u4e2d\u201c\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u96be\u4ee5\u638c\u63a7 AI \u884c\u4e3a\u8fb9\u754c\u201d\u7684\u75db\u70b9\uff0c\u8ba9 AI \u6210\u4e3a\u6301\u4e45\u3001\u53ef\u4fe1\u7684\u534f\u4f5c\u4f19\u4f34\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\/430be18f-571c-4c63-a7b5-0cc381f21ffa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e83861b7-686d-4947-81bc-8871c07eceae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/751a02a3-76b3-490d-afb9-c43688946593.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26563b49-8338-4600-8e06-b42d49790493.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d0a8571-d465-4bb1-84df-552b60a8d131.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a27403cc-e8d5-4cbf-b91a-f6fa9eec5030.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b1cbd7f-41ae-4a71-9304-5c1eac92487a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55c50cc8-cf3a-426d-8648-3478933a9693.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Bots<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u684c\u9762AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">AI Agent\u5de5\u4f5c\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u4e0a\u4e0b\u6587<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u534f\u540c<\/span><br \/>\n            <span class=\"tag\">\u6301\u4e45\u4f1a\u8bdd<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u63d0\u4f9b\u65b9\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u6280\u80fd\u63d2\u4ef6\u7cfb\u7edf<\/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>\u6709\u6548\u8bc4\u8bba\u7a00\u5c11\u4e14\u60c5\u7eea\u5316\uff1a\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\u79f0\u5176\u201c\u53e4\u602a\u201d\u201c\u88ab\u8bc5\u5492\u201d\uff0c\u7c7b\u6bd4\u201c\u65e0\u9650\u7a7a\u95f4\u91cc\u7684\u8ff7\u5e7bagentoid\u201d\uff0c\u6697\u793a\u754c\u9762\u4e0e\u4ea4\u4e92\u6781\u5176\u53e6\u7c7b\uff1b\u53e6\u4e00\u6761\u5219\u5355\u7eaf\u8868\u8fbe\u201c\u559c\u6b22\u8fd9\u79cd\u6709\u8da3\u7684\u4e1c\u897f\u201d\u3002\u76ee\u524d\u7f3a\u4e4f\u5173\u4e8e\u529f\u80fd\u7f3a\u9677\u3001\u4f7f\u7528\u573a\u666f\u6216\u6539\u8fdb\u5efa\u8bae\u7684\u5b9e\u8d28\u53cd\u9988\uff0c\u7528\u6237\u66f4\u591a\u505c\u7559\u5728\u730e\u5947\u5c42\u9762\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                Berd \u7684\u5b9a\u4f4d\u6e05\u6670\u4e14\u5207\u4e2d\u8981\u5bb3\uff1a\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u4e07\u80fd ChatGPT \u58f3\u5b50\u201d\uff0c\u800c\u662f\u7784\u51c6\u4e86\u201c\u7528 AI \u505a\u771f\u5b9e\u5de5\u4f5c\u201d\u7684\u5c11\u6570\u6d3e\u2014\u2014\u90a3\u4e9b\u9700\u8981\u957f\u671f\u7ef4\u62a4\u9879\u76ee\u4e0a\u4e0b\u6587\u3001\u8de8\u6a21\u578b\u8c03\u7528\u3001\u81ea\u5b9a\u4e49\u81ea\u52a8\u5316\u4e0e\u6269\u5c55\u7684\u5de5\u7a0b\u5e08\u548c\u8bbe\u8ba1\u5e08\u3002\u8fd9\u4e2a\u8d5b\u9053\u771f\u5b9e\u5b58\u5728\uff0c\u4e14\u73b0\u6709\u5de5\u5177\uff08\u5982 Claude Desktop\u3001Cursor\u3001Docker \u5185\u7684 agent \u6846\u67b6\uff09\u8981\u4e48\u504f\u91cd\u804a\u5929\uff0c\u8981\u4e48\u504f\u91cd\u7f16\u7801\uff0c\u5f88\u5c11\u6709\u4ea7\u54c1\u628a\u201c\u684c\u9762\u7a7a\u95f4 + \u6301\u4e45 agent + \u6280\u80fd\/\u6269\u5c55\/\u81ea\u52a8\u5316\u201d\u6253\u5305\u6210\u4e00\u79cd\u7ed3\u6784\u5316\u4f53\u9a8c\u3002\u56e0\u6b64\uff0cBerd \u7684\u4ea7\u54c1\u67b6\u6784\u503c\u5f97\u80af\u5b9a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\u3002\u7b2c\u4e00\uff0c\u8bc4\u8bba\u533a\u7684\u53cd\u5e94\u51e0\u4e4e\u5168\u662f\u201c\u8be1\u5f02\u201d\u201c\u8ff7\u5e7b\u201d\u201ccursed\u201d\u2014\u2014\u8fd9\u4e0d\u662f\u8912\u4e49\u8bcd\u3002\u5bf9\u4e00\u4e2a\u751f\u4ea7\u529b\u5de5\u5177\u800c\u8a00\uff0c\u754c\u9762\u82e5\u4e0d\u80fd\u63d0\u4f9b\u6e05\u6670\u7684\u53ef\u63a7\u611f\u548c\u72b6\u6001\u53ef\u8bfb\u6027\uff0c\u7528\u6237\u5c06\u65e0\u6cd5\u5224\u65ad\u201cagent \u5230\u5e95\u770b\u5230\u4e86\u4ec0\u4e48\u3001\u80fd\u505a\u4ec0\u4e48\u201d\u3002\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u201cconfidence about what the agent can see or do\u201d\uff0c\u4f46\u4ea7\u54c1\u5b9e\u9645\u5448\u73b0\u51fa\u7684\u5f62\u8c61\u5374\u50cf\u662f\u201c\u4e09\u6d41\u4f53\u7d20\u753b\u4e2d\u8dd1\u51fa\u7684\u5c0f\u7cbe\u7075\u201d\uff0c\u8fd9\u6784\u6210\u4e86\u4e25\u91cd\u7684\u54c1\u724c\u4e0e\u5b9e\u7528\u6027\u7684\u6495\u88c2\u3002\u7b2c\u4e8c\uff0c\u4ec5 99 \u7968\u3001\u4e24\u6761\u8bc4\u8bba\uff0c\u4e14\u65e0\u4e00\u6761\u6d89\u53ca\u5de5\u4f5c\u6d41\u5b9e\u9645\u6548\u679c\uff0c\u8bf4\u660e\u4ea7\u54c1\u4ecd\u5904\u4e8e\u6781\u65e9\u671f or \u8425\u9500\u5931\u6548\u72b6\u6001\u3002\u5728 AI \u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u6ca1\u6709\u201c\u6740\u624b\u7ea7\u6f14\u793a\u201d\u6216\u77e5\u540d\u7528\u6237\u80cc\u4e66\uff0c\u5f88\u96be\u7a81\u7834\u8ba4\u77e5\u95e8\u69db\u3002\u7b2c\u4e09\uff0c\u201cmodel providers\u201d\u517c\u5bb9\u867d\u662f\u4f18\u70b9\uff0c\u4f46\u5982\u679c\u914d\u7f6e\u590d\u6742\u5ea6\u8fc7\u9ad8\uff0c\u53cd\u800c\u4f1a\u529d\u9000\u4e3b\u6d41\u7528\u6237\u2014\u2014\u5de5\u7a0b\u5e08\u4e0d\u6015\u6298\u817e\uff0c\u4f46\u6015\u6ca1\u6709\u56de\u62a5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Berd \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u201c\u5947\u602a\u201d\u6216\u201c\u597d\u73a9\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u53ef\u80fd\u6210\u4e3a\u201c\u4e2a\u4eba AI \u57fa\u5efa\u201d\u7684\u96cf\u5f62\uff1a\u628a agent \u4ece\u4e00\u6b21\u6027\u5bf9\u8bdd\u5347\u7ea7\u4e3a\u957f\u9a7b\u3001\u53ef\u7f16\u7a0b\u3001\u53ef\u5ba1\u8ba1\u7684\u5de5\u4f5c\u73af\u5883\u3002\u4f46\u524d\u63d0\u662f\u56e2\u961f\u5fc5\u987b\u5c3d\u5feb\u628a\u4f53\u9a8c\u505a\u201c\u6b63\u5e38\u201d\u2014\u2014\u964d\u4f4e\u89c6\u89c9\u5e72\u6270\u3001\u5f3a\u5316\u6743\u9650\u8fb9\u754c\u53ef\u89c6\u5316\u3001\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u9879\u76ee\u6a21\u677f\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u5728\u6781\u5ba2\u5708\u5c42\u91cc\u6ca6\u4e3a\u4e00\u79cd\u201c\u9177\u70ab\u4f46\u6ca1\u4eba\u771f\u7528\u201d\u7684\u73a9\u7269\uff0c\u6700\u7ec8\u88ab\u65f6\u95f4\u6dd8\u6c70\u3002\u5efa\u8bae\u5173\u6ce8\u540e\u7eed\u7248\u672c\u662f\u5426\u8865\u4e0a\u201c\u771f\u5b9e\u6548\u7387\u5bf9\u6bd4\u201d\u548c\u201c\u4f01\u4e1a\u7ea7\u6743\u9650\u63a7\u5236\u201d\uff0c\u5426\u5219\u96be\u9003\u5c0f\u4f17\u73a9\u5177\u7684\u5bbf\u547d\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\">Berd<\/span>\n                <\/div>\n<div class=\"comment-content\">Berd is for people doing real work with AI agents inside a desktop workspace: engineers, product designers, and other builders who need a persistent agent companion that can use projects, skills, extensions, automations, model providers, and local workspace context. Users are often moving between broad product thinking and concrete implementation, so the interface needs to support fast chat, precise context selection, and confidence about what the agent can see or do.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hot on the heels of <a href=\"https:\/\/www.producthunt.com\/products\/buzz-3\" target=\"_blank\" rel=\"noopener\">Buzz<\/a>, Block has another very strange launch&#8230;! It&#8217;s like an infinite space with trippy agentoids that do stuff for you. <\/p>\n<\/p>\n<p>Seriously cursed. <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f28e6ff-ce81-4244-9abb-162452fce262.gif?auto=compress,format&amp;codec=mozjpeg&amp;cs=strip\" style=\"max-width: 100%\"><\/p>\n<p>WHAT IN THE CHUMBAWUMBA.