{"id":74,"date":"2025-12-17T10:27:32","date_gmt":"2025-12-17T02:27:32","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/17\/2025-12-16\/"},"modified":"2025-12-17T10:27:32","modified_gmt":"2025-12-17T02:27:32","slug":"2025-12-16","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/17\/2025-12-16\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-16"},"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 2025-12-16<\/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 | 2025-12-16<\/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\/T4TBFKZNJSMD34\" class=\"app-title\">Readever<\/a><\/p>\n<div class=\"one-liner\">Read books with Elon Musk, Steve Jobs, or anyone you choose<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">347<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u9605\u8bfb\u8fc7\u7a0b\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u5b9e\u65f6\u95ee\u7b54\u3001\u4e2a\u6027\u5316\u5f15\u5bfc\u53ca\u4e0e\u5386\u53f2\u540d\u4eba\u201c\u5171\u8bfb\u201d\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u8bfb\u8005\u5728\u9605\u8bfb\u4e2d\u9047\u5230\u7406\u89e3\u969c\u788d\u3001\u611f\u5230\u5b64\u72ec\u6216\u96be\u4ee5\u575a\u6301\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\/bd8c79ad-00f9-4588-af14-e786285f4c7d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=LhC28fipfOE\"><source src=\"https:\/\/www.youtube.com\/watch?v=LhC28fipfOE\" 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\/fd4fca36-6c78-47de-a665-09d79cf3d342.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d093e3a-9704-4a60-82e3-475faa2d69a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be73193d-fcee-4cf7-98e5-d365f8d8dcaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa2adbed-8bac-4c44-9e17-c3392892a070.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e485ba1-beb1-4c05-92d5-9eddb3b1eac8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/265823cb-d771-430c-9473-f56106298fe8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Education<\/span><br \/>\n            <span class=\"tag\">Books<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u9605\u8bfb\u4f34\u4fa3<\/span><br \/>\n            <span class=\"tag\">\u6c89\u6d78\u5f0f\u9605\u8bfb<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u9605\u8bfb\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4e66\u6458<\/span><br \/>\n            <span class=\"tag\">\u591a\u8bed\u8a00\u9605\u8bfb<\/span><br \/>\n            <span class=\"tag\">\u56fe\u4e66\u63a8\u8350<\/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\u201c\u9605\u8bfb\u5361\u987f\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u201c\u5171\u8bfb\u201d\u6982\u5ff5\u65b0\u9896\u4e14\u80fd\u63d0\u5347\u9605\u8bfb\u4e50\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728UI\/UX\u4e0d\u591f\u76f4\u89c2\u3001\u81ea\u5b9a\u4e49\u89d2\u8272\u529f\u80fd\u5f85\u5f00\u53d1\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u900f\u9732\u5c06\u6539\u8fdb\u754c\u9762\u3001\u589e\u52a0\u591a\u6a21\u6001\u529f\u80fd\u5e76\u4e0e\u7248\u6743\u65b9\u5408\u4f5c\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                Readever\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u9605\u8bfb\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u9605\u8bfb\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u4f20\u7edf\u6458\u8981\u5f0fAI\u9605\u8bfb\u5de5\u5177\u7684\u8f6f\u808b\u2014\u2014\u6ede\u540e\u6027\uff0c\u5c06AI\u5e72\u9884\u4ece\u201c\u4e8b\u540e\u603b\u7ed3\u201d\u524d\u7f6e\u4e3a\u201c\u5b9e\u65f6\u4f34\u8bfb\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5173\u952e\u7684\u4ea7\u54c1\u54f2\u5b66\u8f6c\u53d8\u3002\u5176\u5ba3\u79f0\u7684\u201c\u77e5\u8bc6\u665a\u5bb4\u201d\u6982\u5ff5\u9887\u5177\u5438\u5f15\u529b\uff0c\u4f46\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u70b9\uff1a\u5c06\u9a6c\u65af\u514b\u3001\u4e54\u5e03\u65af\u7b49\u540d\u4ebaIP\u4f5c\u4e3a\u201c\u9605\u8bfb\u5bfc\u5e08\u201d\u662f\u5426\u53ea\u662f\u8425\u9500\u5671\u5934\uff1f\u5176\u5e95\u5c42\u903b\u8f91\u4ecd\u662f\u57fa\u4e8e\u6587\u672c\u8bad\u7ec3\u7684LLM\u8fdb\u884c\u89d2\u8272\u626e\u6f14\uff0c\u6df1\u5ea6\u4e0e\u72ec\u7279\u6027\u5b58\u7591\uff0c\u4e14\u9762\u4e34\u6f5c\u5728\u7684\u7248\u6743\u4e0e\u4f26\u7406\u4e89\u8bae\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u201c\u4e0e\u8c01\u8bfb\u201d\uff0c\u800c\u5728\u5176\u6784\u5efa\u7684\u201c\u4e3b\u52a8\u9605\u8bfb\u6846\u67b6\u201d\u3002\u9ad8\u4eae\u5373\u95ee\u3001\u76ee\u6807\u81ea\u9002\u5e94\u5f15\u5bfc\u3001\u8bb0\u5fc6\u7cfb\u7edf\u5f62\u6210\u4e86\u4e2a\u6027\u5316\u9605\u8bfb\u95ed\u73af\uff0c\u8fd9\u4f7f\u5176\u6709\u671b\u4ece\u4e00\u6b3e\u8da3\u5473\u5de5\u5177\u6f14\u8fdb\u4e3a\u4e25\u8083\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u5982\u4f55\u5e73\u8861\u201c\u6c89\u6d78\u5f0f\u9605\u8bfb\u201d\u4e0e\u201cAI\u9891\u7e41\u5e72\u9884\u201d\u4e4b\u95f4\u7684\u754c\u9650\uff0c\u907f\u514d\u8ba9\u5de5\u5177\u672c\u8eab\u6210\u4e3a\u65b0\u7684\u5e72\u6270\u6e90\uff1f\u5982\u4f55\u786e\u4fdd\u201c\u5bfc\u5e08\u201d\u89e3\u8bfb\u7684\u51c6\u786e\u6027\uff0c\u800c\u975e\u63d0\u4f9b\u4e00\u79cd\u4ee4\u4eba\u6109\u60a6\u7684\u8c2c\u8bef\uff1f\u5f53\u524d\u201c\u5b8c\u5168\u514d\u8d39\u201d\u7684\u6a21\u5f0f\u4e5f\u4e3a\u5176\u53ef\u6301\u7eed\u6027\u8499\u4e0a\u9634\u5f71\u3002\u82e5\u5176\u80fd\u8de8\u8d8a\u65e9\u671f\u65b0\u5947\u9636\u6bb5\uff0c\u6df1\u8015\u5782\u76f4\u9886\u57df\u7684\u6df1\u5ea6\u7406\u89e3\u8f85\u52a9\uff08\u5982\u5b66\u672f\u6587\u732e\u3001\u4e13\u4e1a\u4e66\u7c4d\uff09\uff0c\u6216\u8bb8\u80fd\u5f00\u8f9f\u51fa\u66f4\u575a\u5b9e\u7684\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Readever<\/span>\n                <\/div>\n<div class=\"comment-content\">Chat with books, co-read with legendary personas, and get recommendations that feel like magic. Readever turns your library into a lively dinner party with the smartest people in history.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b Makers here, launching Readever today. We built Readever because \u201cAI for reading\u201d often means summaries after the fact, but the real pain is getting stuck while reading. Readever helps you read inside the text:<\/p>\n<p>1. <strong>In-Context Q&amp;A<\/strong>: Highlight any sentence while reading and ask questions where you\u2019re stuck without leaving the page.<br \/>2. <strong>Proactive Reading Guidance<\/strong>: It adapts to your goals and level, proactively showing Highlight Cards so you get help even when you don\u2019t know what to ask.<br \/>3. <strong>5,000+ AI Reading Mentors:<\/strong> Read with thinkers, founders, writers, and historians. Ask them questions or let mentors debate to reveal different perspectives.<br \/>4. <strong>Built-in Translation<\/strong>: Read across languages without breaking your flow.<br \/>5. <strong>AI Book-Finding Agent<\/strong>: Describe what you want in natural language and get book recommendations tailored to your taste and intent. Readever is your next  Knowledge Curator.<br \/>6. <strong>Memory system<\/strong>: Readever keeps you inside the text with fewer interruptions and faster comprehension, from the first page to the next book.<\/p>\n<p><a href=\"https:\/\/www.readever.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Readever<\/a> isn\u2019t for passive reading, it\u2019s for understanding.<br \/>And yes, <strong><em>it\u2019s totally free on the web!!!<\/em><\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>31<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a>&nbsp;Love it, it doesn\u2019t replace reading with summaries, it actually helps <em>while<\/em> you\u2019re stuck in the text, which is the real 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a>&nbsp;As someone who reads a lot of dense material, this solves a real pain point. 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>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\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a>Love how you framed this around reducing friction <em>while<\/em> reading, not after. Turning reading into a guided, social experience without breaking focus is a smart insight. Wishing you a great launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea seems to quite new and creative for me. I really like to try and see how it works. Thanks for your work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a>&nbsp;Thank you! We want to turn lonely and tedious reading into a immersive and inspiring experience. Readever&#8217;s goal is to make everybody deeply enjoy every book they want to read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a>&nbsp;thank you so much!!! really appreciate it!!!\ud83d\ude47 would love to hear what you\u2019re reading first&#8230; and if anything feels confusing or missing, just tell me and i\u2019ll fix it fast!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it possible to use an abstraction of a famous person&#8217;s voice? How does that work if there&#8217;s a monetisation aspect to it?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;We are planning to add multi model abilities to Readever. Many of our users wish for this feature. As for monetisation, we plan to only add non-copyrighted materials first, and then try to get deals with influencers\/publishers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea and a great product! Is there an option to read the book with the books author?<\/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\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;yes!!! of course \ud83d\ude04 you can invite anyone into your readever reading group to join your reading journey&#8230; including the author (and even the author\u2019s enemies + critics too&#8230;\ud83e\udd2b\ud83e\udd2b) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Yes! It&#8217;s one of the favorate features of our users. The author persona can explain the deeper subtext of the book. For example, reading <em>A Hundred Years of Solitude<\/em> with <em>M\u00e1rquez <\/em>where he explains all the plots and metaphors.<\/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>I liked the concept, but the ux needs a bit more work, It&#8217;s very hard to understand what&#8217;s going on and the use of already made comments on books.<\/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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;Thank you for your feedback! We are working hard on UI\/UX improvements. The onboarding process is also WIP right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">That\u2019s so cool! It would add so much joy for my reading time! I will try it later!<\/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\/@new_user___2712024690d1ab8124aa8e0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___2712024690d1ab8124aa8e0<\/a>&nbsp;Thanks! Readever aims to transform tedious reading into a fun and immersive experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus on visibility and control. If something is running on my Mac, I want to know about it no exception.<\/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\/@good_will3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@good_will3<\/a>&nbsp;got you!! totally with you on this. we\u2019re building readever so the ai never feels \u201cmysterious\u201d while you read\u2026everything is visible and user-controlled. you can always see when the ai is active, what it\u2019s responding to (your highlight \/ your question), and you\u2019re in charge of when it steps in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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. AI highlighted some patterns I hadn\u2019t noticed. How can I customize or choose my own character ?<\/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\/@tony_yan_1111\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tony_yan_1111<\/a>&nbsp;yes!!! you can pick your character in the dashboard \ud83d\udc83 we don\u2019t support creating custom characters yet, but it\u2019s on our roadmap&#8230; stay tuned!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool! Amazing for reading!<\/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\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a>&nbsp;Thank you! We want to turn lonely and tedious reading into a immersive and inspiring experience. Readever&#8217;s goal is to make everybody deeply enjoy every book they want to read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Can users upload their own books, and does personalization still work with imported titles?<\/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\/@lyss_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lyss_luo<\/a>&nbsp;Yes! User uploaded books work the same as imported titles!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lyss_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lyss_luo<\/a>&nbsp;yes!!! you can upload any file you want to read \ud83d\ude04\u2764\ufe0f <strong>personalization still works with imported titles too, because it\u2019s driven by your reading goal  + what you highlight, ask, and note during the session.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Readever personalize the reading journey for each user, especially readers with different goals?<\/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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a>&nbsp;We have a fine grained memory system. The AI will remember books you have read, questions you have asked and highlights you have marked. Then it will proactively create personalized reading recommendations, in-book notes and reading paths for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a>&nbsp;great question!!<\/p>\n<p> readever personalizes in 3 layers: you set your goal (learn fast, deep study, write, etc.) and level, then we adapt the guidance cards and explanations in real time while you read, and our memory learns from what you read, ask, and note so the next sessions and recommendations get progressively more tailored.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 used it last night and genuinely felt accompanied while reading . a surprisingly warm experience.<\/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\/@joanna_l_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanna_l_<\/a>&nbsp;Thank you! That&#8217;s exactly our goal for Readever. We hope to transform the lonely reading into a fun and interesting experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8220;The &#8216;dinner party&#8217; concept is such a cool hook. \ud83e\udd2f I&#8217;m really curious to see how the AI mentors debate each other\u2014does the AI actually mimic their specific rhetorical styles? Definitely trying this out. It makes reading feel less lonely.&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jotaro_kujo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotaro_kujo<\/a>&nbsp;thanks so much!! \ud83e\udd79 the \u201cdinner party\u201d vibe is exactly what we\u2019re going for.<\/p>\n<p>on the mentor debates, yes\u2026 we try to keep each mentor\u2019s voice consistent in tone and reasoning, so the discussion feels like distinct perspectives instead of one generic 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>What role do AI companions play during reading? Are they more like mentors, analysts, or reading buddies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rand_cat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rand_cat<\/a>&nbsp;It depends on the user. User can choose their own styles depending on their reading behavior and the books they read. But mostly I&#8217;d say it&#8217;s AI mentors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 large is the book catalog, and how does the public library integration function for users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a>&nbsp;Currently we have a library of over 50000 titles but we are quickly expanding our catalog.