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>@anupamsingh0211 I love fun stuff like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/FMRT2TPU2NYECY\" class=\"app-title\">Zoho Cliq 7.0<\/a><\/p>\n<div class=\"one-liner\">Uninterrupted work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zoho Cliq 7.0 \u662f\u4e00\u6b3e\u9762\u5411\u4f01\u4e1a\u56e2\u961f\u7684\u534f\u4f5c\u4e0e\u6c9f\u901a\u5e73\u53f0\uff0c\u901a\u8fc7\u96c6\u6210\u591a\u5382\u5546AI\u52a9\u624b\u3001\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u642d\u5efa\u3001\u591a\u5a92\u4f53\u6458\u8981\u53ca\u65e0\u969c\u788d\u4f1a\u8bae\u529f\u80fd\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u8de8\u5de5\u5177\u5207\u6362\u3001\u4fe1\u606f\u788e\u7247\u5316\u548c\u4f1a\u8bae\u534f\u4f5c\u4e2d\u9891\u7e41\u4e2d\u65ad\u5de5\u4f5c\u6d41\u3001\u96be\u4ee5\u4fdd\u6301\u4e13\u6ce8\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\/c967dd16-7959-418c-901d-9fab3821ffdd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a60ce2a-af57-4f8d-8917-570d9f733146.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59fc5b53-38e7-4e90-9aa1-63aedea1821e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd38bb9c-5dd5-4be1-b9f8-13d0b33a5b95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7093244-888c-432c-806f-269eaa6f4ee0.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\/0c915c7e-6a2d-4b25-a88b-cb32a103a059.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=kSIkGfYiuY4\"><source src=\"https:\/\/www.youtube.com\/watch?v=kSIkGfYiuY4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u901a\u8baf<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u4f1a\u8bae<\/span><br \/>\n            <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u65e0\u969c\u788d\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u8bc4\u8bba\u6570\u8f83\u5c11\uff0c\u4e3b\u8981\u6765\u81ea\u5b98\u65b9\u53d1\u5e03\u8bf4\u660e\u3002\u7528\u6237\u5c1a\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\u3002\u9700\u5173\u6ce8\u540e\u7eed\u5bf9AI\u6a21\u578b\u5207\u6362\u6210\u672c\u3001Chat Tabs\u6613\u7528\u6027\u53ca\u8bbf\u5ba2\u6743\u9650\u5b89\u5168\u6027\u7684\u5b9e\u9645\u8bc4\u6d4b\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                Zoho Cliq 7.0 \u7684\u66f4\u65b0\u770b\u4f3c\u5168\u9762\uff0c\u5b9e\u5219\u66b4\u9732\u51fa\u4f01\u4e1a\u534f\u4f5c\u5de5\u5177\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\u5f0f\u7126\u8651\u3002\u5b83\u4e00\u6b21\u6027\u585e\u5165\u591a\u4f9b\u5e94\u5546AI\u3001\u65e0\u4ee3\u7801\u673a\u5668\u4eba\u3001\u591a\u5a92\u4f53\u6458\u8981\u3001\u65e0\u969c\u788d\u4f1a\u8bae\u7b49\u5341\u51e0\u4e2a\u529f\u80fd\u70b9\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u7528\u201c\u5168\u5bb6\u6876\u201d\u7b56\u7565\u7559\u4f4f\u7528\u6237\uff0c\u800c\u975e\u89e3\u51b3\u4e00\u4e2a\u771f\u6b63\u5c16\u9510\u7684\u75db\u70b9\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\uff1a\u8fd9\u4e9b\u529f\u80fd\u5927\u591a\u5728\u7ade\u54c1\uff08\u5982Slack\u3001Teams\uff09\u4e2d\u5df2\u6709\u5355\u70b9\u7a81\u7834\uff0c\u800c Cliq \u7684\u62a4\u57ce\u6cb3\u4ecd\u7136\u662fZoho\u751f\u6001\u7684\u6df1\u5ea6\u7ed1\u5b9a\u2014\u2014\u8fd9\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u201cSign Language Mode\u201d\u548cWCAG\u5408\u89c4\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u5c5e\u4e8e\u5dee\u5f02\u5316\u7ec6\u5206\u5e02\u573a\uff0c\u96be\u4ee5\u6210\u4e3a\u4e3b\u6d41\u8d2d\u4e70\u7406\u7531\u3002\u65e0\u4ee3\u7801Flow Builder\u4e0eMCP\u96c6\u6210\u867d\u5207\u5165\u81ea\u52a8\u5316\u8d8b\u52bf\uff0c\u4f46\u9762\u5bf9Zapier\u3001Make\u7b49\u6210\u719f\u5de5\u5177\u5e76\u65e0\u7edf\u6cbb\u529b\u3002\u66f4\u4ee4\u4eba\u62c5\u5fe7\u7684\u662f\uff0c\u5728AI\u529f\u80fd\u4e0a\u540c\u65f6\u63a5\u5165Claude\u3001ChatGPT\u7b49\u591a\u6a21\u578b\uff0c\u770b\u4f3c\u5f00\u653e\uff0c\u5b9e\u5219\u56de\u907f\u4e86\u81ea\u8eabZia AI\u7684\u5f31\u52bf\uff0c\u53ef\u80fd\u8ba9\u7528\u6237\u9677\u5165\u6a21\u578b\u9009\u62e9\u6df7\u4e71\uff0c\u800c\u975e\u201c\u65e0\u4e2d\u65ad\u5de5\u4f5c\u201d\u7684\u7eaf\u51c0\u4f53\u9a8c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u5728\u4e8e\uff1a\u90a3\u4e9b\u5df2\u6df1\u5ea6\u4f7f\u7528Zoho CRM\u3001Mail\u548cWorkDrive\u7684\u4e2d\u5c0f\u4f01\u4e1a\uff0c\u80fd\u501fCliq 7.0\u5c06\u6c9f\u901a\u3001\u6570\u636e\u548c\u81ea\u52a8\u5316\u634f\u5408\u5728\u4e00\u4e2a\u754c\u9762\uff0c\u51cf\u5c11\u8ba2\u9605\u6210\u672c\u548c\u5207\u6362\u635f\u8017\u3002\u4f46\u5bf9\u66f4\u5e7f\u5927\u7684\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u66f4\u50cf\u662f\u4e00\u6b21\u529f\u80fd\u5806\u780c\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u800c\u975e\u8303\u5f0f\u9769\u65b0\u3002\u82e5\u4e0d\u80fd\u5728AI\u5de5\u4f5c\u6d41\u7f16\u6392\u6216\u8de8\u5e94\u7528\u6570\u636e\u8054\u52a8\u4e0a\u5c55\u73b0\u72ec\u6709\u6df1\u5ea6\uff0cCliq 7.0\u5f88\u96be\u5728\u7ea2\u6d77\u7ade\u4e89\u4e2d\u6495\u5f00\u8c41\u53e3\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\">Zoho Cliq 7.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Connect the dots and do uninterrupted work with our latest features and enhancements. Build no-code bots, experience inclusive collaboration with sign language mode for meetings and WCAG compliance, and focus on the little things that keep work flowing\u2014multimedia summaries, AI coding assistant, hashtags and more.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt community<\/strong>! \ud83d\udc4b<\/p>\n<p>I am excited to introduce <strong>Zoho Cliq 7.0<\/strong>, our most comprehensive release yet! \ud83d\ude80<\/p>\n<p>We built Cliq 7.0 to help teams <strong>collaborate, automate, and communicate<\/strong> without context switching or breaking focus.<\/p>\n<ul>\n<li>\n<p>\ud83e\udd16 <strong>Multi-Vendor AI &amp; Multimedia Summaries:<\/strong> Bring Claude, ChatGPT, Gemini, Cohere, or Zia into your workspace. Summarize videos, audio, and recordings, run AI tasks, and build workflows via your preferred model.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccc <strong>Chat Tabs &amp; Advanced Search:<\/strong> Pin vital docs, links, and widgets inside channels with chat tabs. Locate files and past discussions fast with upgraded advanced search.<\/p>\n<\/li>\n<li>\n<p>\u26a1 <strong>Cliq Mini &amp; Collaborative Sheets:<\/strong> Carry conversations across CRM, Mail, and WorkDrive using the redesigned Cliq Mini. Co-author spreadsheets directly inside your chat.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf10 <strong>Guest Access:<\/strong> Securely collaborate with external clients and partners via scoped channel access.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfa5 <strong>Inclusive Meetings:<\/strong> Live captions, pinned Sign Language Mode, and built-in availability checks to eliminate scheduling conflicts.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee0\ufe0f <strong>No-Code Dev Tools &amp; MCP:<\/strong> Build automations with a drag-and-drop Flow Builder, pin frequent actions via Chat Actions, and connect external AI agents via MCP and OpenAPI.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee1\ufe0f <strong>Security &amp; Accessibility:<\/strong> Granular AI privacy controls, admin message reporting, and full WCAG 2.0 alignment.<\/p>\n<\/li>\n<\/ul>\n<p>We would love for you to explore Cliq 7.0 and share your feedback below!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/TFWHWET6O3E2VF\" class=\"app-title\">Roveri<\/a><\/p>\n<div class=\"one-liner\">A riding journal for iPhone every ride, painted on a map<\/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>Roveri\u662f\u4e00\u6b3e\u9762\u5411\u9a91\u884c\u7231\u597d\u8005\u7684iPhone\u9a91\u884c\u65e5\u8bb0\u5e94\u7528\uff0c\u4ee5\u201c\u8bb0\u5f55\u800c\u975e\u5bfc\u822a\u201d\u4e3a\u6838\u5fc3\uff0c\u901a\u8fc7\u4e00\u952e\u8bb0\u5f55\u6bcf\u6b21\u9a91\u884c\u7684\u8def\u7ebf\u3001\u901f\u5ea6\u3001\u6d77\u62d4\u548c\u5929\u6c14\uff0c\u5e76\u5c06\u9a91\u884c\u8f68\u8ff9\u6309\u5b63\u8282\u5f52\u6863\u3001\u5728\u5730\u56fe\u4e0a\u6c47\u805a\u6210\u4e2a\u4eba\u9053\u8def\u56fe\u96c6\uff0c\u89e3\u51b3\u9a91\u884c\u8bb0\u5f55\u7c7b\u5de5\u5177\u91cd\u6570\u636e\u8f7b\u4f53\u9a8c\u3001\u65e0\u6cd5\u5524\u8d77\u60c5\u611f\u8bb0\u5fc6\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\/aeef958b-6a01-4941-931f-8856425cb940.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d66a37c7-b93b-437a-9295-4c489e852c2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d47185c4-cbe7-4975-987d-abd661d2a9b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9daed43-6744-4be2-ae4a-1e013654afb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71dacff9-4f8c-4cd0-b3d6-c0ae39c261a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35af0083-81c4-4fc0-83fb-9ca7694dc70d.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\/33841199-6758-4a9c-952c-9e76a36f27b8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/APPiBbTzMLI\"><source src=\"https:\/\/youtu.be\/APPiBbTzMLI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">iOS<\/span><br \/>\n            <span class=\"tag\">Travel<\/span><br \/>\n            <span class=\"tag\">Maps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u9a91\u884c\u65e5\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u52a8\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u5730\u56fe\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u8def\u7ebf\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">iPhone\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u9a91\u884c\u793e\u533a<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5f52\u6863<\/span><br \/>\n            <span class=\"tag\">\u5929\u6c14\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u9a91\u884c\u65e5\u8bb0\u201d\u5b9a\u4f4d\uff0c\u8ba4\u4e3a\u533a\u522b\u4e8e\u7eaf\u6570\u636e\u8ffd\u8e2a\u5de5\u5177\uff0c\u6709\u60c5\u611f\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u79bb\u7ebf\u8bb0\u5f55\u95ee\u9898\uff1aGPS\u65e0\u9700\u4fe1\u53f7\u5373\u53ef\u5de5\u4f5c\uff0c\u5929\u6c14\u3001\u5730\u540d\u8bcd\u7b49\u9700\u8054\u7f51\u586b\u5145\u3002\u6709\u7528\u6237\u63d0\u51fa\u53ef\u5c06\u201c\u56fe\u96c6\u201d\u4e0eGitHub\u7eff\u683c\u5b50\u7c7b\u6bd4\uff0c\u589e\u5f3a\u4e60\u60ef\u517b\u6210\u611f\u3002\u53e6\u6709\u4eba\u5efa\u8bae\u5165\u9a7bSnikus\u5e73\u53f0\u63a8\u5e7f\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u7591\u95ee\u805a\u7126\u79bb\u7ebf\u529f\u80fd\u548c\u6570\u636e\u5bfc\u51fa\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Roveri\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eStrava\u3001Garmin\u7b49\u5de8\u5934\u7684\u6b63\u9762\u5bf9\u6297\uff0c\u653e\u5f03\u4e86\u914d\u901f\u3001\u529f\u7387\u3001\u6392\u884c\u699c\u7b49\u786c\u6838\u7ade\u6280\u7ef4\u5ea6\uff0c\u8f6c\u800c\u5207\u5165\u201c\u9a91\u884c\u8bb0\u5fc6\u201d\u8fd9\u4e00\u60c5\u611f\u5316\u7a7a\u767d\u5730\u5e26\u3002\u5b83\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u201c\u56fe\u96c6\u201d\uff08Atlas\uff09\u2014\u2014\u5c06\u91cd\u590d\u9a91\u884c\u9053\u8def\u7684\u201c\u65b9\u5757\u6df1\u5ea6\u201d\u53ef\u89c6\u5316\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u6e38\u620f\u5316\u673a\u5236\u5524\u9192\u7528\u6237\u7684\u6536\u85cf\u7656\u548c\u9886\u5730\u610f\u8bc6\uff0c\u8ba9\u6570\u636e\u4ece\u51b0\u51b7\u7684\u6570\u5b57\u53d8\u6210\u53ef\u89e6\u6478\u7684\u6210\u5c31\u611f\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6697\u5408\u201c\u6652\u670b\u53cb\u5708\u201d\u548c\u201c\u96c6\u90ae\u201d\u5fc3\u7406\uff0c\u6bd4\u5355\u7eaf\u6253\u5361\u66f4\u5bb9\u6613\u5f62\u6210\u9ecf\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u5176\u4e00\uff0c\u514d\u8d39\u7248\u5df2\u5305\u542b\u5b8c\u6574\u8bb0\u5f55\u4e0e\u5386\u53f2\uff0cPro\u4ec5\u63d0\u4f9b\u56fe\u96c6\u3001\u5929\u6c14\u5730\u56fe\u7b49\u589e\u503c\u529f\u80fd\uff0c\u4ed8\u8d39\u8f6c\u5316\u7387\u5b58\u7591\u2014\u2014\u5982\u679c\u201c\u56fe\u96c6\u201d\u662f\u7528\u6237\u6700\u7231\u7684\u529f\u80fd\uff0c\u5374\u653e\u5728\u4ed8\u8d39\u5899\u540e\uff0c\u53cd\u800c\u4f1a\u529d\u9000\u65e9\u671f\u7528\u6237\uff1b\u5176\u4e8c\uff0ciOS 18.6+\u7684\u7248\u672c\u9650\u5236\u4f1a\u8fc7\u6ee4\u6389\u5927\u91cf\u975e\u6700\u65b0\u7cfb\u7edf\u7528\u6237\uff0c\u5728\u9a91\u884c\u7231\u597d\u8005\u4e2d\uff0c\u8fd9\u4e00\u95e8\u69db\u53ef\u80fd\u8fc7\u4e8e\u6fc0\u8fdb\uff1b\u5176\u4e09\uff0c\u8d5b\u9053\u5929\u82b1\u677f\u6709\u9650\uff0c\u9a91\u884c\u8bb0\u5f55\u5de5\u5177\u5929\u7136\u4f4e\u9891\uff08\u76f8\u8f83\u8dd1\u6b65\uff09\uff0c\u4e14\u4e0d\u6d89\u53ca\u793e\u4ea4\u3001\u8bad\u7ec3\u8ba1\u5212\u6216\u8bbe\u5907\u751f\u6001\uff0c\u957f\u671f\u6d3b\u8dc3\u5ea6\u4f9d\u8d56\u5b63\u8282\u6027\u548c\u7528\u6237\u81ea\u5f8b\uff0c\u800c\u201c\u65e5\u8bb0\u201d\u7c7b\u4ea7\u54c1\u901a\u5e38\u96be\u9003\u4e09\u4e2a\u6708\u70ed\u5ea6\u7684\u9b54\u5492\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u503c\u5f97\u601d\u8003\u7684\u662f\uff0c\u5b83\u80fd\u5426\u6210\u4e3a\u201c\u9a91\u884c\u7248Strava+Day One\u201d\u7684\u5165\u53e3\u2014\u2014\u5982\u679c\u540e\u7eed\u52a0\u5165\u8def\u7ebf\u5206\u4eab\u3001\u540c\u4f34\u53d1\u73b0\u3001\u5b63\u8282\u6027\u6311\u6218\uff0c\u6216\u8bb8\u80fd\u7a81\u7834\u5de5\u5177\u5c5e\u6027\uff0c\u8f6c\u5411\u8f7b\u793e\u533a\u3002\u4f46\u5728\u5f53\u4e0b\u4ea7\u54c1\u5f62\u6001\u4e0b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u4e2a\u4eba\u6536\u85cf\u5939\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u6301\u7eed\u589e\u957f\u7684\u4ea7\u54c1\u3002\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u662f\u5c0f\u800c\u7f8e\u7684\u6210\u529f\uff1b\u5bf9\u8d44\u672c\u800c\u8a00\uff0c\u8fd9\u4e2a\u6545\u4e8b\u8fd8\u4e0d\u591f\u5927\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\">Roveri<\/span>\n                <\/div>\n<div class=\"comment-content\">One tap records the route, speed, elevation and the weather of every ride, painted on a map. Rides add up into seasons you can re-open \u2014 and an atlas of every road you&#8217;ve ever ridden. A journal, not a navigator. Free to start; iPhone, iOS 18.6+.<\/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>Every riding app treats a ride like a workout: pace, distance, leaderboards. But a ride isn&#8217;t a workout. It&#8217;s the road, the weather, the day \u2014 and nothing was keeping that.<\/p>\n<p>So I built Roveri, a riding journal for iPhone. One tap and it captures everything worth remembering: the route painted by your speed, the climbs, the weather you rode through. By December you&#8217;re not looking at a spreadsheet of numbers \u2014 you&#8217;re re-opening a season.<\/p>\n<p>My favorite thing in it is the Atlas: every road you&#8217;ve ever ridden, drawn on one map as squares that deepen each time you ride them again. Watching your ground grow is stupidly addictive.<\/p>\n<p>Free: recording, full history, ride details, share cards. Pro: the Atlas, a where-to-ride weather map, deeper stats, GPX export.<\/p>\n<p>So, riders: what does your season deserve to be remembered by?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@p12se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@p12se<\/a>&nbsp;   You&#8217;re re-opening a season, not looking at a spreadsheet of numbers&#8221; is a genuinely good way to frame it \u2014 most fitness\/riding apps optimize for metrics you check once and forget, but the Atlas idea of squares deepening as you re-ride roads is the kind of detail that actually builds a habit.