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch of Readever! Honestly, your product positioning really caught my eye\u2014it\u2019s a rare and genuinely innovative product. I\u2019ve already thought of many fun and interesting ways to use it, like having Jobs read his own biography with me and then asking him how he felt at different moments in his life. Keep it 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\/@jackyliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackyliu<\/a>&nbsp;Thank you! Readever aims to turn tedious and lonely reading into an immersive and inspring experience. With Readever, you can finally finish the book you&#8217;ve always wanted to read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 used it for fiction and loved how the AI companion picked up emotional shifts I totally missed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harlan_at_timedomain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harlan_at_timedomain<\/a>&nbsp;Thanks! Understanding the subtext of books is a key feature Readever aims to provide.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you ensure accuracy when the AI comments on complex topics like economics, philosophy, or science?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a>&nbsp;We have a knowledge base for each persona with all the articles, books, speeches and other works for AI to refer to. This essentially prevents hallucision compared to just using the model pretrained data itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Would Readever be useful for university students, researchers, or people writing a thesis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hassiumred\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hassiumred<\/a>&nbsp;Yes! For it&#8217;s ideal for researchers because current AI tools only provide shallow and broad summarizations. Readever aims to provide deep comprehension, which is exactly what researchers need. For example while reading papers AI will highlight the parts that&#8217;s relevant to your previous research interests or paper read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hassiumred\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hassiumred<\/a>&nbsp;yes, it\u2019s super useful for <strong>university students and researchers.<\/strong> we already have students and scholars using Readever to read dense stuff like ml textbooks and even foucault. <\/p>\n<\/p>\n<p>and\u2026 quietly\u2026 a lot of students use it to speed up reading reports and assignments too \ud83e\udd2b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>From a product and AI perspective, how do you balance maintaining a consistent \u2018persona voice\u2019 while still adapting insights to different reading styles and genres?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yevhenii_danilchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yevhenii_danilchuk<\/a>&nbsp;That&#8217;s a great question, our AI will pick the most suitable persona based on user&#8217;s history and book genre. For example while reading business books it may invite Jobs and Musk, while reading economics it may invite Kaynes and Hayek. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!  I&#8217;m curious about the workflow after reading, do you currently support exporting highlights or book notes to <strong>Notion<\/strong> or syncing with <strong>Readwise<\/strong>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xinyue_zhang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xinyue_zhang3<\/a>&nbsp;Currently no but we are working on this feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The memory system remembering my earlier confusion was surprisingly helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hy_s1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hy_s1<\/a>&nbsp;Yeah that&#8217;s one of the top &#8220;aha moments&#8221; our users get while 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is Readever fundamentally different from NotebookLM, Readwise, or other reading\/summarizer tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rydensun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rydensun<\/a>&nbsp;Great question!!! We love tools like NotebookLM and Readwise, but Readever is built around a different core belief: <strong>read the book, not just the summary<\/strong>, and use AI to <em>augment the reader<\/em> in the moment.<\/p>\n<p>Readever focuses on <strong>in-reading augmentation,<\/strong> not post-reading summaries: you can highlight and ask instantly get proactive guidance cards. <\/p>\n<\/p>\n<p>Even more interesting, you can read with 5,000 mentor lenses, use built-in translation, and rely on a book concierge plus memory that learns from what you read, ask, and note!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rydensun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rydensun<\/a>&nbsp;All the other AI reading tools focus on summarization\/Q&amp;A\/flashcards that replace the reading experience. Reading, on the contrary, focus on making the reading experience itself more fun and interesting. We never want to replace reading. Instead we want make it a more immersive and fun experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice work, this looks clean and well done.<\/p>\n<p>Just curious, have you ever worked with social media influencers to help show people how the software works and get more eyes on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bro your launch video is something \ud83d\ude05\ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp;\ud83d\ude05 we tried something different for launch day\u2026 did it land or nah?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I don\u2019t quite get it but am willing to try it!<\/div>\n<div class=\"comment-actions\">\n<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\/@sarrah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarrah<\/a>&nbsp;You can start with a book you always wanted to read but couldn&#8217;t finish. Maybe literature books like <strong><em>One Hundred Years of Solitude. <\/em><\/strong>History books like <strong><em>Sapiens. <\/em><\/strong>Then you will see the magic of Readever!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the system decide which concepts need explanation and which don\u2019t?<\/p>\n<\/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\/@new_user___29620254ebb982204b9ba1f\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___29620254ebb982204b9ba1f<\/a>&nbsp;It learns from your reading history and our AI agent is fully context aware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Uploading my own book worked smoothly, and the annotations still felt tailored.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wu_chiyu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wu_chiyu<\/a>&nbsp;Thanks for trying! We aim to provide the same personalized reading experience for both uploaded books and imported ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Short book summaries with narrated voices of famous personas could be a great addition) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@miasantos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miasantos<\/a>&nbsp;Actually this is one of the most wanted features by our users! We will add this shortly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you prevent the AI from overwhelming readers with too many notes or interruptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yaoling_frank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaoling_frank<\/a>&nbsp;Thanks for the question! Our AI agent will automatically adjust its output density based on user interactions. If user skips many notes the AI will reduce its output volume.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/IUKDN64BTRVP2R\" class=\"app-title\">NexaSDK for Mobile<\/a><\/p>\n<div class=\"one-liner\">Easiest solution to deploy multimodal AI to mobile<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">310<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NexaSDK for Mobile \u662f\u4e00\u6b3e\u8ba9\u5f00\u53d1\u8005\u4ec5\u75283\u884c\u4ee3\u7801\u5373\u53ef\u5728iOS\u548cAndroid\u8bbe\u5907\u4e0a\u5168\u672c\u5730\u90e8\u7f72\u591a\u6a21\u6001AI\u6a21\u578b\u7684SDK\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u7aefAI\u5e94\u7528\u56e0\u4e91\u7aef\u65b9\u6848\u5bfc\u81f4\u7684\u5ef6\u8fdf\u9ad8\u3001\u6210\u672c\u8d35\u3001\u9690\u79c1\u6cc4\u9732\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u8981\u5b9e\u65f6\u3001\u79bb\u7ebf\u5904\u7406\u7528\u6237\u654f\u611f\u6570\u636e\u7684\u573a\u666f\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f4dda9a-f160-4cab-b760-0c61b896693d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16840742-6ef0-4ab7-9202-7a6478a53cb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28a75a2c-b328-4438-9598-25f18af59028.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f030871c-1210-496f-804e-95767e16d28d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25beb7f5-b082-47f7-b395-4121cd9a4be7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b879573-e796-4b83-a8fa-cdd38df0bcc1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c6bd6d8-81e8-49e0-9de6-5f41ed1c4604.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f331f2f8-bbf9-4bd0-8bec-901e6b68fd54.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\/1ef1375f-b900-4d24-9323-840566366ff5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WA15CcEVuJw\"><source src=\"https:\/\/youtu.be\/WA15CcEVuJw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">SDK<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u79fb\u52a8\u7aefAI SDK<\/span><br \/>\n            <span class=\"tag\">\u5168\u672c\u5730\u63a8\u7406<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u5907\u7aef\u52a0\u901f<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n            <span class=\"tag\">NPU\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u80fd\u8017\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u8bbe\u5907\u7aefAI\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u5176\u9690\u79c1\u3001\u6210\u672c\u548c\u6027\u80fd\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\uff1a\u5982\u4f55\u9002\u914d\u4e0d\u540cNPU\u3001\u5177\u4f53\u652f\u6301\u7684\u6a21\u578b\u5217\u8868\u3001\u5b9a\u4ef7\u7b56\u7565\u3001\u4e0eCoreML\u7684\u96c6\u6210\u6df1\u5ea6\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u6df7\u5408\u4e91\u6a21\u5f0f\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u660e\u786e\u4e86\u514d\u8d39\u7b56\u7565\u3001\u6a21\u578b\u652f\u6301\u8303\u56f4\u548c\u672a\u6765\u8def\u7ebf\u56fe\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                NexaSDK for Mobile \u7684\u63a8\u51fa\uff0c\u76f4\u6307\u5f53\u524d\u79fb\u52a8AI\u751f\u6001\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u65e5\u76ca\u5f3a\u5927\u7684\u591a\u6a21\u6001\u6a21\u578b\u4e0e\u79fb\u52a8\u7aef\u90e8\u7f72\u7684\u8270\u5de8\u6027\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u5b83\u5ba3\u79f0\u7684\u201c3\u884c\u4ee3\u7801\u201d\u548c\u201c\u5168\u672c\u5730\u8fd0\u884c\u201d\u770b\u4f3c\u662f\u5f00\u53d1\u4f53\u9a8c\u7684\u7b80\u5316\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u5c06\u590d\u6742\u7684\u6a21\u578b\u4f18\u5316\u3001\u786c\u4ef6\u9002\u914d\uff08\u82f9\u679c\u795e\u7ecf\u5f15\u64ce\u4e0e\u9a81\u9f99NPU\uff09\u548c\u8de8\u5e73\u53f0\u4e00\u81f4\u6027\u6253\u5305\u6210\u4e00\u4e2a\u9ed1\u76d2\u89e3\u51b3\u65b9\u6848\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2aAI\u8fd0\u884c\u65f6\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u79fb\u52a8\u8bbe\u5907\u4e0a\u5f02\u6784AI\u8ba1\u7b97\u786c\u4ef6\u7684\u201c\u7edf\u4e00\u62bd\u8c61\u5c42\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u95ee\u7b54\u53ef\u4ee5\u770b\u51fa\uff0c\u56e2\u961f\u5bf9\u5e95\u5c42\u7ec6\u8282\uff08\u5982\u81ea\u5b9a\u4e49\u63a8\u7406\u5f15\u64ce\u3001\u6a21\u578b\u8f6c\u6362\u7ba1\u9053\uff09\u6709\u76f8\u5f53\u638c\u63a7\u529b\uff0c\u8fd9\u4f7f\u5176\u4e0e\u5355\u7eaf\u5c01\u88c5\u5f00\u6e90\u6846\u67b6\u7684\u65b9\u6848\u533a\u5206\u5f00\u6765\u3002\u5176\u5ba3\u79f0\u76842\u500d\u901f\u5ea6\u4e0e9\u500d\u80fd\u6548\u63d0\u5347\uff0c\u82e5\u7ecf\u5f97\u8d77\u68c0\u9a8c\uff0c\u5c06\u76f4\u63a5\u51fb\u4e2d\u79fb\u52a8\u5e94\u7528\u7684\u751f\u547d\u7ebf\u2014\u2014\u7528\u6237\u4f53\u9a8c\u4e0e\u7535\u6c60\u7eed\u822a\u3002\u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u5176\u4e00\uff0c\u6a21\u578b\u751f\u6001\u7684\u6301\u7eed\u66f4\u65b0\u4e0e\u517c\u5bb9\u6027\u7ef4\u62a4\u662f\u4e00\u573a\u6301\u4e45\u6218\uff1b\u5176\u4e8c\uff0c\u201c\u514d\u8d39\u4e2a\u4eba\u4f7f\u7528\uff0c\u4f01\u4e1a\u6536\u8d39\u201d\u7684\u6a21\u5f0f\u80fd\u5426\u652f\u6491\u5176\u957f\u671f\u53d1\u5c55\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u7cbe\u51c6\u5b9a\u4e49\u201c\u5927\u578b\u4f01\u4e1a\u91c7\u7528\u201d\u7684\u754c\u9650\u5e76\u6784\u5efa\u8db3\u591f\u9ad8\u7684\u6280\u672f\u58c1\u5792\u3002\u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u4e3a\u8ffd\u6c42\u6781\u81f4\u9690\u79c1\u3001\u5b9e\u65f6\u6027\u4e0e\u6210\u672c\u53ef\u63a7\u7684\u5782\u7c7b\u5e94\u7528\uff08\u5982\u533b\u7597\u3001\u91d1\u878d\u3001\u4e2a\u4eba\u52a9\u624b\uff09\u6253\u9020\u7684\u5229\u5668\uff0c\u4f46\u5176\u80fd\u5426\u4ece\u201c\u5229\u57fa\u5fc5\u9700\u54c1\u201d\u6210\u957f\u4e3a\u201c\u5927\u4f17\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u53d1\u8005\u6613\u7528\u6027\u3001\u6a21\u578b\u65b0\u9c9c\u5ea6\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e4b\u95f4\u627e\u5230\u66f4\u7a33\u56fa\u7684\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">NexaSDK for Mobile<\/span>\n                <\/div>\n<div class=\"comment-content\">NexaSDK for Mobile lets developers use the latest multimodal AI models fully on-device on iOS &#038; Android apps with Apple Neural Engine and Snapdragon NPU acceleration. In just 3 lines of code, build chat, multimodal, search, and audio features with no cloud cost, complete privacy, 2x faster speed and 9\u00d7 better energy efficiency.<\/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 \u2014 I\u2019m Zack Li, CTO and co-founder of Nexa AI \ud83d\udc4b<\/p>\n<\/p>\n<p>We built <strong>NexaSDK for Mobile<\/strong> after watching too many mobile app development teams hit the same wall: the best AI experiences want to use <em>your users\u2019 real context<\/em> (notes, photos, docs, in-app data)\u2026 but pushing that to the cloud is slow, expensive, and uncomfortable from a privacy standpoint. Going fully on-device is the obvious answer \u2014 until you try to ship it across iOS + Android with modern multimodal models.<\/p>\n<\/p>\n<p>NexaSDK for Mobile is our \u201cmake on-device AI shippable\u201d kit. It lets you run state-of-the-art models locally across text + vision + audio with a single SDK, and it\u2019s designed to use the phone\u2019s NPU (the dedicated AI engine) so you get ~2\u00d7 faster inference and ~9\u00d7 better energy efficiency \u2014 which matters because <em>battery life is important<\/em>.<\/p>\n<\/p>\n<p><strong>What you can build quickly:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>On-device LLM copilots<\/strong> over user data (messages\/notes\/files) \u2014 private by default<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal understanding<\/strong> (what\u2019s on screen \/ in camera frames) fully offline<\/p>\n<\/li>\n<li>\n<p><strong>Speech recognition<\/strong> for low-latency transcription &amp; voice commands<\/p>\n<\/li>\n<li>\n<p>Plus: <strong>no cloud API cost<\/strong>, <strong>day-0 model support<\/strong>, and one SDK across iOS\/Android<\/p>\n<\/li>\n<\/ul>\n<p>Try today at: <a href=\"https:\/\/sdk.nexa.ai\/mobile\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sdk.nexa.ai\/mobile<\/a>, I\u2019d love your real feedback:<\/p>\n<ol>\n<li>\n<p>What\u2019s the first on-device feature you\u2019d ship if it was easy?<\/p>\n<\/li>\n<li>\n<p>What\u2019s your biggest blocker today \u2014 model support, UX patterns, or performance\/battery?