<\/p>\n<p>Serg, you should also bring Roveri onto Snikus \u2014 a merit-based platform for founders where your visibility keeps building on real shipped work, not just a one-day launch spotlight. Season 1&#8217;s live right now, free to join.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@p12se this product is amazing <\/p>\n<p>can you please explain more about it to me <\/p>\n<p>I love too<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@p12se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@p12se<\/a>&nbsp;Roveri\u2019s focus on preserving the ride rather than just measuring it stood out. I upvoted the product, and the Atlas concept is a particularly nice way to make accumulated riding feel tangible. It gives the data a reason to matter beyond performance metrics.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Almost like GitHub for travelling. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Yeah, same green squares, except the only way to fill these in is to go outside and touch grass. \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>@p12se Congrats on the launch. Good to see a journal rather than another tracker. Everything else in this space just turns the day into statistics.<\/p>\n<p>Does it keep recording properly with no signal? Spend a lot of time out of range and most apps quietly give up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@richardmohammed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardmohammed<\/a>&nbsp;Yes, recording doesn&#8217;t need a data connection. GPS is a receiver, so your phone works out its position from the satellite signal itself, and the track gets written to the phone as you ride.<\/p>\n<p>Only the extras need signal &#8211; weather, place names, the map on the card &#8211; and those fill in the next time you&#8217;re online.<\/p>\n<p>And thanks for your question!<\/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<\/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\/VW2ZGIHTYYWE4I\" class=\"app-title\">Peach Co-Pilot<\/a><\/p>\n<div class=\"one-liner\">WhatsApp Sidekick for busy professionals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Peach Co-Pilot \u662f\u4e00\u4e2a\u6258\u7ba1\u5f0f WhatsApp MCP \u670d\u52a1\u5668\uff0c\u8ba9\u6807\u51c6 WhatsApp Business \u7528\u6237\u65e0\u9700\u5199\u4ee3\u7801\uff0c\u5373\u53ef\u5c06\u8d26\u53f7\u5b89\u5168\u63a5\u5165 Claude\u3001ChatGPT \u7b49 AI \u52a9\u624b\uff0c\u5b8c\u6210\u6d88\u606f\u8bfb\u53d6\u3001\u641c\u7d22\u3001\u8d77\u8349\u548c\u53d1\u9001\uff0c\u89e3\u51b3\u9ad8\u9891 WhatsApp \u5de5\u4f5c\u4e2d\u56de\u590d\u91cd\u590d\u3001\u8ddf\u8fdb\u9057\u6f0f\u548c\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0b4fb470-2e43-4daf-854f-485280e8565b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Z5BKCNIKR7s\"><source src=\"https:\/\/youtu.be\/Z5BKCNIKR7s\" 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\/ecf07b21-e775-4473-bf5b-c925cd0c0249.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e91bbac0-0b5e-44ac-852b-2f8716d5ec09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f87fa5f1-6557-41e8-a044-a692d2464358.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/419230d9-9469-4c6f-84fe-3ff38c14d720.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbaa89da-0811-4f90-870c-ba9e5077d06a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0f50a72-f2f9-46c4-ab6e-6a72e55451f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Messaging<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">WhatsApp \u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">MCP \u670d\u52a1\u5668<\/span><br \/>\n            <span class=\"tag\">AI \u529e\u516c\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u5b98\u65b9API\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u6d88\u606f\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5546\u52a1\u901a\u8baf<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u56de\u590d<\/span><br \/>\n            <span class=\"tag\">\u8054\u7cfb\u4eba\u6392\u9664<\/span><br \/>\n            <span class=\"tag\">SOC2\u8ba4\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u914d\u7f6e<\/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\u5b98\u65b9 API \u7684\u5408\u89c4\u4e0e\u5b89\u5168\u6027\uff0c\u5c24\u5176\u662f\u5bf9\u6bd4\u975e\u5b98\u65b9\u63d2\u4ef6\u7684\u7a33\u5b9a\u6027\u4f18\u52bf\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6570\u636e\u9690\u79c1\u4e0e\u4f20\u8f93\u8def\u5f84\u4e0a\uff0c\u6709\u7528\u6237\u660e\u786e\u8be2\u95ee\u201c\u6d88\u606f\u5185\u5bb9\u662f\u5426\u79bb\u5f00\u8bbe\u5907\u53ca\u7559\u5b58\u7b56\u7565\u201d\uff0c\u5b98\u65b9\u56de\u5e94\u79f0\u52a0\u5bc6\u5e76\u5728 SOC2 \u6846\u67b6\u4e0b\u7ba1\u7406\uff0c\u4f46\u4e0d\u56de\u907f AI \u63d0\u4f9b\u5546\u7684\u6570\u636e\u63a5\u89e6\u3002\u5c11\u91cf\u8bc4\u8bba\u5efa\u8bae\u660e\u786e\u6570\u636e\u6d41\u6587\u6863\uff0c\u53e6\u6709\u7528\u6237\u671f\u5f85\u8ddf\u8fdb\u7ebf\u7d22\u548c\u6536\u4ef6\u7bb1\u5206\u8bca\u7c7b\u529f\u80fd\u843d\u5730\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                Peach Co-Pilot \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8fde\u63a5 WhatsApp \u548c AI\u201d\u8fd9\u4e2a\u52a8\u4f5c\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u9009\u4e86\u4e00\u6761\u6700\u7b28\u4f46\u6700\u7a33\u7684\u8def\u2014\u2014\u5b98\u65b9 API\u3002\u5728\u65e0\u6570\u7b2c\u4e09\u65b9\u5e93\u548c\u6d4f\u89c8\u5668\u6ce8\u5165\u6ee1\u5929\u98de\u7684 WhatsApp \u81ea\u52a8\u5316\u751f\u6001\u91cc\uff0c\u5b83\u613f\u610f\u727a\u7272\u4e0a\u7ebf\u901f\u5ea6\u6362\u53d6\u8d26\u53f7\u5b89\u5168\u4e0e\u5e73\u53f0\u5408\u89c4\uff0c\u8fd9\u65e2\u662f\u58c1\u5792\u4e5f\u662f\u67b7\u9501\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u4e0d\u662f\u201c\u80fd\u505a\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u201c\u6570\u636e\u53bb\u4e86\u54ea\u201d\uff0c\u800c\u5b98\u65b9\u56de\u590d\u4e5f\u5766\u8bda\uff1a\u6d88\u606f\u4f1a\u7ecf\u8fc7 Peach \u4e2d\u8f6c\uff0c\u5e76\u53d7\u6240\u9009 AI \u63d0\u4f9b\u5546\u7684\u6570\u636e\u7b56\u7565\u7ea6\u675f\u3002\u8fd9\u5b9e\u9645\u4e0a\u628a\u4e00\u4e2a\u5173\u952e\u77db\u76fe\u6446\u4e0a\u684c\u9762\uff1a\u4fbf\u5229\u6027\u4e0e\u9690\u79c1\u4e0d\u53ef\u517c\u5f97\uff0c\u9664\u975e\u4f60\u81ea\u5e26\u79c1\u6709\u5316\u6a21\u578b\uff0c\u5426\u5219\u201c\u5b89\u5168\u201d\u53ea\u662f\u76f8\u5bf9\u5b89\u5168\u3002\u4ea7\u54c1\u672c\u8eab\u7684\u573a\u666f\u62ff\u634f\u5f88\u51c6\uff0c\u4e0d\u641e\u82b1\u54e8\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u505a\u201c\u8bfb\u61c2\u4e0a\u4e0b\u6587\u540e\u7684\u4ee3\u7b14\u4e0e\u8ddf\u8fdb\u201d\uff0c\u5207\u4e2d\u9500\u552e\u3001\u987e\u95ee\u3001\u521b\u59cb\u4eba\u7b49\u91cd\u5ea6 WhatsApp \u7528\u6237\u7684\u771f\u5b9e\u75db\u70b9\u3002\u4f46 Lite \u7248\u6c38\u4e45\u514d\u8d39\u53ea\u7ed1\u4e00\u4e2a\u53f7\u7801\uff0c\u610f\u5473\u7740\u5546\u4e1a\u5316\u8def\u5f84\u5fc5\u7136\u8d70\u8ba2\u9605\u6216\u7528\u91cf\u8ba1\u8d39\uff0c\u5c4a\u65f6\u5982\u679c\u6570\u636e\u900f\u660e\u5ea6\u6587\u6863\u4f9d\u7136\u505c\u7559\u5728\u201c\u6b63\u5728\u5b8c\u5584\u201d\u9636\u6bb5\uff0c\u4fe1\u4efb\u6210\u672c\u4f1a\u91cd\u65b0\u53d8\u9ad8\u3002\u6574\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u7684\u6548\u7387\u5de5\u5177\uff0c\u4e0d\u662f\u98a0\u8986\u8005\uff0c\u4f46\u786e\u5b9e\u662f\u90a3\u6279\u538c\u6076 hack \u65b9\u6848\u3001\u60dc\u53f7\u5982\u547d\u7684\u5546\u52a1\u4eba\u58eb\u7684\u4f53\u9762\u89e3\u836f\u3002\u53ea\u662f\u522b\u628a\u201c\u5b98\u65b9 API\u201d\u5f53\u6210\u201c\u5b98\u65b9\u4fe1\u4efb\u201d\u2014\u2014\u5b83\u53ea\u662f\u964d\u4f4e\u4e86\u8fdd\u89c4\u98ce\u9669\uff0c\u5e76\u6ca1\u6709\u6d88\u9664\u6570\u636e\u6d41\u7ecf\u7b2c\u4e09\u65b9\u7684\u672c\u8d28\u4e8b\u5b9e\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\">Peach Co-Pilot<\/span>\n                <\/div>\n<div class=\"comment-content\">The hosted WhatsApp MCP server for standard WhatsApp Business App users. Give Claude, ChatGPT, Cursor, or Zed tools to read, search, and draft messages securely.