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>21<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zack_learner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_learner<\/a>&nbsp;We look forward to hearing everyone&#8217;s feedback! Feel free to ask us any questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>13<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zack_learner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_learner<\/a>&nbsp;Nexa SDK for mobile is amazing congratulations on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zack_learner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_learner<\/a>&nbsp;How does NexaSDK handle different NPUs across devices? Is performance consistent on older phones too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very impressive! So, you re-package models to make them compatible with different devices? What is `NEXA_TOKEN` needed for? Maybe you could quickly explain how does it work and which models are available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@avloss Thank you Anton for the support. We optimize the models so that it is compatible and accelerated to run on different Android and iOS devices. We are the only SDK that can run SOTA models on NPU. NEXA_TOKEN is needed to activate the SDK. You can get the access token for free from our website.<\/p>\n<p>We support all types of latest AI models:<br \/>\n&#8211; LLM: Granite, Liquid<br \/>\n&#8211; Multimodal (audio+vision): OmniNeural<br \/>\n&#8211; ASR: Parakeet<br \/>\n&#8211; Embedding: EmbedNerual (Multimodal)<br \/>\n&#8211; OCR: PaddleOCR<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>14<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;We have our internal convert pipeline and quantization algorithm make model compatible for difference devices. For NPU inference usages on PC, `NEXA_TOKEN` is needed for 1st time to validate the device, since NPU inference is only free for individual developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>On-device is clearly the right answer for anything touching real user context \u2014 notes, messages, photos, screen content. Curious to see how teams use this for:<\/p>\n<ul>\n<li>\n<p>screen-aware copilots<\/p>\n<\/li>\n<li>\n<p>offline multimodal assistants<\/p>\n<\/li>\n<li>\n<p>privacy-sensitive workflows<\/p>\n<\/li>\n<li>\n<p>&#8230;<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@llnx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llnx<\/a>&nbsp;Exactly! On-device AI will be powering every app by 2030!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@llnx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@llnx<\/a>&nbsp;I cannot agree more, 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>Local AI modals are definitely the future! Wondering how do you price this product. Is it free? Because pricing stuff running locally is quite tricky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>&nbsp;Yes, nexaSDK is free, we only charge for large enterprise adoption for NPU inference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>&nbsp;Yes this product is free for you to use! We believe local AI will be in every device in the future. Please feel free to let me know your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hehe6z Thank you Helena!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>9<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a>&nbsp;Thank you and look forward to more feedbacks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work team\ud83d\udc4fHow deeply you integrate with Apple\u2019s NPU &#8211; is this Core ML\u2013based or a custom runtime?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kate_ramakaieva We are using CoreML but we have built our inference engine from scratch. We are the only SDK that can support latest model on Apple NPU<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;We use customed pipeline and build our inference engine ourselves. We leveraged some low-level APIs in coreML only.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What types of models are supported today (e.g., language, vision, speech), and how easy is it to bring your own model?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a>&nbsp;We support language (LLM models), vision (VLM, CV models), speech (ASR models). Our SDK has converter to support bringing your own model for enterprise customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a>&nbsp;We support almost all model types and tasks: vision, language, ASR, embedding models. NexaSDK is the only SDK that supports latest, state-of-the-art models on NPU, GPU, CPU. It is easy to bring your own model as we will release an easy-to-use converter tool soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Using models locally is always a better choice in terms of privacy, still i want to know more about the privacy and security you are providing.<\/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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;Thanks Anish. Yes, local AI is the perfect choice for privacy. NexaSDK is 100% local and offline and none of your data will leave your device when running AI models. Please feel free to let me know any other feedback or questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Any support for \u201chybrid mode\u201d? Local inference by default, optional cloud fallback for bigger tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a>&nbsp;Thanks for the feedback. This is a great idea and it is on the roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 exciting work on bringing ondevice AI to mobile, love the focus on performance and privacy.<br \/>How smooth is the integration with existing iOS\/Android apps? Any recommended examples or best practices to help developers get started quickly? I might actually use it in my new app \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\/@nilni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilni<\/a>&nbsp;Thanks Nil for the support. With just 3 lines of code you get integrate it into your apps. Check out our quickstart:<\/p>\n<p>Android: <a href=\"https:\/\/docs.nexa.ai\/nexa-sdk-android\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.nexa.ai\/nexa-sdk-android\/overview<\/a><br \/>iOS: <a href=\"https:\/\/docs.nexa.ai\/nexa-sdk-ios\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.nexa.ai\/nexa-sdk-ios\/overview<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool, so with the SDK I can make my AI app answer based on data storing on the mobile? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp;Yes Pavel, and it is completely private too. Please let us know if you have any questions or 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\">Impressive tool, congrats on the launch!\ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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\/@shashank_keshri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shashank_keshri<\/a>&nbsp;Thank you Shashank 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>What are the specific cases where on-device AI gives a real advantage over the cloud model?\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lmadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lmadev<\/a>&nbsp;Great question. On-device wins when you need <strong>(1) privacy by default<\/strong> (camera\/mic\/screenshots\/health data), <strong>(2) offline or unreliable network<\/strong> (travel, field work), <strong>(3) real-time latency<\/strong> (live camera features, voice agents, AR), and <strong>(4) predictable cost at scale<\/strong> (no per-request cloud bill).<\/p>\n<p>Examples: Always-on voice commands that work in airplane mode, and local semantic search over personal files\/messages with data never leaving the phone. Cloud still makes sense for the heaviest reasoning\u2014many apps end up hybrid.<\/p>\n<p>Please feel free to let me know if there&#8217;s any other feedback or questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 useful tool! What problem does NexaSDK for Mobile solve that cloud-based AI SDKs cannot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;Thanks Cruise!  Complete privacy, offline availability, 0 cloud AI costs, and real-time latency!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 curious about the 9\u00d7 energy efficiency claim. Is that measured against cloud inference or other on-device runtimes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a>&nbsp;Thanks Mikhail for the question. It is measured against other on-device runtimes which cannot leverage NPU for inference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\u2018m gonna try this with my new iPhone \ud83d\ude00<\/p>\n<\/p>\n<p>How does NexaSDK handle memory constraints, power efficiency, and thermal limits on mobile devices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cheng_ju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cheng_ju1<\/a>&nbsp;Awesome! Please let us know your feedback. NexaSDK optimizes models so that they can fit in a mobile device with memory constraints. And also NexaSDK can run the models on NPU, which is 9X more energy efficient than other SDKs who are using CPU only for model inference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 AI modals look really promising!<\/p>\n<\/p>\n<p>But what is the difference between Nexa SDK and running models via Core ML, NNAPI, or vendor SDKs directly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@knox_landry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@knox_landry<\/a>&nbsp;Hi Knox, that&#8217;s a great question. The biggest difference is that NexaSDK supports the latest, state-of-the-art models like Parakeet-v3 (ASR), Liquid (LLM), OmniNeural (Multimodal), PaddleOCR (CV), Jina (Embedding), EmbedNeural (Multimodal Embedding). These models capabilities are a generational leap compared to the models supported by other vendors. <\/p>\n<p>The second advantage is that NexaSDK is very easy to use, with just 3 lines of code you can get started to integrate local AI into your app. And it is one SDK for iOS and Android.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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, Team! <\/p>\n<\/p>\n<p>This is very impressive!<\/p>\n<\/p>\n<p>I am currently building a mobile-first voice-to-app builder and I&#8217;m going to try NexaSDK immediately for voice mode speech recognition. <\/p>\n<\/p>\n<p>Quick question on the licensing\/usage model: Can I use this SDK to embed it into the apps I generate for my users? Specifically, will I need a different NEXA_TOKEN for each user-generated mobile app, or does the SDK support a single token\/license for a platform generating multiple apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexander_ostapenko2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_ostapenko2<\/a>&nbsp;Thanks Aleksandr for the support. NexaSDK is perfect for your use case. We support the best on-device ASR model, Parakeet v3, on Apple and Qualcomm NPUs. It can provide battery-efficient and fast inference for your task.<\/p>\n<p>Let&#8217;s book a call and I will walk you through how licensing work: <a href=\"https:\/\/nexa.ai\/book-a-call\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nexa.ai\/book-a-call<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent solution for on-device AI! The focus on privacy and energy efficiency is critical for mobile adoption. Love the practical approach with 3 lines of code and direct integration with iOS\/Android. This unlocks so many possibilities for enterprise mobile apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thanks Raju for your support. Please feel free to let me know if you have questions or feedback while trying out NexaSDK<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing. Do you also manage version control and git commits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thanks! Not directly \u2014 NexaSDK isn\u2019t a Git\/version-control tool. We integrate into your existing workflow (GitHub\/GitLab, CI\/CD). What we <em>do<\/em> handle is model AI inference. Please feel free to let me know if you have any other feedback or questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You have interesting product but please be more transparent with pricing for NPU models &#8211; this is the only interesting offering &#8211; for other stuff ggml, onnxruntime have even bigger community and model choices although models are slower. Lack of pricing on your website or even discord and dodging people questions there with &#8220;Feel free to book a call with us to discuss&#8221; is not very encouraging. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@patryk_zoltowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patryk_zoltowski<\/a>&nbsp;Thanks for the feedback. For now, we offer enterprise custom pricing for our NPU models. Once we have a standard public pricing we will put it on website as soon as possible. If you wish to understand our pricing now, I&#8217;d love to chat with you in a brief call: <a href=\"https:\/\/nexa.ai\/book-a-call\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nexa.ai\/book-a-call<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@zack_learner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zack_learner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_learner<\/a> , what problem does NexaSDK for Mobile solve that cloud-based AI SDKs cannot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shawnzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnzhu<\/a>&nbsp;cloud-based AI SDK has privacy concerns when you upload your local files to cloud, also when there is poor internet connectivity, it failes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zack_learner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_learner<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@shawnzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnzhu<\/a>&nbsp;Hi Shawn! That is a good question. Firstly, NexaSDK for Mobile makes on-device AI production-ready for mobile apps. It is completely private, eliminates huge cloud AI costs, and makes AI offline available with a consistent real-time latency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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, team!<\/p>\n<\/p>\n<p>I\u2019m not from a tech background\u2014could you clarify who the ideal customer for the NexaSDK is?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nicolewu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicolewu<\/a>&nbsp;Enterprise and OEM<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nicolewu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicolewu<\/a>&nbsp;Thanks Nicole. The ideal customer for NexaSDK is hardware OEMs and app developers who wish to integrate local AI features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/RJZDHUTIEMKC64\" class=\"app-title\">Okara<\/a><\/p>\n<div class=\"one-liner\">Private ai chat with 30+ open source models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">286<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Okara\u662f\u4e00\u4e2a\u79c1\u6709\u5316AI\u804a\u5929\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b30\u591a\u79cd\u5f00\u6e90\u5927\u6a21\u578b\u7684\u5373\u65f6\u8bbf\u95ee\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u548c\u56e2\u961f\u5728\u672c\u5730\u90e8\u7f72\u5927\u578bAI\u6a21\u578b\u65f6\u9762\u4e34\u7684\u57fa\u7840\u8bbe\u65bd\u590d\u6742\u3001\u9690\u79c1\u987e\u8651\u548c\u5207\u6362\u6210\u672c\u9ad8\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\/6e3a90f7-b37d-4b33-86aa-6350547c4ef1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3377e88-6d5e-4704-badd-8f9b966332f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ef0efed-e127-4e25-975f-7efd06240a03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d681481-eb87-4018-8988-51a2c8a95e63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19256bf5-bf25-4060-a13f-c78f3447a55b.