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI\u2019m Suresh, co-founder of Peach.<br \/>\nLike many busy professionals, I run a surprising amount of my work through WhatsApp. But as the business grew, so did the repetitive replies, forgotten follow-ups, buried context, and constant switching between WhatsApp and other tools.<br \/>\nWe built Peach Co-Pilot to give every busy professional a WhatsApp assistant.<\/p>\n<p>Unlike browser extensions, unofficial libraries, and fragile WhatsApp workarounds, Peach connects through Meta\u2019s official APIs. There are no hacks, API keys, coding, or complicated infrastructure to manage. If you can connect an account and follow a few prompts, you can set it up in minutes &#8211; while continuing to use the WhatsApp Business app on your phone.<\/p>\n<p>Connect your existing WhatsApp Business number to Claude, ChatGPT, or another MCP-compatible AI tool. You can then ask your AI to:<br \/>\n* Find conversations and recall past decisions<br \/>\n* Draft and send contextual replies<br \/>\n* Follow up with quiet leads<br \/>\n* Triage a busy inbox<br \/>\n* Send files and documents<br \/>\n* Run scheduled inbox sweeps<br \/>\n* You can also exclude private contacts, and disconnect access whenever you want.<\/p>\n<p>The Lite version launching today is free forever for one WhatsApp Business number, subject to fair use. We\u2019re launching early because we want real users to help us decide what deserves to be built next.<\/p>\n<p>I\u2019d especially love your feedback on:<br \/>\n* Which AI tool would you connect first?<br \/>\n* What\u2019s the first WhatsApp task you would delegate?<br \/>\n* What do you wish you could delegate to an assistant to help you manage your workload?<\/p>\n<p>Thanks for checking out Peach Co-Pilot &#8211; we\u2019ll be here all day answering questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itzsuresh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itzsuresh<\/a>&nbsp;Using Meta\u2019s official APIs instead of fragile WhatsApp workarounds is a strong foundation. I upvoted Peach Co-Pilot, and the ability to delegate follow-ups and inbox triage while keeping the existing WhatsApp workflow feels particularly practical.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, Abhishek! Huge fan of keeping everything official through Meta instead of relying on sketchy browser hacks. Connecting Claude directly to WhatsApp Business is going to save so many people from inbox chaos. Let&#8217;s goooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a bunch <a href=\"https:\/\/www.producthunt.com\/@kshitijdixit9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitijdixit9<\/a>. What use case would you like for AI tools to manage for you on your WhatsApp?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 everyone, Abhishek here, Suresh&#8217;s partner in crime building Peach \ud83d\udc4b<\/p>\n<p>Adding to what Suresh shared, you keep using WhatsApp Business exactly like today, but now Claude, ChatGPT, or any MCP-compatible tool can see and act on that account for you. Draft replies with real context, chase quiet leads, clear a backlog, send a file \u2014 without you doing the digging first.<\/p>\n<p>Setup takes a few minutes, no code, and Lite is free forever for one number. Would genuinely love for you to try it and tell us what what you&#8217;d want it to do next.<\/p>\n<p>\ud83d\udc49 <a href=\"http:\/\/trypeach.ai\/co-pilot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">trypeach.ai\/co-pilot<\/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\/@abhishek_ayyagari1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_ayyagari1<\/a>&nbsp;Great product and solves important pain 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>@itzsuresh Congrats on the launch. Was pulling my own WhatsApp exports into Claude last week, so this is timely.<\/p>\n<p>When Claude or Cursor reads a thread through this, what actually leaves my machine and what do you keep? That&#8217;s the bit that would decide it for me.<\/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\/@richardmohammed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardmohammed<\/a>&nbsp;Great question and you\u2019re right, this should be clear.<\/p>\n<p>Co-Pilot connects to your existing <strong>WhatsApp Business App number<\/strong> through WhatsApp\u2019s official APIs, so you can continue using the Business App normally.<\/p>\n<p>When Claude or Cursor retrieves a thread, the requested WhatsApp content passes through Peach and is returned to your AI client. It therefore leaves your machine and is also subject to the data-handling policies of the AI provider you choose.<\/p>\n<p>Peach stores message data encrypted in transit and at rest. We don\u2019t use your conversations to sell the data (we are SOC2 audited and certified and take this seriously). You can disconnect your number and request deletion at any time.<\/p>\n<\/p>\n<p>We\u2019re also documenting the precise data flow and retention periods more clearly. This is exactly the kind of question we hoped the launch would surface &#8211; thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning WhatsApp into a workspace for AI assistants is a really interesting idea. Helping professionals manage messages without changing their daily habits feels like a practical use of AI.<\/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 really appreciate the focus on the official Meta Business APIs. A lot of WhatsApp automation tools rely on unofficial workarounds that businesses are understandably nervous about.<\/p>\n<p>Was building on the official APIs a deliberate product decision from day one, even if it meant shipping more slowly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aamirxv2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aamirxv2<\/a>&nbsp;Hi Aamir, yes &#8211; absolutely deliberate. We\u2019ve been building on the official WhatsApp Business APIs from day one, even though that meant more complexity and a slower path to launch. For something as business-critical and personal as WhatsApp, we didn\u2019t want customers worrying about fragile browser hacks, unofficial workarounds, or the risk of losing their number. We believe it\u2019s the right foundation for building something businesses and professionals can genuinely 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<\/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\/VSXVHAEMH4EI7A\" class=\"app-title\">Revy<\/a><\/p>\n<div class=\"one-liner\">The ownership layer for fashion, shopping, and your wardrobe<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Revy\u662f\u4e00\u6b3e\u201c\u8863\u6a71\u4f18\u5148\u201d\u7684\u65f6\u5c1a\u7a7f\u642dApp\uff0c\u901a\u8fc7\u81ea\u7814\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u6570\u5b57\u5316\u7528\u6237\u73b0\u6709\u8863\u7269\uff0c\u5728\u7528\u6237\u88ab\u79cd\u8349\u7a7f\u642d\u7075\u611f\u65f6\uff0c\u5148\u5339\u914d\u5df2\u6709\u5355\u54c1\uff0c\u518d\u8865\u9f50\u7f3a\u5931\uff0c\u89e3\u51b3\u201c\u8863\u670d\u5f88\u591a\u5374\u4e0d\u77e5\u600e\u4e48\u7a7f\u3001\u603b\u5728\u91cd\u590d\u8d2d\u4e70\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\/99568380-570b-4e10-af4a-57026ae9d87c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b23c9652-3fe5-46ab-acef-d60283323e93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cfede83-c63d-44b3-b014-f378d5606cc4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1bb41be-15c1-4d39-b3c9-1af52fe4f7f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ca95544-4856-41fa-924c-54474da664de.