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\">Privacy<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u79c1\u6709\u5316AI\u804a\u5929<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961fAI\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u5373\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u578b\u5207\u6362<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u96c6\u6210\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u65e0\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6d88\u9664\u4e86\u90e8\u7f72\u5f00\u6e90\u6a21\u578b\u7684\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u969c\u788d\uff0c\u5e76\u5bf9\u9690\u79c1\u4fdd\u62a4\u8868\u793a\u80af\u5b9a\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u4e0e\u540c\u7c7b\u4ea7\u54c1\u7684\u5dee\u5f02\u5316\uff08\u5f00\u6e90\u3001\u52a0\u5bc6\uff09\u3001\u5bf9\u56e2\u961f\u6309\u4efb\u52a1\u9009\u6a21\u578b\u7406\u5ff5\u7684\u8ba4\u540c\uff0c\u4ee5\u53ca\u5efa\u8bae\u589e\u52a0\u4f1a\u8bdd\u5386\u53f2\u641c\u7d22\u529f\u80fd\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u5177\u4f53\u7528\u9014\u548c\u4f7f\u7528\u65b9\u6cd5\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                Okara\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u7cbe\u660e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u65e2\u6e34\u671b\u4f7f\u7528\u6700\u5148\u8fdb\u5f00\u6e90\u6a21\u578b\uff0c\u53c8\u65e0\u529b\u6216\u4e0d\u613f\u627f\u62c5\u8fd0\u7ef4\u91cd\u8d1f\uff0c\u540c\u65f6\u5bf9\u6570\u636e\u9690\u79c1\u6709\u9ad8\u8981\u6c42\u7684\u7528\u6237\u4e0e\u56e2\u961f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u805a\u5408\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u4e86\u201c\u5f00\u6e90AI\u7684\u4e91\u5316\u5c42\u201d\u548c\u201c\u9690\u79c1\u5b88\u95e8\u4eba\u201d\u53cc\u91cd\u89d2\u8272\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524dAI\u5e94\u7528\u751f\u6001\u5448\u73b0\u4e24\u6781\u5206\u5316\uff1a\u4e00\u7aef\u662f\u95ed\u6e90API\u7684\u4fbf\u6377\u4e0e\u98ce\u9669\u5e76\u5b58\uff0c\u53e6\u4e00\u7aef\u662f\u5f00\u6e90\u6a21\u578b\u7684\u4e3b\u6743\u4e0e\u8fd0\u7ef4\u5669\u68a6\u3002Okara\u8bd5\u56fe\u5728\u4e2d\u95f4\u5f00\u8f9f\u4e00\u6761\u9053\u8def\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u52a0\u5bc6\u4e14\u6c38\u4e0d\u8bad\u7ec3\u7528\u6237\u6570\u636e\u201d\u76f4\u51fb\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u6838\u5fc3\u987e\u8651\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u5c42\uff0c\u5176\u6027\u80fd\u3001\u6210\u672c\u4e0e\u6a21\u578b\u66f4\u65b0\u901f\u5ea6\u4e25\u91cd\u4f9d\u8d56\u5e95\u5c42\u4e91\u57fa\u7840\u8bbe\u65bd\u548c\u5f00\u6e90\u793e\u533a\u8fdb\u5c55\uff0c\u80fd\u5426\u6301\u7eed\u63d0\u4f9b\u201c\u6700\u4f73\u6a21\u578b\u201d\u5b58\u7591\u3002\u5176\u6b21\uff0c\u201c30+\u6a21\u578b\u201d\u65e2\u662f\u5356\u70b9\u4e5f\u662f\u9677\u9631\uff0c\u53ef\u80fd\u8ba9\u666e\u901a\u7528\u6237\u9677\u5165\u9009\u62e9\u56f0\u96be\uff0c\u5982\u4f55\u667a\u80fd\u5316\u63a8\u8350\u6216\u65e0\u7f1d\u8c03\u5ea6\u6700\u5408\u9002\u7684\u6a21\u578b\uff0c\u662f\u5176\u4ece\u201c\u6a21\u578b\u96c6\u5e02\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u5e73\u53f0\u201d\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u5dee\u5f02\u5316\u662f\u5f00\u6e90\u201d\u9700\u8c28\u614e\u770b\u5f85\uff0c\u5e73\u53f0\u672c\u8eab\u662f\u5426\u5f00\u6e90\u3001\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u793e\u533a\u7248\u5982\u4f55\u5e73\u8861\uff0c\u5c06\u662f\u5f71\u54cd\u6280\u672f\u4fe1\u4efb\u548c\u957f\u671f\u53d1\u5c55\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cOkara\u9500\u552e\u7684\u4e0d\u662fAI\u80fd\u529b\uff0c\u800c\u662f\u201c\u53ef\u63a7\u7684\u4fbf\u5229\u6027\u201d\u3002\u5728AI\u7ade\u4e89\u65e5\u76ca\u540c\u8d28\u5316\u7684\u4eca\u5929\uff0c\u5b83\u80fd\u5426\u5c06\u9690\u79c1\u5408\u89c4\u548c\u56e2\u961f\u534f\u4f5c\u7684\u58c1\u5792\u7b51\u5f97\u8db3\u591f\u9ad8\uff0c\u5e76\u5f62\u6210\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u800c\u975e\u4ec5\u4ec5\u6210\u4e3a\u53e6\u4e00\u4e2a\u88ab\u5de8\u5934\u529f\u80fd\u8986\u76d6\u6216\u7b97\u529b\u4ef7\u683c\u6218\u78be\u538b\u7684\u4e2d\u95f4\u4ef6\uff0c\u5c06\u662f\u5176\u751f\u5b58\u4e0e\u53d1\u5c55\u7684\u7ec8\u6781\u8003\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\">Okara<\/span>\n                <\/div>\n<div class=\"comment-content\">Okara lets you use 30+ powerful open-source AI models without dealing with infrastructure setup. The best models like Kimi and DeepSeek are too big to run on your laptop, we handle that for you. Switch between models, search Google, Reddit, X, YouTube in your chats, analyze files, generate images, and work with your team. Everything&#8217;s encrypted and we never train on your data<\/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>I&#8217;m Fatima, creator of <a href=\"https:\/\/okara.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Okara<\/a>. I started Okara because I was frustrated with how hard it is to actually use the best open-source AI models.<\/p>\n<\/p>\n<p>Models like Llama, Qwen, and DeepSeek are super, but they&#8217;re way too big to run on your laptop. Want to try them? You&#8217;re looking at setting up cloud infrastructure, managing GPUs, dealing with DevOps&#8230; it&#8217;s a whole thing. Most people never bother.<\/p>\n<p><strong>So we built Okara:<\/strong><\/p>\n<p>Think of it as your workspace for latest and heaviest open-source models. We handle all the infrastructure headaches so you can just start using these models. Here&#8217;s what&#8217;s inside:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/okara.ai\/ai-models\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>30+ open source models<\/strong><\/a> \u2013 We add new ones fast!!!<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/okara.ai\/tools\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Built-in tools<\/strong><\/a> \u2013 Search Reddit, X, and YouTube right in your chat. Analyze files. Generate images. All in one place. (we have a dope agent dropping soon)<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/okara.ai\/workspace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Team Workspace<\/strong><\/a> \u2013 Private AI chat for teams. Chat with open source models with shared context, memory and knowledge base.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/okara.ai\/workspace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Privacy built-in<\/strong><\/a> \u2013 Your chats are encrypted-at-rest, and we never train on your data<\/p>\n<\/li>\n<\/ul>\n<p>No setup. No GPU needed. Just instant access to models you&#8217;d otherwise never get to play with.<\/p>\n<p>The future isn&#8217;t &#8220;everyone uses one AI model.&#8221; It&#8217;s teams picking the right model for each job, one for coding, another for creative work, another for reasoning through complex problems. As open-source models get better (and they&#8217;re getting really good), you&#8217;ll want infrastructure you can trust with your actual data.<\/p>\n<p>Try Okara and tell us how can we improve it for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>26<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a>&nbsp;this looks great! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a>&nbsp;congratulations<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a>&nbsp;Love the focus on removing infra friction for open-source models. The idea of teams choosing the <em>right model per task<\/em>  without sacrificing privacy really stands out. 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product for those who value their privacy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>13<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/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>Looks great !!!\ud83d\udc4d\ud83c\udffb<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/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>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great!<\/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\/@chetandalal1993\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chetandalal1993<\/a>&nbsp;do try..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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.<br \/>This is super interesting.<br \/>Once I wanted to try GPT-OSS modal and took me 3+ hours to set it up just it up.<br \/>I have recorded a quick demo about Okara for my on going product demo series, please do check it out.<br \/><a href=\"https:\/\/x.com\/Shadabshs\/status\/2000965974519111739\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/Shadabshs\/status\/2000965974519111739<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing tool for people who value privacy and best part is the ease to switch different AI models without having multiple subscriptions. <\/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\/@komal_chawla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@komal_chawla<\/a>&nbsp;thanks do try the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow what a library!!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is neat! Infrastructure setup is a major issue. Some of us want control but handling all that setup is too much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Being able to switch between + open-source models without setup is huge. Makes experimenting way less painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@remytraphagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@remytraphagan<\/a>&nbsp;yeah that&#8217;s the point! and also the privacy layer on top.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is Okara different from other solutions?<\/div>\n<div class=\"comment-actions\">\n<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\/@danagoston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danagoston<\/a>&nbsp;we are open source, have encryption and very privacy focussed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Brilliant solution for accessing powerful open-source models without infrastructure pain! The privacy-first approach is crucial for enterprise adoption. Having 30+ models unified with search, file analysis, and image generation is fantastic. This democratizes access to advanced AI for teams. Bookmarking this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;thank you do try the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats.. your website looks \ud83d\udd25\ud83d\udd25<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>okara has been awesome. really enjoyed using kimi k2 thinking + deepseek 3.2 on 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is the real use of this tool.<\/p>\n<p>What do I need to use 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels calm and focused compared to bigger platforms. Session history search might be a useful addition\/<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 for people who care about data ownership. Usage stats per model could help users choose better. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Awesome! This looks wonderful. How do I integrate it into my own app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;an api is due very soon..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super handy &#8211; finally a way to use heavy open-source models without touching GPUs or infra. The privacy-first angle is a big plus too. How do you help users choose the <em>right<\/em> model for a task &#8211; any guidance or presets planned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@evgenii_zaitsev1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgenii_zaitsev1<\/a>&nbsp;we have an auto mode which picks the right open source model for every task, other than that, we have categories models based on what they perform best. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Multiple models in one place is what other tools are also providing, I am curious about the encrypted chat you are talking about. How this works?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;we are providing open source models and the encryption is explained in our whitepaper: <a href=\"https:\/\/okara.ai\/whitepaper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">okara.ai\/whitepaper<\/a><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/D5Z7AVGEVQEK5B\" class=\"app-title\">QualGent<\/a><\/p>\n<div class=\"one-liner\">Test apps in a click with AI QA agents that scale like infra<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">271<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QualGent\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7AI QA\u4ee3\u7406\uff0c\u5141\u8bb8\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6d4b\u8bd5\u573a\u666f\uff0c\u5e76\u81ea\u52a8\u5728\u771f\u5b9eiOS\/Android\u8bbe\u5907\u6216\u6a21\u62df\u5668\u4e0a\u521b\u5efa\u3001\u8fd0\u884c\u5177\u5907\u81ea\u6108\u80fd\u529b\u7684\u6d4b\u8bd5\uff0c\u89e3\u51b3\u4e86\u79fb\u52a8\u5f00\u53d1\u56e2\u961f\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u9762\u4e34\u7684\u56de\u5f52\u6d4b\u8bd5\u8017\u65f6\u3001UI\u6d4b\u8bd5\u8106\u5f31\u4ee5\u53ca\u7f3a\u4e4f\u4e13\u4e1aQA\u8d44\u6e90\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a27a029a-9f9e-45c2-9916-b3ed409021b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7421c5d5-ab93-4933-8ae2-3120d3b6ec85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a59b7817-1e28-447c-9f4c-5d15c1eb46a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd0190b1-79c9-4a65-b8fc-987c3c42b6d6.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\/094001a9-7e50-4bd1-ab52-fef37b6fc8be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b94da8d3-5de5-46f5-a329-4ba398505117.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b1affd0-e5e3-4ea7-a6fd-d60fafcb36b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ca86f15-be2d-4a13-b488-363e1e490952.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76481951-4676-4d9c-8c7d-abb1378e1d76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e6ae35c-f98e-4fc4-913a-4b79acd8ea79.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\/d7f4a097-69f4-43e8-9a7d-ce50f75f4444.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/A6DUE6C20Mw?si=cduT4N3LekXW4bLt\"><source src=\"https:\/\/youtu.be\/A6DUE6C20Mw?si=cduT4N3LekXW4bLt\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">No-Code<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316QA<\/span><br \/>\n            <span class=\"tag\">\u79fb\u52a8\u5e94\u7528\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6108\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u771f\u5b9e\u8bbe\u5907\u4e91<\/span><br \/>\n            <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/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\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3QA\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u7279\u522b\u662f\u5c06\u6570\u5929\u56de\u5f52\u6d4b\u8bd5\u538b\u7f29\u81f330\u5206\u949f\u3001\u81ea\u7136\u8bed\u8a00\u6d4b\u8bd5\u548c\u81ea\u6108\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5b9a\u4ef7\u900f\u660e\u5ea6\u3001\u4e0e\u5f00\u53d1\u5de5\u5177\uff08\u5982\u7f16\u7801\u4ee3\u7406\uff09\u7684\u96c6\u6210\u6df1\u5ea6\u3001\u6d4b\u8bd5\u62a5\u544a\u7ec6\u8282\u4ee5\u53ca\u5177\u4f53\u6280\u672f\u96c6\u6210\uff08\u5982\u9884\u53d1\u73af\u5883\u914d\u7f6e\u548c\u8eab\u4efd\u9a8c\u8bc1\u5904\u7406\uff09\u7b49\u65b9\u9762\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e86API\u3001MCP\u670d\u52a1\u5668\u7b49\u672a\u6765\u96c6\u6210\u89c4\u5212\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                QualGent\u5e76\u975e\u7b80\u5355\u7684\u6d4b\u8bd5\u811a\u672c\u5f55\u5236\u56de\u653e\u5de5\u5177\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u7ea7\u6269\u5c55\u201d\u7684AI QA\u4ee3\u7406\uff0c\u76f4\u6307\u73b0\u4ee3\u8f6f\u4ef6\u4ea4\u4ed8\u6d41\u7a0b\u4e2d\u6700\u987d\u56fa\u7684\u74f6\u9888\u4e4b\u4e00\uff1a\u8d28\u91cf\u9a8c\u8bc1\u7684\u901f\u5ea6\u4e0e\u53ef\u9760\u6027\u65e0\u6cd5\u5339\u914d\u5f00\u53d1\u8fed\u4ee3\u7684\u901f\u5ea6\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u8bd5\u56fe\u7528AI\u540c\u65f6\u89e3\u51b3\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u964d\u4f4e\u6d4b\u8bd5\u521b\u5efa\u548c\u7ef4\u62a4\u7684\u95e8\u69db\uff08\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff09\uff0c\u4e8c\u662f\u63d0\u5347\u6d4b\u8bd5\u6267\u884c\u73af\u5883\u7684\u4fdd\u771f\u5ea6\u548c\u6548\u7387\uff08\u771f\u5b9e\u8bbe\u5907\u4e91\u3001\u5e76\u884c\uff09\u3002\u8fd9\u6bd4\u5355\u7eaf\u7528AI\u751f\u6210\u6d4b\u8bd5\u811a\u672c\u66f4\u8fdb\u4e00\u6b65\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u201c\u63cf\u8ff0-\u751f\u6210-\u6267\u884c-\u81ea\u6108\u201d\u7684\u95ed\u73af\u3002\n            <\/p>\n<p class=\"ai-content\">\n               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           <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cQualGent\u4ee3\u8868\u4e86QA\u5de5\u5177\u4ece\u201c\u81ea\u52a8\u5316\u201d\u5411\u201c\u81ea\u4e3b\u5316\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u5c1d\u8bd5\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6240\u6709\u6d4b\u8bd5\u5de5\u7a0b\u5e08\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u5de5\u7a0b\u5e08\u7684\u80fd\u529b\u500d\u589e\u5668\uff0c\u5e76\u5c06\u7cfb\u7edf\u5316\u7684\u8d28\u91cf\u4fdd\u969c\u80fd\u529b\u8d4b\u80fd\u7ed9\u7f3a\u4e4f\u4e13\u804cQA\u7684\u4e2d\u5c0f\u56e2\u961f\u3002\u5982\u679c\u5176AI\u4ee3\u7406\u7684\u7a33\u5b9a\u6027\u548c\u573a\u666f\u6cdb\u5316\u80fd\u529b\u80fd\u7ecf\u5f97\u8d77\u590d\u6742\u4f01\u4e1a\u5e94\u7528\u7684\u9524\u70bc\uff0c\u5b83\u786e\u5b9e\u6709\u53ef\u80fd\u91cd\u5851\u79fb\u52a8\u7aef\u7684\u6d4b\u8bd5\u6587\u5316\uff0c\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u6709\u7528\u7684\u3001\u4f46\u672a\u80fd\u5f7b\u5e95\u201cscale like infra\u201d\u7684\u667a\u80fd\u6d4b\u8bd5\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\">QualGent<\/span>\n                <\/div>\n<div class=\"comment-content\">QualGent is the enterprise-grade AI QA agent that helps you test apps at the speed of thought. Describe tests in plain English or connect your app context. QualGent creates tests and runs them on emulators or real iOS\/Android devices with self-healing reliability. It autonomously handles regressions, UI changes, and multi-app flows. Fast-moving teams that serve millions of users already use QualGent to 10x test coverage and ship high-quality releases faster, with confidence, every time.