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\/2b0d4f58-58c0-4b5b-a205-6a3f9dbb2e53.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XWPy9IsD52E\"><source src=\"https:\/\/youtu.be\/XWPy9IsD52E\" 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\">Fashion<\/span><br \/>\n            <span class=\"tag\">Social Media<\/span><br \/>\n            <span class=\"tag\">E-Commerce<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u65f6\u5c1a\u7a7f\u642d<\/span><br \/>\n            <span class=\"tag\">\u8863\u6a71\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n            <span class=\"tag\">AI\u7a7f\u642d\u63a8\u8350<\/span><br \/>\n            <span class=\"tag\">\u53ef\u6301\u7eed\u65f6\u5c1a<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5e26\u8d27<\/span><br \/>\n            <span class=\"tag\">\u865a\u62df\u8bd5\u8863<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u8d2d\u7269<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u98ce\u683c<\/span><br \/>\n            <span class=\"tag\">\u5fae\u7f51\u7ea2\u53d8\u73b0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u8863\u6a71\u4f18\u5148\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u6bd4\u7eaf\u8d2d\u7269\u66f4\u5b9e\u7528\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u5546\u4e1a\u6a21\u5f0f\uff08C\u7aef\u514d\u8d39\uff0c\u9760\u8054\u76df\u94fe\u63a5\u62bd\u6210\uff0c\u4e0d\u5356\u6570\u636e\uff09\u3002\u8bc4\u8bba\u4e2d\u672a\u89c1\u660e\u663e\u529f\u80fd\u7f3a\u9677\u6216\u64cd\u4f5c\u5efa\u8bae\uff0c\u591a\u4e3a\u80af\u5b9a\u6027\u4e92\u52a8\uff0c\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u201c\u5982\u4f55\u786e\u4fddAI\u8bc6\u522b\u4e0e\u63a8\u8350\u51c6\u786e\u6027\u201d\u53ca\u56e2\u961f\u521b\u4e1a\u7ecf\u5386\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                Revy\u7684\u7acb\u610f\u662f\u53cd\u5546\u4e1a\u76f4\u89c9\u7684\u2014\u2014\u5728\u6d41\u91cf\u4e0eGMV\u4e3a\u738b\u7684\u65f6\u5c1a\u7535\u5546\u9886\u57df\uff0c\u5b83\u9009\u62e9\u5148\u201c\u8bf4\u670d\u201d\u7528\u6237\u5c11\u4e70\u3002\u8fd9\u65e2\u662f\u9053\u5fb7\u9ad8\u5730\uff0c\u4e5f\u662f\u4ea7\u54c1\u58c1\u5792\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u63a8\u8350\u7b97\u6cd5\u201d\u672c\u8eab\uff08\u8fd9\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u201c\u8863\u6a71\u6570\u5b57\u5316\u201d\u8fd9\u4e00\u82e6\u6d3b\u7d2f\u6d3b\uff1a\u81ea\u7814CV\u7ba1\u7ebf\u505a\u8863\u7269\u5206\u5272\u3001\u68c0\u6d4b\u548c\u8de8\u6a21\u6001embedding\uff0c\u8017\u65f6\u4e24\u5e74\u4ece\u96f6\u6784\u5efa\u3002\u8fd9\u6784\u6210\u4e86\u6570\u636e\u98de\u8f6e\u2014\u2014\u7528\u6237\u4e0a\u4f20\u7684\u8863\u7269\u8d8a\u5177\u4f53\uff0cAI\u63a8\u8350\u7684\u201c\u7f3a\u5931\u9879\u201d\u5c31\u8d8a\u7cbe\u51c6\uff0c\u8054\u76df\u7535\u5546\u7684\u8f6c\u5316\u53cd\u800c\u66f4\u9ad8\u6548\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9510\u8bc4\u9700\u6307\u51fa\u4e09\u70b9\u6f5c\u5728\u98ce\u9669\u3002\u7b2c\u4e00\uff0c\u843d\u5730\u573a\u666f\u7684\u786c\u4f24\uff1a\u65e5\u5e38\u7a7f\u642d\u7684\u75db\u70b9\u5e76\u975e\u201c\u4e0d\u77e5\u9053\u7f3a\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u201c\u61d2\u5f97\u52a8\u201d\u2014\u2014Revy\u8981\u6c42\u7528\u6237\u5148\u5b8c\u6210\u8863\u6a71\u6570\u5b57\u5316\uff0c\u8fd9\u4e2a\u51b7\u542f\u52a8\u6210\u672c\u6781\u9ad8\uff0c\u4e14\u9700\u8981\u6301\u7eed\u7ef4\u62a4\uff08\u8863\u7269\u8d2d\u5165\/\u5f03\u7f6e\u9700\u540c\u6b65\u66f4\u65b0\uff09\uff0c\u6d3b\u8dc3\u5ea6\u6781\u6613\u6d41\u5931\u3002\u7b2c\u4e8c\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u7406\u5ff5\u5b58\u5728\u5185\u5728\u5f20\u529b\uff1a\u867d\u7136\u58f0\u79f0\u201c\u4e0d\u63a8\u8d2d\u7269\u201d\uff0c\u4f46\u8054\u76df\u6536\u5165\u4f9d\u5b58\u4e8e\u7528\u6237\u7684\u201c\u7f3a\u5931\u8d2d\u4e70\u201d\u3002\u201c\u53ea\u8865\u771f\u6b63\u7f3a\u7684\u201d\u5728\u7406\u8bba\u4e0a\u8bf1\u4eba\uff0c\u73b0\u5b9e\u4e2d\u5374\u5bb9\u6613\u6ed1\u5411\u201c\u603b\u80fd\u627e\u5230\u7f3a\u7684\u201d\uff0c\u6700\u540e\u6ca6\u4e3a\u66f4\u7cbe\u51c6\u7684\u201c\u79cd\u8349\u673a\u5668\u201d\uff0c\u4e0e\u201c\u53ef\u6301\u7eed\u201d\u521d\u8877\u76f8\u6096\u3002\u7b2c\u4e09\uff0c\u62a4\u57ce\u6cb3\u95ee\u9898\uff1a\u8ba1\u7b97\u673a\u89c6\u89c9\u8863\u7269\u8bc6\u522b\u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5df2\u6709\u6210\u719f\u65b9\u6848\uff08\u5982Google\u7684Vertex AI\u3001Zalando\u7684\u89c6\u89c9\u641c\u7d22\uff09\uff0cRevy\u58f0\u79f0\u81ea\u7814\uff0c\u4f46\u82e5\u65e0\u72ec\u7279\u6570\u636e\uff08\u5982\u8de8\u54c1\u724c\u3001\u8de8\u5e74\u4ee3\u7684\u4e8c\u624b\u8863\u7269\u8bc6\u522b\uff09\u6216\u4e13\u5229\u7ea7\u5408\u6210\u6570\u636e\u7ba1\u7ebf\uff0c\u4e24\u5e74\u65f6\u95f4\u6362\u6765\u7684\u6280\u672f\u58c1\u5792\u53ef\u80fd\u88ab\u5927\u5382\u8fc5\u901f\u590d\u5236\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u521b\u59cb\u56e2\u961f\u7684\u8bda\u5b9e\u4ee4\u4eba\u597d\u611f\u500d\u589e\u2014\u2014\u660e\u786e\u4e0d\u5356\u6570\u636e\u3001\u4e0d\u5411\u521b\u4f5c\u8005\u6536\u8d39\uff0c\u8054\u76df\u62bd\u6210\u4e14\u5fae\u5c0f\u521b\u4f5c\u8005\u540c\u5de5\u540c\u916c\u3002\u7136\u800c\uff0c\u8fd9\u4ecd\u662f\u5355\u8584\u7684\u4ef7\u503c\u94fe\u3002\u82e5Revy\u4e0d\u80fd\u4ece\u4e00\u4e2a\u201c\u5de5\u5177\u6027\u7a7f\u642d\u52a9\u624b\u201d\u8fdb\u5316\u4e3a\u201c\u4e2a\u4eba\u98ce\u683c\u57fa\u7840\u8bbe\u65bd\u201d\uff08\u4f8b\u5982\u5bf9\u63a5\u4e8c\u624b\u4ea4\u6613\u3001\u7ebf\u4e0b\u6539\u8863\u3001\u79df\u8d41\u670d\u52a1\uff09\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5229\u7528AI\u6682\u65f6\u7ed5\u5f00\u4e86\u201c\u4e70\u4e70\u4e70\u201d\u7684\u60ef\u6027\uff0c\u4f46\u5e76\u672a\u771f\u6b63\u6539\u53d8\u65f6\u5c1a\u4ea7\u4e1a\u94fe\u7684\u5e95\u5c42\u6d6a\u8d39\u903b\u8f91\u3002\u7b80\u8a00\u4e4b\uff0cRevy\u662f\u4e00\u6b3e\u7406\u5ff5\u6b63\u786e\u7684\u201c\u53cdAmazon\u201d\u4ea7\u54c1\uff0c\u4f46\u80fd\u5426\u8dd1\u901a\uff0c\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u6562\u5728\u201c\u4e0d\u9f13\u52b1\u8d2d\u4e70\u201d\u7684\u5200\u5c16\u4e0a\u821e\u51fa\u8db3\u591f\u6301\u4e45\u7684\u5546\u4e1a\u751f\u547d\u529b\u3002\u76ee\u524d\u770b\uff0c\u503c\u5f97\u671f\u5f85\uff0c\u4f46\u52ff\u5fd8\u8b66\u60d5\u201c\u653f\u6cbb\u6b63\u786e\u201d\u7684\u4ea7\u54c1\u53d9\u4e8b\u6ed1\u5411\u5546\u4e1a\u5e73\u5eb8\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\">Revy<\/span>\n                <\/div>\n<div class=\"comment-content\">Revy is the fashion app for recreating the looks you love, using the wardrobe you already own, while connecting inspiration, creators, shopping, and personal style.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on making better use of what you already own. The closet-first approach feels much more practical than just pushing more shopping.<\/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>Love the focus on getting more value from the clothes you already own instead of always buying something new. Making fashion inspiration more personal and practical feels like a great direction.