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h2>Hey Product Hunt \ud83d\udc4b, <br \/>Ready to test apps in a click with AI QA agents that scale like infra? I&#8217;m <a href=\"https:\/\/www.producthunt.com\/@aayjze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aayjze<\/a> with <a href=\"https:\/\/www.producthunt.com\/@shivamhacks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivamhacks<\/a> here, creators of QualGent (ex-googlers, YC-backed).<br \/><\/h2>\n<p><strong>QualGent<\/strong> is the Cursor for QA that creates tests, runs them 24\/7, and 100x your testing productivity. We\u2019re back with a faster, smarter, more agentic <strong>QualGent<\/strong>, our biggest leap since launch. <br \/>In just a few months, we\u2019ve: raised funds, onboarded enterprise teams, shipped <em>three<\/em> versions in record speed, expanded our device cloud, scaled to millions of agent actions, and (most importantly) built the future of AI-powered QA with a research-first approach.<\/p>\n<h2>What\u2019s new<\/h2>\n<h3>\ud83d\udd13 <strong>Instant Self-Serve:<\/strong> No waitlists. Sign up, upload your app, and run 1000s of parallel tests <em>today<\/em>.&nbsp;<\/h3>\n<p>\ud83e\udde0 <strong>Self-Learning &amp; Self-Generating:<\/strong> Our agents now possess memory. They learn your app, write their own test cases, and heal themselves when the UI changes.&nbsp;<\/p>\n<p>\u26a1 <strong>Parallel Velocity:<\/strong> Compress 3 days of manual regression into 30 minutes on real devices.&nbsp;<\/p>\n<p>\ud83d\udd17 <strong>Full Ecosystem:<\/strong> Native integrations for <strong>GitHub<\/strong>, <strong>Slack<\/strong>, and <strong>Linear<\/strong>, plus robust <strong>Developer APIs<\/strong> for custom pipelines.&nbsp;<\/p>\n<p>\ud83d\udcf1 <strong>Total Coverage:<\/strong> Now supporting Tablets, Landscape mode, and complex Multi-Account flows.<\/p>\n<h2>Our guarantee<\/h2>\n<p>Teams using QualGent ship <strong>80% faster<\/strong> with <strong>10\u00d7 more test coverage<\/strong> and drastically fewer user-reported bugs.<br \/>If QualGent doesn\u2019t meaningfully reduce your QA overhead in 30 days, we\u2019ll return your credits. No questions asked.<\/p>\n<h2>Launch Bonus \ud83c\udf81<\/h2>\n<p>Be one of the first 100 Product Hunt signups and get <strong>$100 worth of free QA credits<\/strong> to try fully autonomous mobile QA on us.<\/p>\n<p>We\u2019d love your feedback, questions, and support. We\u2019re here all day replying to every comment \ud83d\ude4f<\/p>\n<p>\ud83d\udc49 If you try QualGent, tell us what felt magical, what broke, and what you want next.<br \/>This is just the beginning. AI QA is the new sexy, and we\u2019re building the future fast. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>26<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aayjze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aayjze<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@shivamhacks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivamhacks<\/a>&nbsp;Love that you compressed 3 days of regression into 30 minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>17<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, does it integrate with development tools? Would be great if it could &#8220;report&#8221; the issue to the coding agent so it could be fixed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>20<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Thanks! Great question, yes we have an API today and soon an MCP server to enable integrating with dev tools and agents. That&#8217;s our long term vision as well: coding agents and QualGent working together to deliver flawless software.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>19<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;+1 to what Shivam said \ud83d\udc46<\/p>\n<\/p>\n<p>We already have a developer API today, and the upcoming MCP server makes it even easier to plug QualGent into dev tools and agents. Our long-term vision is exactly that tight loop &#8211; QualGent catching real issues and coding agents using that context to help deliver flawless software.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hmm.. pricing&#8230;? I don&#8217;t like to invest time in something before knowing what I&#8217;m in for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;Totally fair, we feel the same way \ud83d\ude42<\/p>\n<p>That\u2019s why QualGent offers <strong>pay-as-you-go<\/strong> tier with clear usage-based pricing. When you sign up, you\u2019ll automatically get <strong>100 free credits<\/strong> to try real end-to-end tests.<\/p>\n<p>We\u2019re also giving the first 100 Product Hunt users who sign up a <strong>one-time $100 worth of free credit top-up<\/strong>, so you can meaningfully test your app before spending anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>16<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;I&#8217;m the exact same! That&#8217;s why as <a href=\"https:\/\/www.producthunt.com\/@aayjze\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aayjze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aayjze<\/a> mentioned we offer free credits to try the product and share credit pricing inside the product so you know exactly what you are in for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 huge for mobile teams &#8211; plain-English tests + self-healing on real devices is exactly what QA has been missing.<br \/>Love the self-serve launch and the confidence guarantee \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a>&nbsp;That\u2019s exactly the gap we\u2019re trying to close for mobile teams. Would love for you to try it out and tell us how it fits into your workflow \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a>&nbsp;Thanks! Yes, we want this product to be accessible to as many teams as possible. No hiding behind a &#8220;book a demo&#8221; \/ &#8220;talk to sales&#8221; page.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 was waiting for a good AI QA product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filippanoski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filippanoski<\/a>&nbsp;That means a lot \ud83d\ude4c<\/p>\n<\/p>\n<p>That\u2019s exactly why we built QualGent. Would love for you to try it and share 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filippanoski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filippanoski<\/a>&nbsp;Glad you feel that way, excited to hear what you think of the product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>14<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a>&nbsp;Thank you for the kind words, Dimah! We&#8217;ll keep building and pushing what&#8217;s possible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>14<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a>&nbsp;Thanks Dimah! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>plugged QG into our  flow to reduce the time we spend babysitting flaky tests. Setup was straightforward, and what stood out immediately was seeing our app spin up on real emulators and the agent actually navigate screens, take actions, and surface real regressions, without us writing or maintaining scripts.<br \/>On-device testing feels like the right answer when you care about real user context (UI state, flows, edge cases). <\/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\/@ssakett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssakett<\/a>&nbsp;Love hearing this! That\u2019s exactly the problem we\u2019re trying to eliminate \ud83d\ude4c<\/p>\n<\/p>\n<p>Seeing the agent navigate real screens and catch real regressions (without babysitting scripts) is the core experience we want teams to have. Appreciate you sharing this, real device testing really does make the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ssakett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssakett<\/a>&nbsp;Absolutely! We&#8217;re using QualGent to test QualGent itself &#8211; QualGent Squared \ud83d\ude0e<\/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 is lovely. What kind of reports do you export?<br \/>Also, do you track changes from the last ones?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;You can export <strong>run\u2011level and test\u2011level reports<\/strong> that include things like test status, steps, device\/OS, duration, and any errors or attachments, so they\u2019re easy to share with stakeholders or pipe into other tools (e.g. as CSV\/JSON or via API\/webhook).<\/p>\n<p>We also <strong>track changes across runs<\/strong>, so you can see what\u2019s new or regressed compared to the last execution: which tests started failing, what got fixed, how performance or stability moved over time, and trends at the suite\/category level rather than just a one\u2011off snapshot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thank you! \ud83d\ude0a<\/p>\n<\/p>\n<p>Yes, we export detailed run reports including pass\/fail status, step-by-step actions, screenshots, logs, and detected regressions. You can share them as links or plug them into your workflow via our APIs.<\/p>\n<\/p>\n<p>We also track changes across runs, so you can see what regressed, what improved, and what\u2019s newly failing compared to the previous build or baseline.<\/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\">Hey Aaron, congrats on the launch! Compress 3 days of manual regression into 30 minutes that ratio alone tells me you\u2019ve lived through some painful QA cycles.<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;Thank you so much! \ud83d\ude04<\/p>\n<\/p>\n<p>Very guilty, too many painful QA cycles to count. That pain is exactly what pushed us to build QualGent. Really appreciate the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;Yes I remember the very painful QA cycles across my experience as an engineer. Aaron and I worked across various teams at Google and it always took a long time to ensure our software was verified and ready to ship to billions of users. Learned a lot from those experiences and brought them into QualGent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>QA is such an interesting space. Have you thought of using QualGent to QA QualGent?<\/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\/@gyaan_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gyaan_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gyaan_<\/a> &nbsp;Haha, absolutely \ud83d\ude04<\/p>\n<\/p>\n<p>We dogfood QualGent heavily, with QualGent. Every release is tested by QualGent itself on real devices. It\u2019s been one of the fastest ways for us to catch regressions and improve the agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gyaan_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gyaan_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gyaan_<\/a> QualGent testing QualGent itself = QualGent Squared \ud83d\ude0e<\/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>Love this, congrats on the launch!<\/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\/@steventey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steventey<\/a>&nbsp;Thank you so much!! \ud83d\ude4f Really appreciate the support, it means a lot coming from you \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steventey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steventey<\/a>&nbsp;Thank you! We\u2019re tracking our launch links with <a href=\"https:\/\/dub.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">dub.co<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;d smash 10 upvotes for this if I could! How do you actually connect the staging? And how auth works internally to the app for testing? <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp;Love the enthusiasm, thank you!! \ud83d\ude4c<\/p>\n<p>On staging + auth:<\/p>\n<p><strong>Staging<\/strong><br \/>You can point QualGent at your staging build just like production. Upload the app or connect it via your CI. Many teams also use <strong>API calls before\/during tests<\/strong> to seed data or toggle staging flags so the app is always in the right state.<\/p>\n<p><strong>Auth<\/strong><br \/>We handle auth in a few flexible ways depending on the app:<\/p>\n<ul>\n<li>\n<p>Reuse <strong>test accounts<\/strong> (email\/password, OTP, magic links)<\/p>\n<\/li>\n<li>\n<p><strong>API-based login<\/strong> to skip flaky UI steps<\/p>\n<\/li>\n<li>\n<p>Let the agent go through the <strong>real login flow<\/strong> if that\u2019s what you want to validate<\/p>\n<\/li>\n<\/ul>\n<p>The agent remembers successful flows and reuses them, so auth doesn\u2019t become a bottleneck.<\/p>\n<p>If you submit a form on our landing page, we&#8217;re happy to book a time with you to go deeper or walk through your specific setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a>&nbsp;Wow thank you! Maybe instead of 10 upvotes, you can deploy 10 AI QA agents to test your app \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 amazing! 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\/@adityav369\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adityav369<\/a>&nbsp;Thank you so much!! \ud83d\ude4c Really appreciate the support, it means a lot to the whole team \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adityav369\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adityav369<\/a>&nbsp;Thanks for the kind words \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>Hey Aaron, congrats on the launch! Definitely resonates &#8211; we&#8217;re a mobile app team been shipping way faster lately. Honestly one of the hardest parts has been having our engineering team keep up the QA at that pace. We&#8217;re a pretty lean team so I feel like this could be a no-brainer to make sure we don&#8217;t ship anything regressive&#8230;Is there a way to get a demo or try it on our app? Just to confirm, would it tell us how to reproduce bugs?<\/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\/@sunny_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunny_shah<\/a>&nbsp;Yes, those are the exact pain points we are solving! Definitely, you can sign up and start using it right away. And yes, the agent reports every step it took to reach a bug and a summary of what problems it found during the user journey \/ test case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sunny_shah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunny_shah<\/a>&nbsp;Thanks! That\u2019s exactly the problem we built QualGent for \ud83d\ude4f<\/p>\n<\/p>\n<p>Yes, you can sign up and try it on your app right away. When tests fail, QualGent gives clear repro steps with screenshots and context so engineers can debug fast.