<\/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\/@better_shaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@better_shaya<\/a>&nbsp;Thanks Shaya. That&#8217;s exactly why we started with the closet instead of the store. If most of a look is already hanging in your wardrobe, you should hear that before you see a buy button. The shopping part should only ever cover what&#8217;s actually missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@better_shaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@better_shaya<\/a>&nbsp;Yes! Exactly. <\/p>\n<\/p>\n<p>But the reality is also that people still do like to shop &#8211; so we help them make smarter purchasing decisions by showing them how what they are shopping for, fits within their current closet! At the end of the day, sustainable fashion is &#8212; wear more of what you own, and when you shop, shop smarter &#8212; <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I&#8217;m Dheeraj, co-founder and CTO of Revy.<\/p>\n<p>When we started building Revy, the obvious thing to do would&#8217;ve been to build a shopping app and bolt on some AI features. We didn&#8217;t do that. We spent close to two years first building the hard part: custom computer vision pipelines that can actually digitize a wardrobe, segmentation, detection, and embeddings across text and images, built from scratch.<\/p>\n<p>Why start there? Because every fashion platform out there is built to sell you more, without knowing anything about what you already own. We wanted to build the opposite. Something that actually understands your closet, so every outfit idea, creator look, and shopping rec gets checked against what you already have before it suggests something new.<\/p>\n<p>That&#8217;s Revy today. Creators post outfit inspiration, and we auto affiliate-link everything they&#8217;re wearing. Find a look you love, and Revy shows you how to recreate it with pieces you own, then sources anything missing based on your budget, sizing, and retailer preferences.<\/p>\n<p>Quick note on how we make money, since it matters: we don&#8217;t sell your data or charge creators to be featured. We earn through affiliate links when you buy, and any creator on Revy, big or small, earns from the looks they inspire.<\/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\/@dheeraj18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheeraj18<\/a>&nbsp;Great Work!<\/p>\n<p>Getting the vision layer right is what makes the recommendations actually useful.<\/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>Hey Hunters \ud83d\udc4b, I&#8217;m Tanmay, ML Engineer at Revy. My work at Revy spanned 3 major areas:<\/p>\n<ul>\n<li>\n<p>Training computer vision models to detect and segment clothing items, and optimizing these models to run efficiently both on-device and in the cloud.<\/p>\n<\/li>\n<li>\n<p>Building data pipelines to load, embed, and store fashion products so that users can have access to a wide range of product recommendations.<\/p>\n<\/li>\n<li>\n<p>The GPU inference service that accelerates all of AI at Revy. This service is optimized for high throughput, memory efficiency, and, most importantly, cost \ud83d\ude05. (We all know how pricey renting GPUs can get.)<\/p>\n<\/li>\n<\/ul>\n<p>We&#8217;d love to hear your experience using Revy!<\/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>Product Hunt! Excited to be here. I&#8217;m Kaylin, Founder and CEO of Revy.<\/p>\n<\/p>\n<p>I started Revy because I was constantly saving outfit inspiration, but when it came time to actually get dressed&#8230; I\u2019d still wear the same things over and over again. And somehow, despite having a closet full of clothes, I was always buying more that would then go unused in a month. <\/p>\n<\/p>\n<p>That was really the starting point for Revy.<\/p>\n<\/p>\n<p>We\u2019ve spent a lot of time building, changing things, realizing we were wrong about things, and learning from the people actually using it. So getting to share it here feels pretty surreal.<\/p>\n<\/p>\n<p><strong>More than anything, I\u2019d love feedback. What makes sense, what doesn\u2019t, what you\u2019d change, all of it.<\/strong><\/p>\n<\/p>\n<p>And I\u2019m curious: how much of your closet do you think you actually wear? I have a feeling the answers are going to be pretty bad (lol). <\/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\/@kaylin_goddard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaylin_goddard<\/a>&nbsp;Curious to know &#8212; did you do Revy while doing a full time job? Did you ever worry about any conflicts\/IP issues?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heyyaa Product Fam! <\/p>\n<p>I&#8217;m Divya (Div &#8211; like the HTML ones haha), growth + eng lead @ Revy.<\/p>\n<p>Something that always surprised me is that most affiliate platforms for creators are built around scale &#8211; the bigger your following, the more you can earn. <br \/>At Revy, we want to empower microinfluencers and crerators. Everyone is a creator at Revy. We built our model the opposite way on purpose, so a creator with a small but real audience earns the same way someone huge does.<\/p>\n<p>Curious what people here think: does follower count actually deserve to be the gatekeeper for who gets to monetize their content, or is that just the default because it was easiest to 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<\/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\/P26M7RDO45O2TS\" class=\"app-title\">ProtoNote<\/a><\/p>\n<div class=\"one-liner\">Share AI-built prototypes, get feedback pinned to the page<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ProtoNote \u8ba9\u5f00\u53d1\u8005\u5c06AI\u751f\u6210\u7684HTML\u539f\u578b\u6216\u8bbe\u8ba1\u7a3f\u4e00\u952e\u751f\u6210\u53ef\u5206\u4eab\u94fe\u63a5\uff0c\u8bc4\u5ba1\u8005\u65e0\u9700\u6ce8\u518c\u5373\u53ef\u5728\u9875\u9762\u7cbe\u786e\u4f4d\u7f6e\u9489\u4f4f\u8bc4\u8bba\uff0c\u5e76\u5c06\u53cd\u9988\u76f4\u63a5\u56de\u6d41\u7ed9AI\u667a\u80fd\u4f53\u81ea\u52a8\u8fed\u4ee3\u4fee\u6539\uff0c\u5f7b\u5e95\u95ed\u73af\u201c\u6784\u5efa-\u53cd\u9988-\u4fee\u6539\u201d\u7684\u9a8c\u8bc1\u5faa\u73af\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\/8acb659a-9748-49f5-82b0-d41ee8224843.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bccc7007-44ba-45cf-8757-80b2667594d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6acbe799-b4c6-4e12-ab88-427e791314f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7523bd8-f35b-4d3f-87fa-d57fdf307b57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9061bc33-a5d7-4f74-b046-0f6f6da554d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f7bbfe9-6c2c-4ff9-bef3-ec2097f5c237.