<\/p>\n<\/p>\n<p>If you submit the form on our site, we\u2019re happy to book a time with you and get you set up quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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,<\/p>\n<p>This is a smart idea for a very real problem. For teams without a dedicated QA engineer, manually testing an app after every design update is a huge chore that often gets rushed or skipped. An AI agent that can navigate the UI and find bugs on its own, without complex scripting, could be a massive time-saver and help catch issues before a client ever sees them. If it works well, it could give smaller teams much more confidence in their releases and free up mental space for the creative work. I\u2019m curious to see how it handles the nuance of visual design and layout. Promising tool.<\/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\/@anya_furnishd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_furnishd<\/a>&nbsp;Thank you so much, really appreciate the thoughtful take \ud83d\ude4f<\/p>\n<p>You nailed the core problem we\u2019re trying to solve. A big motivation behind QualGent was exactly what you described: helping teams without dedicated QA avoid rushed or skipped testing after UI and design changes.<\/p>\n<p>On the visual side, that nuance is something we\u2019ve invested heavily in. The agent doesn\u2019t rely on brittle IDs or scripts, it uses visual understanding to reason about layout, components, and state changes, and can adapt when things shift (which is where traditional tools usually break).<\/p>\n<p>If you do get a chance to try it, we\u2019d <em>love<\/em> your perspective on how it handles visual design and layout in practice. That kind of feedback directly shapes where we take the product 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anya_furnishd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_furnishd<\/a>&nbsp;Thank you! Yes, honestly we were surprised that the agent could also handle the visual design and layout in our early prototyping. As <a href=\"https:\/\/www.producthunt.com\/@aayjze\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aayjze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aayjze<\/a> mentioned, we leaned into it and the agent can provide valuable feedback on visual design errors and layout issues. It can even evaluate navigability of apps, as one of our customers tried. It pointed out that one of their new features was &#8220;6 screens too far from the user&#8221;.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive AI-powered QA testing solution. The ability to automate mobile app testing with natural language understanding is a game-changer for development teams. Love the infrastructure scaling approach!<\/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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thank you, really appreciate that! \ud83d\ude4c<\/p>\n<\/p>\n<p>Making QA feel natural (and scalable) for dev teams is exactly the goal. Would love for you to try it out and share any 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thank you! We have seen our customers transform QA with QualGent and can&#8217;t wait to have more teams start using it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch team! \ud83e\udd42\ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a>&nbsp;Thank you so much! \ud83e\udd42\ud83c\udf89<\/p>\n<\/p>\n<p>Really appreciate the support, big day for the team \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a>&nbsp;Thank you \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>Cool idea, but how does this actually work end to end? Providing a build (IPA\/APK) is one thing\u2014but what happens if I connect the entire repo? Do you build the iOS\/Android app yourselves, how do you handle real-device testing in a framework-agnostic way (native, React Native, Flutter, etc.), and when Figma is connected, is it only used to generate test cases or also to validate UI behavior on real devices?<\/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\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a>&nbsp;QualGent lets you plug in the app build you already produce (IPA\/APK) and then runs your test cases on real and virtual devices in the cloud. When you connect your repo, we don\u2019t replace your CI or build system\u2014instead, we use repo context to better understand your app, map tests to changes, and let you trigger the right tests from your existing workflow (for example, from PRs).<\/p>\n<p>Because we operate at the device\/UI layer, the same platform works across native, React Native, Flutter, and other stacks without being tied to a specific framework. Figma integration is currently being pipelined for an upcoming release, where you\u2019ll be able to generate tests directly from your Figma designs and then execute those tests against real devices using your actual builds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a>&nbsp;Thank you for the thoughtful questions, happy to clarify!<\/p>\n<\/p>\n<p>End-to-end: you can upload an IPA\/APK or connect your repo. We don\u2019t build the app for you. Teams push their latest IPA\/APK builds to QualGent as part of their existing CI\/CD (or upload manually). We also offer developer APIs so this fits naturally into your pipeline. You can trigger the tests directly from any code changes in your repository.<\/p>\n<\/p>\n<p>Framework-agnostic testing: once the build is on our platform, the agent runs at the OS + visual layer, not framework hooks. That\u2019s why native, React Native, Flutter, and hybrid apps all work the same way on real devices and emulators. Our AI agents looks at the screen and control the devices through the same interface as humans, simulating real world user behavior.<\/p>\n<\/p>\n<p>Real-device execution: tests run on real iOS &amp; Android devices (or emulators) with full user context &#8211; UI state, system dialogs, deep links, multi-app flows, etc.<\/p>\n<\/p>\n<p>Figma: today it\u2019s used to help generate and ground test cases (expected flows, key screens). We\u2019re actively expanding this to validate UI behavior and visual correctness against real-device runs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@indiemiguel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@indiemiguel<\/a>&nbsp;Great questions, and thanks for answering <a href=\"https:\/\/www.producthunt.com\/@aayjze\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aayjze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aayjze<\/a>! Whenever you have a chance to try the product let us know and we are happy to answer more questions directly in your dashboard 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wait congrats on the launch!!! I have been following u guys for a long time \ud83d\ude42 good job this is something very important!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nilni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nilni<\/a>&nbsp;Thank you!! \ud83d\ude4f That really means a lot, especially knowing you\u2019ve been following us for a while \u2764\ufe0f Super grateful for the support and encouragement!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/D23T4XCS4CQEUK\" class=\"app-title\">Varchive<\/a><\/p>\n<div class=\"one-liner\">A showcase for AI-assisted builds, inspiration, and how-tos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div 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           <\/p>\n<p class=\"ai-content\">\n                Varchive\u7684\u6210\u8d25\uff0c\u5c06\u68c0\u9a8c\u4e00\u4e2a\u6838\u5fc3\u547d\u9898\uff1a\u5728AI\u7f16\u7801\u65f6\u4ee3\uff0c\u4eba\u4eec\u9700\u8981\u7684\u7a76\u7adf\u662f\u66f4\u591a\u4ee4\u4eba\u60ca\u53f9\u7684\u7ed3\u679c\u5c55\u793a\uff0c\u8fd8\u662f\u53ef\u590d\u73b0\u3001\u53ef\u5b66\u4e60\u3001\u5305\u542b\u5931\u8d25\u8def\u5f84\u7684\u771f\u5b9e\u8fc7\u7a0b\u8bb0\u5f55\uff1f\u5b83\u76ee\u524d\u9009\u62e9\u4e86\u540e\u8005\u4f5c\u4e3a\u65b9\u5411\uff0c\u8fd9\u6bd4\u5b83\u6536\u5f55\u7684\u4efb\u4f55\u9879\u76ee\u90fd\u66f4\u5177\u524d\u77bb\u6027\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\">Varchive<\/span>\n                <\/div>\n<div class=\"comment-content\">Varchive is a showcase of apps, websites, and experimental projects built with AI assistance, from passion projects to enterprise-grade apps. Varchive itself is built and maintained with assistance from Cursor and Codex. We&#8217;ve populated the archive with a few real-world apps\u2014now it&#8217;s time to submit yours.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b I&#8217;m Cameron Moll, co-maker of Varchive.<\/p>\n<p>Varchive (\u2018vibe\u2019 + \u2018archive\u2019) is built and maintained by yours truly and Adam Spooner with heavy assistance from Cursor and Codex, a healthy dose of ChatGPT and Perplexity for content summaries, and a dash of Unicorn Studio for WebGL background effects.<\/p>\n<p>Cloudflare, Resend, and Vercel provide key parts of Varchive\u2019s infrastructure.<\/p>\n<p>We\u2019ve spent a few hundred hours (yes, that many!) prompting and refining what Cursor has written, yet flaws remain. Rather than trying to eliminate these entirely we offer Varchive as a model of what signficant AI assistance can and cannot do.<\/p>\n<p>We\u2019re extremely proud of the end result. Lots of learnings along the way to say the least. We hope you\u2019ll find inspiration on Varchive, and we especially hope you\u2019ll submit your AI-assisted work.<\/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\/@cameronmoll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cameronmoll<\/a>&nbsp;Really appreciate the transparent approach  treating Varchive as both a showcase <em>and<\/em> a learning artifact for AI-assisted building is refreshing. It sets realistic expectations while still inspiring people to build. 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great inspiration for those who still doubt if the need a CS degree to start building their dream project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This could set a new standard for private AI assistants freedom and privacy without compromising performance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great idea! A nice place for curated AI inspiration, and nicely built! <br \/>Like <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> said, a Dribbble version of AI showcase project library! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It&#8217;s like Dribbble, but for AI experiments&#8230;! Love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;Thanks for championing Varchive, Chris!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 need this with the recent FUD of vibe-coding. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/B3ODYWL2L2ZLGD\" class=\"app-title\">xPrivo<\/a><\/p>\n<div class=\"one-liner\">Open Source, Free Anonymous AI Chat &#8211; Ready to Run Locally<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u8d26\u6237\u3001\u53ef\u672c\u5730\u90e8\u7f72\u7684\u5f00\u6e90\u533f\u540dAI\u804a\u5929\u52a9\u624b\uff0c\u5728\u7528\u6237\u62c5\u5fe7\u5bf9\u8bdd\u6570\u636e\u88ab\u6536\u96c6\u7528\u4e8e\u8bad\u7ec3\u7684\u9690\u79c1\u654f\u611f\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u4e86\u5b8c\u5168\u672c\u5730\u5316\u6216\u533f\u540d\u7f51\u9875\u804a\u5929\u7684\u89e3\u51b3\u65b9\u6848\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\/a854ba65-4f38-4ce9-bf9f-410f822d3a4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5302bb0-44ca-4e4a-909c-f3a4689a497d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baf50440-4347-4de2-8dc3-9a9aa836715e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b765a3ec-1542-4a93-9456-edb2a90362d8.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Privacy<\/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\">\u5f00\u6e90AI<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u533f\u540d\u804a\u5929<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">\u65e0\u6570\u636e\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n            <span class=\"tag\">\u6a21\u578b\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u6b27\u76df\u81ea\u6258\u7ba1<\/span><br \/>\n            <span class=\"tag\">\u65e0\u8d26\u6237\u767b\u5f55<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u9690\u79c1\u4fdd\u62a4\u8bbe\u8ba1\uff08\u65e0\u8d26\u6237\u3001\u65e0\u65e5\u5fd7\u3001\u672c\u5730\u5b58\u50a8\uff09\u548c\u5f00\u6e90\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u7f51\u9875\u7248\u9690\u79c1\u5b9e\u73b0\u539f\u7406\u3001\u6a21\u578b\u6027\u80fd\u5bf9\u6bd4\u53ca\u5408\u89c4\u6027\u3002\u5efa\u8bae\u5305\u62ec\u8de8\u8bbe\u5907\u540c\u6b65\u914d\u7f6e\u548c\u6a21\u578b\u5fae\u8c03\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                xPrivo \u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524dAI\u5e94\u7528\u5e02\u573a\u7684\u6838\u5fc3\u8f6f\u808b\u2014\u2014\u6570\u636e\u9690\u79c1\u6050\u614c\u3002\u5b83\u5e76\u975e\u5728\u6a21\u578b\u80fd\u529b\u4e0a\u6807\u65b0\u7acb\u5f02\uff0c\u800c\u662f\u5c06\u201c\u96f6\u4fe1\u4efb\u201d\u67b6\u6784\u4f5c\u4e3a\u4ea7\u54c1\u54f2\u5b66\uff1a\u4e0d\u8bb0\u5f55\u3001\u4e0d\u8bad\u7ec3\u3001\u65e0\u8d26\u6237\uff0c\u751a\u81f3\u5c06\u5f00\u6e90\u548c\u672c\u5730\u90e8\u7f72\u4ece\u6781\u5ba2\u9009\u9879\u63d0\u5347\u4e3a\u9ed8\u8ba4\u627f\u8bfa\u3002\u5176\u771f\u6b63\u7684\u72e1\u733e\u4e4b\u5904\u5728\u4e8e\u201c\u5206\u5c42\u9690\u79c1\u201d\u7b56\u7565\uff1a\u786c\u4ef6\u5141\u8bb8\u5219\u5b8c\u5168\u672c\u5730\u5316\uff0c\u7b97\u529b\u4e0d\u8db3\u5219\u8f6c\u5411\u5176\u58f0\u79f0\u7684\u201c\u65e0\u65e5\u5fd7\u201d\u7f51\u9875\u670d\u52a1\uff0c\u8fd9\u65e2\u964d\u4f4e\u4e86\u7528\u6237\u4f7f\u7528\u95e8\u69db\uff0c\u53c8\u5de7\u5999\u6784\u5efa\u4e86\u5176\u514d\u8d39\uff08\u542b\u5e7f\u544a\uff09\/PRO\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u7686\u7cfb\u4e8e\u201c\u4fe1\u4efb\u201d\u4e8c\u5b57\u3002\u4f5c\u4e3a\u805a\u5408\u6a21\u578b\uff08Mistral, DeepSeek\u7b49\uff09\u7684\u4e2d\u95f4\u5c42\uff0c\u5b83\u627f\u8bfa\u7f51\u9875\u8bf7\u6c42\u4ea6\u201c\u5373\u65f6\u9500\u6bc1\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u4e00\u79cd\u5355\u65b9\u9762\u5951\u7ea6\uff0c\u5728\u95ed\u6e90\u540e\u7aef\u9762\u524d\uff0c\u7528\u6237\u53ea\u80fd\u9009\u62e9\u76f8\u4fe1\u3002\u8fd9\u4f7f\u5176\u9677\u5165\u4e00\u4e2a\u6096\u8bba\uff1a\u6700\u91cd\u89c6\u9690\u79c1\u7684\u7528\u6237\u5fc5\u7136\u9009\u62e9\u672c\u5730\u90e8\u7f72\uff0c\u800c\u8fd9\u90e8\u5206\u7528\u6237\u6070\u6070\u4e0d\u4f1a\u4e3a\u5176\u670d\u52a1\u5668\u6210\u672c\u4ed8\u8d39\uff1b\u800c\u4e3a\u5176\u670d\u52a1\u4ed8\u8d39\u7684\u7f51\u9875\u7248\u7528\u6237\uff0c\u5b9e\u5219\u5c06\u9690\u79c1\u6258\u4ed8\u7ed9\u4e86xPrivo\u7684\u201c\u4e0d\u8bb0\u5f55\u201d\u8bfa\u8a00\uff0c\u8fd9\u4e0e\u4f7f\u7528\u5176\u4ed6\u95ed\u6e90\u670d\u52a1\u7684\u4fe1\u4efb\u57fa\u7840\u5e76\u65e0\u672c\u8d28\u4e0d\u540c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cxPrivo\u66f4\u50cf\u4e00\u4e2a\u9c9c\u660e\u7684\u201c\u9690\u79c1\u5ba3\u8a00\u201d\u548c\u5f00\u6e90\u5de5\u7a0b\u8303\u4f8b\uff0c\u5176\u5e02\u573a\u610f\u4e49\u5927\u4e8e\u6280\u672f\u98a0\u8986\u3002\u5b83\u8feb\u4f7f\u5de8\u5934\u4eec\u6b63\u89c6\u7528\u6237\u7684\u9690\u79c1\u7126\u8651\uff0c\u5e76\u8bc1\u660e\u4e86\u5e02\u573a\u4e3a\u9690\u79c1\u4e70\u5355\u7684\u610f\u613f\u3002\u4f46\u5176\u957f\u671f\u751f\u5b58\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u901a\u8fc7\u900f\u660e\u5ba1\u8ba1\u3001\u6280\u672f\u9a8c\u8bc1\uff08\u5982\u53ef\u9a8c\u8bc1\u7684\u65e0\u65e5\u5fd7\u8bc1\u660e\uff09\u5c06\u201c\u4fe1\u4efb\u201d\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u201c\u4fe1\u7528\u201d\uff0c\u5426\u5219\u53ef\u80fd\u4ec5\u505c\u7559\u5728\u9690\u79c1\u610f\u8bc6\u5f3a\u70c8\u7684\u5229\u57fa\u5e02\u573a\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\">xPrivo<\/span>\n                <\/div>\n<div class=\"comment-content\">xPrivo is a free, open-source, private AI chat assistant that focuses entirely on keeping you anonymous. You never need to create an account, even with the PRO membership. You can either self-host it or use it directly via the website. xPrivo uses modern, powerful open-source models such as Mistral 3 and DeepSeek V3.2, which are self-hosted in the EU. Chats are never logged or used for training, and they stay completely local to your device. Your chat history is never stored elsewhere.