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\/884a5ca3-e67d-4f16-8675-783f0ec1540c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/aHAiaOxfiYM\"><source src=\"https:\/\/youtu.be\/aHAiaOxfiYM\" 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\">Prototyping<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u539f\u578b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988<\/span><br \/>\n            <span class=\"tag\">\u534f\u4f5c\u8bc4\u5ba1<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n            <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u65e0\u767b\u5f55\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u539f\u578b\u8fed\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u6807\u6ce8<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u75db\u70b9\u5728\u4e8e\u53cd\u9988\u4e0e\u9875\u9762\u4f4d\u7f6e\u8131\u8282\uff0c\u5bfc\u81f4\u9700\u8981\u731c\u6d4b\u201c\u54ea\u4e2a\u6309\u94ae\u201d\u53ca\u4e8c\u6b21\u7ffb\u8bd1\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u6838\u5fc3\u4ef7\u503c\u662f\u8bc4\u8bba\u81ea\u5e26\u4e0a\u4e0b\u6587\uff0c\u5e76\u53ef\u901a\u8fc7Claude\u8fde\u63a5\u5668\u7701\u53bb\u91cd\u65b0\u8f93\u5165\u73af\u8282\u3002\u6709\u4ea7\u54c1\u7ecf\u7406\u79f0\u5176\u4e3a\u4eceFigma\u8f6c\u5411Claude Code\u540e\u7684\u201c\u6551\u661f\u201d\uff0c\u5c24\u5176\u5bf9\u6536\u96c6\u5e72\u7cfb\u4eba\u53cd\u9988\u4ef7\u503c\u5de8\u5927\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                ProtoNote\u7cbe\u51c6\u51fb\u4e2d\u4e86AI\u8f85\u52a9\u5f00\u53d1\u6d6a\u6f6e\u4e2d\u6700\u88ab\u5ffd\u89c6\u7684\u201c\u6e7f\u4ef6\u201d\u73af\u8282\u2014\u2014\u4eba\u673a\u534f\u4f5c\u4e2d\u7684\u6c9f\u901a\u6469\u64e6\u3002\u5f53\u751f\u6210\u4ee3\u7801\u53d8\u5f97\u5ec9\u4ef7\uff0c\u9a8c\u8bc1\u4e0e\u8fed\u4ee3\u5374\u4ecd\u505c\u7559\u5728\u622a\u56fe\u3001\u7ea2\u5708\u548c\u201c\u611f\u89c9\u4e0d\u9519\u201d\u7684\u539f\u59cb\u9636\u6bb5\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u6807\u6ce8\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u667a\u80fd\u4f53\u4e0e\u4eba\u7c7b\u8bc4\u5ba1\u8005\u4e4b\u95f4\u7684\u6570\u636e\u63a5\u53e3\uff1a\u901a\u8fc7\u5c06\u4eba\u7c7b\u53cd\u9988\u7ed3\u6784\u5316\u4e3a\u53ef\u88ab\u673a\u5668\u8bfb\u53d6\u7684\u3001\u5e26\u5750\u6807\u7684\u4e0a\u4e0b\u6587\uff0c\u5b83\u8ba9\u201c\u8ba9AI\u6839\u636e\u53cd\u9988\u6539\u4ee3\u7801\u201d\u4ece\u5671\u5934\u53d8\u6210\u4e86\u53ef\u6267\u884c\u7684\u5de5\u4f5c\u6d41\u3002\u8bc4\u8bba\u4e2d\u201c\u4eceFigma\u5230Claude Code\u201d\u7684\u8f6c\u53d8\u6697\u793a\u4e86\u76ee\u6807\u7528\u6237\u753b\u50cf\u7684\u6e05\u6670\u2014\u2014\u90a3\u4e9b\u6c89\u8ff7\u4e8eAI\u751f\u6210\u901f\u5ea6\u3001\u5374\u82e6\u4e8e\u53cd\u9988\u94fe\u8def\u65ad\u88c2\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u578b\u56e2\u961f\u3002\u8fd9\u6b3e\u4ea7\u54c1\u8868\u9762\u5356\u7684\u662f\u534f\u4f5c\u6548\u7387\uff0c\u6df1\u5c42\u8d4c\u6ce8\u662f\u6210\u4e3aAI\u539f\u751f\u5f00\u53d1\u5de5\u5177\u94fe\u4e2d\u7684\u201c\u4eba\u7c7b\u53cd\u9988\u4e2d\u67a2\u201d\u3002\u4e0d\u8fc7\uff0c\u5176\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff0cMCP\u8fde\u63a5\u5668\u867d\u662f\u4eae\u70b9\u5374\u975e\u72ec\u5360\u6280\u672f\uff0c\u4e00\u65e6Figma\u6216Vercel\u7b49\u5e73\u53f0\u539f\u751f\u96c6\u6210\u7c7b\u4f3c\u7684AI\u53cd\u9988\u95ed\u73af\uff0c\u72ec\u7acb\u5de5\u5177\u5c06\u9762\u4e34\u6b8b\u9177\u6324\u538b\u3002\u5f53\u524d\u514d\u8d39\u7248\u76843\u4e2a\u539f\u578b\u9650\u5236\u66f4\u50cf\u662f\u4e00\u4e2a\u514b\u5236\u800c\u7cbe\u51c6\u7684\u94a9\u5b50\uff0c\u6d4b\u8bd5\u7684\u662f\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u201c\u95ed\u73af\u901f\u5ea6\u201d\u4ed8\u8d39\u3002\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u89c4\u6a21\u4e0a\u6765\u540e\uff0c\u5982\u4f55\u7ba1\u7406\u5927\u91cf\u539f\u578b\u4e0a\u566a\u58f0\u5316\u7684\u4eba\u9645\u8bc4\u8bba\uff0c\u4ee5\u53caAI\u5e94\u7528\u53cd\u9988\u65f6\u7684\u610f\u56fe\u6b67\u4e49\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u8e29\u5728\u6b63\u786e\u8d8b\u52bf\u4e0a\u3001\u65b9\u6848\u4f18\u96c5\u7684\u8f7b\u91cf\u7ea7\u5229\u57fa\u5de5\u5177\uff0c\u4f46\u8981\u60f3\u6210\u4e3a\u6807\u51c6\uff0c\u8fd8\u9700\u8981\u66f4\u6df1\u7684\u751f\u6001\u7ed1\u5b9a\u2014\u2014\u6bd4\u5982\u6210\u4e3aClaude\u6216Cursor\u7684\u9ed8\u8ba4\u53cd\u9988\u5c42\uff0c\u800c\u975e\u4e00\u4e2a\u5916\u6302\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\">ProtoNote<\/span>\n                <\/div>\n<div class=\"comment-content\">Drop in an HTML prototype, image, or PDF and get a shareable link. Reviewers leave notes pinned to the exact spot on the page. No account required, just a name. Use the Claude connector to turn anything you build into a ProtoNote right inside the chat. When notes come in, tell Claude to pull them in and apply the changes. The new version publishes itself. Free tier includes 3 active prototypes with unlimited reviewers and notes. Reviewing is always free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The scattered screenshots and vague &#8220;fine by me&#8221; replies have quietly worn me down for years, so feedback that lands right on the spot it&#8217;s about feels so much saner. Nice work, <a href=\"https:\/\/www.producthunt.com\/@zach_friesen\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zach_friesen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_friesen<\/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\/@jean_noel_escande\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_noel_escande<\/a>&nbsp;You and me both. Appreciate it Jean-No\u00ebl! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 feedback loop between building and improving prototypes is usually the painful part. Making comments more contextual and connecting them directly with AI workflows feels like a smart way to speed things up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@better_shaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@better_shaya<\/a>&nbsp;Yeah, the loop is the whole problem. Feedback that isn\u2019t attached to a specific spot on the page turns into a translation job, where you\u2019re reading \u201cthe button feels off\u201d and guessing which button. Pinning it means the note arrives with its own context, and once Claude can read those notes directly there\u2019s no re-typing step at all. That last part is the piece I\u2019m most curious to see people use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a Product Owners moving from Figma to Claude Code and constantly looking for feedbacks from stakeholders and testing users, this is life saver for me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dct_iz_dct\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dct_iz_dct<\/a>&nbsp;Figma to Claude Code is one of the shifts that made me build this. If you\u2019re already in Claude Code, you should try out the connector so you can publish and pull notes back without leaving the terminal. Would love to hear how it goes with your testers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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 Product Hunt \ud83d\udc4b <\/p>\n<p>I build prototypes in Claude constantly. Sharing them is still miserable. My actual workflow was: download the HTML, drop it in Slack, hope someone opens it. They&#8217;d open it in a browser tab with no way to comment, so I&#8217;d get &#8220;looks good!&#8221; back, or a screenshot with a red circle drawn on it, or nothing.<\/p>\n<p>So I built ProtoNote. You drop in what you made and get a share link. Whoever you send it to types their name and starts leaving notes pinned to the exact spot on the page. No account, no signup wall, nothing for them to install. The part I&#8217;m most excited about: it&#8217;s a remote MCP server, so it runs as a Claude connector. Say &#8220;make this a ProtoNote&#8221; and the share link comes back in chat, no download step at all. When notes come in, say &#8220;pull my open notes and apply them.&#8221; The new version publishes itself.<\/p>\n<p>Built solo. Free for 3 prototypes, $10\/mo for unlimited, and reviewing is always free so nobody you share with ever hits a paywall. Curious how people here handle this today. When you build something with AI and need eyes on it, what do you do?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/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 = 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