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>By default, the most powerful AI assistants train their new models using your conversations. They can also read your personal chats with the AI assistants. With xPrivo, however, you have the power to keep your chats completely private and ensure they remain on your device. As it is open source, you can even run it on your own device and have an AI assistant that runs entirely locally, provided your hardware is powerful enough. If your hardware isn&#8217;t powerful enough, simply use the website and stay anonymous. To fund the project, you may occasionally see non-personalised, non-intrusive ads which is completely fair or upgrade to PRO (see voucher above)<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a>&nbsp;the balance between free web use and optional PRO support feels fair.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a>&nbsp;Really appreciate how clearly you\u2019ve thought through privacy tradeoffs \u2014 especially the local-first approach and transparent model selection. Feels built with trust as the default.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a>&nbsp;Privacy that\u2019s optional isn\u2019t privacy.<br \/>The fact that xPrivo works without accounts, logging, or training-by-default and can be self-hosted puts trust back in the user\u2019s hands. Solid launch 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for sharing this Open-Source gem Jim <a href=\"https:\/\/www.producthunt.com\/@jim_engine\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> <\/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\/@phil_co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phil_co<\/a>&nbsp;Only the best for the Open Source community \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing! And you aren&#8217;t required to keep those chat for compliance reasons? Also how does that model (xprivo) compares to other contemporary models?<\/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\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Good question: The chats are only stored on your device, and the prompts you send to the endpoint are not stored anywhere. They simply go through the model to generate an answer, after which they are destroyed. There are no logs. The xprivo model is designed to be user-friendly, so that regular people don&#8217;t get confused by all the models available nowadays. In the background, it selects the best-performing model for your request from a pool of open-source models, such as Mistral 3 and Deepseek 3.2.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good balance between control and simplicity. Exporting settings or sharing configurations across devices could be a great next step<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a>&nbsp;Yes sharing configurations across devices seems to be also a good idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I use locally then I understand the chats are secure, how this is true when using via website? Congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;When you use the website the prompt is sent to the backend but it is not logged. You can of course switch between website and your own local models<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Privacy-nerds &#8211; this one is for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea. But did you also do some fine-tuning of your models to make them good for a particular use case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QEDZSESBH3QU3O\" class=\"app-title\">Mirror<\/a><\/p>\n<div class=\"one-liner\">Detect hidden apps on MacOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mirror\u662f\u4e00\u6b3e\u4e13\u4e3amacOS\u8bbe\u8ba1\u7684\u540e\u53f0\u8fdb\u7a0b\u68c0\u6d4b\u5de5\u5177\uff0c\u80fd\u63ed\u9732\u523b\u610f\u5728\u6d3b\u52a8\u76d1\u89c6\u5668\u4e2d\u9690\u85cf\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u9690\u79c1\u4e0e\u5b89\u5168\u573a\u666f\u4e0b\uff0c\u91cd\u65b0\u83b7\u5f97\u5bf9Mac\u540e\u53f0\u8fd0\u884c\u7a0b\u5e8f\u7684\u5b8c\u5168\u77e5\u60c5\u6743\u548c\u638c\u63a7\u6743\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\/b1a6ec1b-4d36-45c2-b0d4-bbef691b836f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/atIpQJmC67k\"><source src=\"https:\/\/youtu.be\/atIpQJmC67k\" 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\/5bb63960-8fb8-48df-ba21-76822ce1ecbb.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Security<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5b89\u5168\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">macOS\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u540e\u53f0\u8fdb\u7a0b\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u53cd\u9690\u85cf<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5316\u8fd0\u884c<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u201c\u5b89\u5168\u624b\u7535\u7b52\u201d\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u4e3a\u4f55\u672a\u4e0a\u67b6\u5b98\u65b9\u5546\u5e97\uff08\u5f00\u53d1\u8005\u56de\u5e94\u6b63\u5728\u63a8\u8fdb\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u7528\u4e8e\u67e5\u627e\u548c\u5378\u8f7d\u5df2\u5b89\u88c5\u7684\u9690\u85cf\u5e94\u7528\uff08\u5f00\u53d1\u8005\u80af\u5b9a\u5176\u53d1\u73b0\u548c\u7ec8\u6b62\u8fdb\u7a0b\u7684\u80fd\u529b\uff09\u3002\u53e6\u6709\u7528\u6237\u5bf9macOS\u5b58\u5728\u9690\u85cf\u5e94\u7528\u8868\u793a\u60ca\u8bb6\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                Mirror\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5999\u800c\u5c16\u9510\u7684\u75db\u70b9\uff1a\u7cfb\u7edf\u5b98\u65b9\u5de5\u5177\uff08\u6d3b\u52a8\u76d1\u89c6\u5668\uff09\u7684\u201c\u6743\u5a01\u6027\u5931\u7075\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53d1\u73b0\u4e86\u67d0\u4e2a\u5177\u4f53\u75c5\u6bd2\uff0c\u800c\u5728\u4e8e\u6311\u6218\u4e86macOS\u751f\u6001\u4e2d\u4e00\u79cd\u65e5\u76ca\u589e\u957f\u7684\u201c\u5408\u6cd5\u9690\u8eab\u201d\u73b0\u8c61\u2014\u2014\u5982\u6c42\u804c\u8f85\u52a9\u3001AI\u52a9\u624b\u7b49\u5de5\u5177\u51fa\u4e8e\u201c\u7528\u6237\u4f53\u9a8c\u201d\u6216\u5546\u4e1a\u8003\u91cf\uff0c\u9009\u62e9\u4ece\u6d3b\u52a8\u76d1\u89c6\u5668\u4e2d\u6d88\u5931\u3002\u8fd9\u79cd\u201c\u9690\u8eab\u201d\u672c\u8d28\u4e0a\u662f\u5265\u593a\u4e86\u7528\u6237\u7684\u9009\u62e9\u6743\uff0c\u5728\u201c\u4fbf\u5229\u201d\u4e0e\u201c\u76d1\u63a7\u201d\u4e4b\u95f4\u5f3a\u884c\u66ff\u7528\u6237\u505a\u51fa\u4e86\u9009\u62e9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\uff1a\u5f3a\u8c03\u900f\u660e\u5ea6\u800c\u975e\u6050\u60e7\uff0c\u5f00\u6e90\u4e14\u672c\u5730\u8fd0\u884c\uff0c\u8fd9\u5de7\u5999\u5730\u89c4\u907f\u4e86\u5b89\u5168\u8f6f\u4ef6\u5e38\u89c1\u7684\u201c\u6050\u5413\u8425\u9500\u201d\u5acc\u7591\uff0c\u5c06\u81ea\u5df1\u5851\u9020\u4e3a\u4e2d\u7acb\u7684\u6280\u672f\u6027\u201c\u900f\u89c6\u955c\u201d\u3002\u5176\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\u5bf9\u7cfb\u7edf\u5e95\u5c42\u673a\u5236\u7684\u9006\u5411\u4e0e\u6d1e\u5bdf\uff0c\u5c06\u4e0d\u53ef\u89c1\u53d8\u4e3a\u53ef\u89c1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u672a\u6765\u98ce\u9669\u5e76\u5b58\u3002\u9996\u5148\uff0c\u8fd9\u662f\u4e00\u573a\u201c\u732b\u9f20\u6e38\u620f\u201d\uff1a\u9690\u8eab\u6280\u672f\u4f1a\u8fed\u4ee3\uff0cMirror\u9700\u6301\u7eed\u66f4\u65b0\u68c0\u6d4b\u4fe1\u53f7\uff0c\u8fd9\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u662f\u6301\u7eed\u8d1f\u62c5\u3002\u5176\u6b21\uff0c\u6cd5\u5f8b\u4e0e\u9053\u5fb7\u7070\u8272\u5730\u5e26\uff1a\u63ed\u9732\u7684\u201c\u9690\u8eab\u201d\u5e94\u7528\u591a\u4e3a\u529f\u80fd\u578b\u800c\u975e\u6076\u610f\u8f6f\u4ef6\uff0c\u53ef\u80fd\u5f15\u53d1\u76f8\u5173\u5f00\u53d1\u5546\u7684\u53cd\u5236\u3002\u6700\u540e\uff0c\u7528\u6237\u5fc3\u667a\u6559\u80b2\uff1a\u5927\u591a\u6570\u666e\u901a\u7528\u6237\u5bf9\u201c\u540e\u53f0\u9690\u8eab\u201d\u65e0\u611f\u77e5\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff0c\u5176\u9700\u6c42\u53ef\u80fd\u957f\u671f\u5c40\u9650\u4e8e\u5b89\u5168\u7814\u7a76\u8005\u548c\u6781\u5ba2\u7fa4\u4f53\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cMirror\u662f\u4e00\u6b3e\u201c\u6743\u529b\u5f52\u8fd8\u201d\u5de5\u5177\uff0c\u5728\u64cd\u4f5c\u7cfb\u7edf\u65e5\u76ca\u5c01\u95ed\u3001\u5e94\u7528\u884c\u4e3a\u65e5\u76ca\u4e0d\u900f\u660e\u7684\u8d8b\u52bf\u4e0b\uff0c\u5b83\u8bd5\u56fe\u5b88\u4f4f\u7528\u6237\u4e3b\u6743\u7684\u4e00\u5c0f\u5757\u9635\u5730\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\uff0c\u66f4\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u7528\u6237\u5728\u610f\u5e76\u51b3\u5fc3\u884c\u4f7f\u8fd9\u4efd\u201c\u77e5\u60c5\u6743\u201d\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Mirror<\/span>\n                <\/div>\n<div class=\"comment-content\">Mirror detects background macOS apps that deliberately hide from Activity Monitor. It exposes stealth tools like Interview Coder, Cluely, Hiding AI, and similar apps designed to stay invisible giving you full visibility and control over what\u2019s really running on your Mac.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! Why didn&#8217;t you publish it to the store?<\/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>Hey<a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;, thanks for the suggestion i am currently working towards it.<\/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\">@francis_tse I would pin it to the comment section<\/div>\n<div class=\"comment-actions\">\n<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 \ud83d\udc4b<\/p>\n<p>I\u2019m Abdulbasit, the maker of Mirror.<\/p>\n<p>Mirror was built after noticing a growing class of macOS apps that deliberately hide from Activity Monitor \u2014 often without users fully realizing what\u2019s running in the background. Some tools are useful, others questionable, but invisibility removes user choice.<\/p>\n<p>Mirror gives that choice back.<br \/>\nIt surfaces hidden background apps, including stealth tools that intentionally avoid detection, so you can clearly see what\u2019s actually running on your Mac.<\/p>\n<p>It\u2019s:<br \/>\n* \ud83d\udd75\ufe0f\u200d\u2642\ufe0f Focused on transparency, not fear<br \/>\n* \ud83d\udd12 Privacy-respecting and fully local<br \/>\n* \ud83e\udde9 Open source, so you can verify how it works<\/p>\n<p>I\u2019d love feedback from builders, security folks, and macOS power users:<\/p>\n<p>* What hidden apps surprised you the most?<br \/>\n* What detection signals should we add next?<\/p>\n<p>Thanks for checking it out \u2014 happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me, this like feels having a security flashlight for my Mac. I can finally expose apps that try to hide, which makes me feel safer and much more in control of my computer.<\/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\">@anil_yadav38 very correct \u2705<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 installed an application long time ago, after the successful installation I won&#8217;t able to see the application anywhere. Is this tool able to find and uninstall such apps? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@anishsharma if the app is still on your Mac it would find it and give you the option to kill the app<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>wow there&#8217;re hidden apps running on mac? Never saw it. Interesting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/JJRUR2RQAUYSGC\" class=\"app-title\">Brew Great Coffee<\/a><\/p>\n<div class=\"one-liner\">Dial in espresso &#038; pourover<\/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>\u4e00\u6b3e\u4e3a\u5bb6\u5ead\u5496\u5561\u5e08\u8bbe\u8ba1\u7684\u514d\u8d39\u51b2\u716e\u5de5\u5177\u5305\uff0c\u901a\u8fc7\u201c\u8403\u53d6\u6307\u5357\u9488\u201d\u7b49\u4ea4\u4e92\u5de5\u5177\uff0c\u7cfb\u7edf\u6027\u89e3\u51b3\u7528\u6237\u5728\u5236\u4f5c\u610f\u5f0f\u6d53\u7f29\u548c\u624b\u51b2\u5496\u5561\u65f6\u56e0\u53d8\u91cf\u590d\u6742\u800c\u96be\u4ee5\u7cbe\u51c6\u8c03\u6574\u53c2\u6570\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\/886df410-9555-4cb4-83c4-8ecc2847c2c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f10a216-2b21-4850-a750-9bda50009026.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3928c58e-eedb-44d1-9e8a-345a4dd2c503.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3ac596e-a887-4728-972b-fdbeb1712849.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ff01868-eb52-4f59-998d-3a205f83edf7.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\">Coffee<\/span><br \/>\n            <span class=\"tag\">Food &#038; Drink<\/span><br \/>\n            <span class=\"tag\">Lifestyle<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5496\u5561\u51b2\u716e\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5bb6\u5ead\u5496\u5561\u5e08<\/span><br \/>\n            <span class=\"tag\">\u8403\u53d6\u8bca\u65ad<\/span><br \/>\n            <span class=\"tag\">\u624b\u51b2\u8ba1\u65f6<\/span><br \/>\n            <span class=\"tag\">\u98ce\u5473\u6570\u636e\u5e93<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7cbe\u54c1\u5496\u5561<\/span><br \/>\n            <span class=\"tag\">\u53c2\u6570\u8c03\u6574<\/span><br \/>\n            <span class=\"tag\">\u611f\u5b98\u8bcd\u5178<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u5b9e\u7528\u4e14\u80fd\u964d\u4f4e\u5b66\u4e60\u95e8\u69db\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\uff1a\u5f00\u53d1\u8005\u88ab\u8be2\u95ee\u5de5\u5177\u5982\u4f55\u9488\u5bf9\u4e0d\u540c\u70d8\u7119\u5ea6\u81ea\u52a8\u8c03\u6574\u63a8\u8350\u903b\u8f91\uff1b\u7528\u6237\u8d5e\u8d4f\u5176\u6ce8\u91cd\u539f\u7406\u6559\u5b66\uff1b\u53e6\u6709\u5efa\u8bae\u62d3\u5c55B\u7aef\u573a\u666f\uff08\u5982\u8054\u5408\u529e\u516c\u7a7a\u95f4\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u4ee5\u793e\u533a\u9a71\u52a8\u4e3a\u4e3b\uff0c\u4f46\u5bf9B\u7aef\u5e94\u7528\u6301\u5f00\u653e\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                Brew Great Coffee \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u5c06\u51e0\u4f4d\u5496\u5561\u5927\u5e08\u7684\u51b2\u716e\u65b9\u6848\u6570\u5b57\u5316\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u8bd5\u56fe\u7528\u7cfb\u7edf\u5316\u548c\u7ed3\u6784\u5316\u7684\u903b\u8f91\uff0c\u7834\u89e3\u7cbe\u54c1\u5496\u5561\u51b2\u716e\u4e2d\u6700\u5927\u7684\u8ff7\u601d\u2014\u2014\u90a3\u5c42\u57fa\u4e8e\u7ecf\u9a8c\u7684\u201c\u7384\u5b66\u201d\u9762\u7eb1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6838\u5fc3\u201c\u8403\u53d6\u6307\u5357\u9488\u201d\u76f4\u6307\u75db\u70b9\uff1a\u5c06\u6a21\u7cca\u7684\u611f\u5b98\u63cf\u8ff0\uff08\u9178\/\u82e6\/\u5f31\/\u5f3a\uff09\u6620\u5c04\u4e3a\u5177\u4f53\u7684\u8c03\u6574\u53c2\u6570\u3002\u8fd9\u770b\u4f3c\u7b80\u5355\u7684\u4ea4\u4e92\u80cc\u540e\uff0c\u9700\u8981\u4e00\u5957\u9002\u5e94\u5496\u5561\u8c46\u4ea7\u5730\u3001\u5904\u7406\u6cd5\u3001\u70d8\u7119\u5ea6\u7b49\u53d8\u91cf\u7684\u590d\u6742\u51b3\u7b56\u6a21\u578b\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u63d0\u4f9b\u901a\u7528\u7b54\u6848\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4e00\u6b3e\u201c\u81ea\u9002\u5e94\u201d\u7684\u8bca\u65ad\u5de5\u5177\uff0c\u8fd9\u6b63\u662f\u5176\u533a\u522b\u4e8e\u666e\u901a\u8ba1\u65f6\u5668\u6216\u8ba1\u7b97\u5668APP\u7684\u6df1\u5c42\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u63a8\u8350\u903b\u8f91\u7684\u6743\u5a01\u6027\u4e0e\u900f\u660e\u5ea6\u81f3\u5173\u91cd\u8981\u3002\u5f53\u5b83\u5efa\u8bae\u4e3a\u67d0\u4e00\u652f\u6c34\u6d17\u57c3\u585e\u4fc4\u6bd4\u4e9a\u6d45\u70d8\u8c46\u8c03\u6574\u7814\u78e8\u5ea6\u800c\u975e\u6c34\u6e29\u65f6\uff0c\u8fd9\u4e2a\u5224\u65ad\u7684\u4f9d\u636e\u662f\u5426\u8db3\u591f\u575a\u5b9e\uff0c\u5e76\u80fd\u7ecf\u5f97\u8d77\u5168\u7403\u65e0\u6570\u5496\u5561\u7231\u597d\u8005\u7684\u5b9e\u8df5\u68c0\u9a8c\uff1f\u8fd9\u5173\u7cfb\u5230\u5de5\u5177\u7684\u6838\u5fc3\u4fe1\u8a89\u3002\u5176\u6b21\uff0c\u4ece\u201c\u5de5\u5177\u201d\u8d70\u5411\u201c\u5e73\u53f0\u201d\u7684\u8def\u5f84\u5c1a\u4e0d\u6e05\u6670\u3002\u76ee\u524d\u5176\u79bb\u7ebf\u7684\u3001\u65e0\u8d26\u6237\u7684\u8bbe\u8ba1\u867d\u7eaf\u7cb9\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u6784\u5efa\u7528\u6237\u6570\u636e\u95ed\u73af\u548c\u793e\u533a\u751f\u6001\u7684\u53ef\u80fd\u6027\u3002\u7528\u6237\u7684B\u7aef\u573a\u666f\u5efa\u8bae\u63ed\u793a\u4e86\u4e00\u4e2a\u6f5c\u5728\u65b9\u5411\uff1a\u4ece\u4e2a\u4eba\u7ecf\u9a8c\u8f85\u52a9\u5de5\u5177\uff0c\u8f6c\u5411\u6807\u51c6\u5316\u54c1\u63a7\u6216\u57f9\u8bad\u7684\u8f7b\u91cf\u7ea7\u89e3\u51b3\u65b9\u6848\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\u7684\u201c\u4e13\u5bb6\u7cfb\u7edf\u201d\u96cf\u5f62\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u4f4d\u8d44\u6df1\u5496\u5561\u5e08\u7684\u667a\u6167\u7ed3\u6676\uff0c\u8fdb\u5316\u4e3a\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u3001\u4e0d\u65ad\u9a8c\u8bc1\u7684\u5496\u5561\u77e5\u8bc6\u5f15\u64ce\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u9ad8\u5ea6\u3002\u5728\u5496\u5561\u8fd9\u4e2a\u5d07\u5c1a\u624b\u5de5\u4e0e\u611f\u5b98\u7684\u9886\u57df\uff0c\u5b83\u5e26\u6765\u7684\u662f\u4e00\u6b21\u7406\u6027\u7684\u6280\u672f\u4ecb\u5165\uff0c\u5176\u6210\u8d25\u5728\u4e8e\u80fd\u5426\u5728\u6570\u5b57\u7b97\u6cd5\u7684\u786e\u5b9a\u6027\u4e0e\u5496\u5561\u827a\u672f\u7684\u4e0d\u786e\u5b9a\u6027\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Brew Great Coffee<\/span>\n                <\/div>\n<div class=\"comment-content\">Free coffee brewing toolkit for home baristas: \ud83c\udfaf Extraction Compass \u2013 Click where your shot tastes (sour\/bitter \u00d7 weak\/strong), get instant diagnosis. Adapts to your bean&#8217;s origin, processing &#038; roast level. \u2615 Pourover recipes from Hoffmann, Rao &#038; Kasuya with built-in timer. \ud83c\udfa8 Interactive WCR Flavor Wheel \u2013 Click a flavor, see which beans to buy. \ud83d\udcda Database: 30+ origins, 60+ varieties, 20+ processing methods. No account. No ads. No cookies. Works offline.<\/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>I&#8217;m Frank, and I built this after pulling one too many sour espresso shots and having no idea what to adjust.<\/p>\n<p><strong>The problem:<\/strong><br \/>When I started with espresso, every &#8220;dial-in guide&#8221; felt like guesswork. Shot tastes sour? Could be grind, could be temp, could be dose, could be your beans, could be the weather apparently. I wanted something systematic.<\/p>\n<p><strong>The solution:<\/strong><br \/>The Extraction Compass lets you click where your shot lands (sour + weak? bitter + strong?) and tells you exactly what to change first. The key insight: a washed Ethiopian light roast needs completely different handling than a natural Brazilian medium. So the tool adapts its recommendations based on your specific bean.<\/p>\n<p><strong>The Flavor Wheel:<\/strong><br \/>I kept seeing &#8220;jasmine, bergamot, stone fruit&#8221; on fancy bags and thinking &#8220;cool, but how do I find MORE beans like this?&#8221; So I made the WCR Sensory Lexicon interactive. Click a flavor \u2192 see which origins, processes, and varieties produce it.<\/p>\n<p><strong>What&#8217;s included:<\/strong><br \/>&#8211; Extraction Compass for espresso &amp; filter<br \/>&#8211; Ratio calculator with dose\/yield lock<br \/>&#8211; Pourover recipes (Hoffmann, Rao, Kasuya 4:6) with timer<br \/>&#8211; Interactive WCR Flavor Wheel<br \/>&#8211; Database: 30+ origins, 60+ varieties, 20+ processing methods<\/p>\n<p>Would love feedback \u2013 especially if you spot errors in the coffee data!<\/p>\n<p>Thanks for checking it out \u2615<\/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\/@frank_nanninga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_nanninga<\/a>&nbsp;This is super useful. Curious how the recommendations adapt when switching between very light roasts and darker beans, does the compass re-weight variables like grind vs. temperature automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@frank_nanninga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_nanninga<\/a>&nbsp;Really appreciate the focus on learning <em>why<\/em> a shot tastes the way it does, not just what button to press. Tools like this make the coffee journey way less intimidating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Such a useful tool for all the coffee lovers out there! Nespresso won&#8217;t match that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Appreciate it! \ud83d\ude04<\/p>\n<p>This one\u2019s less about capsules, more about curiosity, dialing in, and great coffee.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is your GTM strategy? I think this could be very popular in coworkings and companies (not just only for caf\u00e9s and restaurant) \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;Great question, at the moment it\u2019s very much a community-first approach.<\/p>\n<p>I\u2019m focusing on making something genuinely useful for home brewers and coffee people, and letting it spread organically.<\/p>\n<\/p>\n<p>That said, I love the idea of coworkings and teams using it as a shared coffee tool \u2014 especially places where coffee is part of the culture. Definitely something I\u2019d love to explore further \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>Yeah, coffee people will genuinely love it \ud83e\udd24<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/Q3NIVFEZ6VMHTB\" class=\"app-title\">Stakpak 3.0 CLI<\/a><\/p>\n<div class=\"one-liner\">Open source DevOps agent for devs who just want to ship<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5f00\u6e90\u7684Rust\u8bed\u8a00DevOps\u667a\u80fd\u4f53\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u7ec8\u7aef\u6216GitHub Actions\u4e2d\u5b89\u5168\u5730\u90e8\u7f72\u548c\u7ba1\u7406\u751f\u4ea7\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3AI\u4ee3\u7406\u5728\u771f\u5b9e\u8fd0\u7ef4\u573a\u666f\u4e2d\u4e0d\u5b89\u5168\u3001\u4e0d\u53ef\u9760\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\/60bdcefb-807a-49a9-8131-d055bdbbda76.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\/ddb4f0b0-545a-4581-91fe-f45ba81e8b4b.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\/203576bf-86aa-4f13-bf36-6ce2eb579c48.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\/061dd013-23fd-49ac-99b6-57767df8d216.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Software Engineering<\/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\">DevOps\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">Rust\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">\u5bc6\u94a5\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">GitHub Actions\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6258\u7ba1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3AI\u4ee3\u7406\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5b89\u5168\u4e0e\u53ef\u9760\u6027\u75db\u70b9\uff0c\u8d5e\u8d4f\u5f00\u6e90\u3001\u5bc6\u94a5\u52a8\u6001\u66ff\u6362\u3001\u89c4\u5219\u5e93\u7b49\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709MCP\u5de5\u5177\u94fe\u7684\u5dee\u5f02\u3001\u8fdc\u7a0b\u5b89\u88c5\u5b89\u5168\u6027\u3001\u4ee5\u53ca\u672a\u6765\u8def\u7ebf\u56fe\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Stakpak 3.0 CLI\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\u7684\u4e0a\u7ebf\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201cAI\u8d4b\u80fd\u4e00\u5207\u201d DevOps \u72c2\u70ed\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u548c\u52a1\u5b9e\u7ea0\u504f\u3002\u5b83\u654f\u9510\u5730\u523a\u7834\u4e86LLM\u5728\u590d\u6742\u8fd0\u7ef4\u5de5\u4f5c\u4e2d\u7684\u534e\u4e3d\u6ce1\u6cab\u2014\u2014 credential\u6cc4\u9732\u3001\u5bf9\u57fa\u7840\u8bbe\u65bd\u8bed\u5883\u65e0\u77e5\u3001\u5728\u590d\u6742\u90e8\u7f72\u4e2d\u8106\u5f31\u4e0d\u582a\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u667a\u80fd\u201d\uff0c\u800c\u5728\u4e8e\u5176\u6784\u5efa\u7684\u201c\u4e0d\u4fe1\u4efbAI\u201d\u7684\u5b89\u5168\u6267\u884c\u5c42\uff1a\u901a\u8fc7MCP over mTLS\u3001\u52a8\u6001\u79d8\u5bc6\u66ff\u6362\uff08\u8ba9AI\u5e72\u6d3b\u5374\u770b\u4e0d\u5230\u5bc6\u94a5\uff09\u3001\u4ee5\u53ca\u6838\u5fc3\u7684\u201c\u89c4\u5219\u5e93\u201d\u673a\u5236\uff0c\u5b83\u5c06\u6a21\u7cca\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u8f6c\u5316\u4e3a\u53ef\u79ef\u7d2f\u3001\u53ef\u590d\u7528\u7684\u786e\u5b9a\u6027\u8fd0\u7ef4\u77e5\u8bc6\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u5de5\u7a0b\u5316\u65b9\u6cd5\u4e3aAI\u7684\u201c\u91ce\u6027\u201d\u5957\u4e0a\u7f30\u7ef3\uff0c\u5c06\u8fd0\u7ef4\u4ece\u8106\u5f31\u7684\u63d0\u793a\u8bcd\u827a\u672f\u8f6c\u53d8\u4e3a\u53d7\u63a7\u7684\u6d41\u7a0b\u79d1\u5b66\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5f00\u6e90\uff08Apache 2.0\uff09\u548cRust\u5b9e\u73b0\u7684\u9009\u62e9\uff0c\u4e5f\u76f4\u6307\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u6838\u5fc3\u8bc9\u6c42\uff1a\u900f\u660e\u3001\u53ef\u63a7\u4e0e\u9ad8\u6027\u80fd\u3002\u8fd9\u5e76\u975e\u4e00\u4e2a\u8bd5\u56fe\u7528AI\u9b54\u6cd5\u53d6\u4ee3\u5de5\u7a0b\u5e08\u7684\u73a9\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u65e8\u5728\u589e\u5f3a\u5de5\u7a0b\u5e08\u3001\u5c06\u56e2\u961f\u8fd0\u7ef4\u7ecf\u9a8c\u5236\u5ea6\u5316\u5e76\u5f3a\u5236\u5b89\u5168\u7eaa\u5f8b\u7684\u534f\u4f5c\u6846\u67b6\u3002\u5b83\u7684\u6311\u6218\u4e5f\u5c06\u6e90\u4e8e\u6b64\uff1a\u89c4\u5219\u5e93\u7684\u6784\u5efa\u4e0e\u7ef4\u62a4\u6210\u672c\u3001\u4e0e\u73b0\u6709\u5e9e\u5927\u5de5\u5177\u94fe\u7684\u6574\u5408\u6df1\u5ea6\u3001\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u53ef\u63a7\u201d\u4e0e\u201c\u7075\u6d3b\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5b9a\u4e49\u7684\u6216\u8bb8\u4e0d\u662f\u201c\u81ea\u52a8\u9a7e\u9a76\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u800c\u662f\u4e00\u79cd\u4eba\u673a\u534f\u540c\u8fd0\u7ef4\u7684\u65b0\u8303\u5f0f\uff1aAI\u8d1f\u8d23\u6267\u884c\u4eba\u7c7b\u5b9a\u4e49\u7684\u3001\u7ecf\u8fc7\u5343\u9524\u767e\u70bc\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u800c\u4eba\u7c7b\u5219\u4e13\u6ce8\u4e8e\u5904\u7406\u771f\u6b63\u7684\u5f02\u5e38\u4e0e\u67b6\u6784\u6f14\u8fdb\u3002\u8fd9\u6761\u8def\u5f88\u201c\u91cd\u201d\uff0c\u4f46\u53ef\u80fd\u662f\u552f\u4e00\u901a\u5411\u751f\u4ea7\u73af\u5883\u7684\u53ef\u9760\u8def\u5f84\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Stakpak 3.0 CLI<\/span>\n                <\/div>\n<div class=\"comment-content\">Stakpak is a fully open source DevOps agent written in Rust that helps developers secure, deploy, and operate production infrastructure from the terminal or in GitHub Actions You can run it locally, bring your own keys, or use it with self-hosted models, while keeping safety built in from day one. Stakpak is designed to work reliably with real production infrastructure. Try it now: curl -sSL https:\/\/stakpak.dev\/install.sh | sh<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt community! <\/p>\n<p>Thanks for all your support in our previous launch! now Stakpak is fully open-sourced (Apache 2.0) and one of the trending Rust projects on GitHub the past week! <\/p>\n<p><strong>For every AI-Native developer out there &#8220;coding faster than ever before&#8221; -as Anthropic put it-, but still getting blocked on DevOps, Stakpak is your Open-Source DevOps Agent.<\/strong> Let&#8217;s be honest, <strong>LLMs &#8220;absolutely&#8221; suck at DevOps work -yes you Claude-<\/strong>. They leak your AWS credentials, don&#8217;t understand your own infra, and can&#8217;t manage complex upgrades\/deployments without breaking something. This is changing today.<\/p>\n<p>We built Stakpak because we were tired of AI agents that either too insecure for production or too clueless about real Ops work. As devs, we need something that can help with the gritty stuff: incident management, broken builds, infrastructure as code, without requiring us to babysit every command.<\/p>\n<p>What makes this different from the other +30 cli agents? it&#8217;s fully open-source, MCP over mTLS, dynamic secret substitution (AI works with secrets without seeing them), async tool calls, and real-time progress streaming for those long builds. And most importantly backed by the largest free library of curated DevOps skills (aka Stakpak Rulebooks).<\/p>\n<\/p>\n<p>You can run Stakpak in your Terminal, in a GitHub Action, or trigger it through Slack using our SaaS.<\/p>\n<p>Our big mission is to <strong>make infrastructure self-driving<\/strong>. This is just the beginning \ud83d\ude97<\/p>\n<p>Try it now! star us on <a href=\"https:\/\/github.com\/stakpak\/agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/a> and follow us on <a href=\"https:\/\/www.linkedin.com\/company\/dvpzla\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LinkedIn<\/a> and <a href=\"https:\/\/x.com\/stakpak_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X<\/a> for updates!<\/p>\n<p>We&#8217;d love to hear your feedback!<\/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\/@georgefahmy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@georgefahmy<\/a>&nbsp;Big mission with self\u2011driving infra, what\u2019s the first milestone you\u2019re aiming for 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=\"reply-item\">\n<div class=\"reply-content\">@masump after making Stakpak open source, we have a couple of things cooking we&#8217;ll launch over the coming weeks, it will make Stakpak and other agents adopt by time to become increasingly better at DevOps! follow us and stay tuned \ud83d\ude04<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@georgefahmy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@georgefahmy<\/a>&nbsp;The emphasis on execution over \u201cAI magic\u201d really stands out. Treating infra as something that needs discipline, memory, and guardrails  not just prompts feels like the right direction. Excited to see how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been watching devs try AI agents on real infra for a while now, and it&#8217;s always the same: excitement, then suddenly &#8220;wait\u2026 what about production?&#8221; \ud83d\ude05<\/p>\n<p>Stakpak came out of that pause. We just went fully open source and became one of the trending Rust projects on GitHub this week! We built this because we were tired of AI agents that are either too insecure for production or too clueless about real Ops work.<\/p>\n<p>I am curious about what makes you hesitate when letting AI touch your infrastructure? Trust? Unpredictability? Would love to hear \ud83d\udc47<\/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>This hits a very real pain point. AI agents are great until they touch real production infra  then safety, guardrails, and accountability actually matter. Love the focus on open-source, rulebooks, and working with secrets <em>without<\/em> exposing them. This feels built by people who\u2019ve lived through real DevOps incidents<\/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>Impressive DevOps automation in Rust! The ability to manage production infrastructure from CLI with built-in safety features is crucial for modern development teams. Open-source approach is fantastic. This would integrate really well with ITSM workflows for deployment automation. Excellent work!<\/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>Impressive! Can I install this terminal in my remote machines as well? <br \/>Are there any security tradeoffs?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;yes you can install it with the one liner, BUT all the file-editing tools support editing files over an SSH tunnel using a built-in SFTP client! so you don&#8217;t have to install it on the remote machine.<\/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><strong>&#8220;Finally someone gets it&#8221;<\/strong> this is what I thought while working on Stakpak with the team that the whole <strong>&#8220;AI can do everything&#8221; <\/strong>pitch falls apart the second you&#8217;re dealing with actual infra. <\/p>\n<p>Having the agent work with secrets without seeing them is the kind of boring but critical feature that separates tools you actually use in prod from demos. Apache 2.0 is the cherry on top. Excited to see more people kick the tires on the local providers and rulebooks.<\/p>\n<p>Finally! If you&#8217;re doing any real DevOps work, give it a spin and drop a star if it clicks, open an issue if something&#8217;s broken or missing. That&#8217;s how good tools get built.<\/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>Thanks for the support on our earlier launch.<\/p>\n<p>We\u2019re launching Stakpak again, now fully open-sourced under Apache 2.0, and it\u2019s been one of the trending Rust projects on GitHub over the past week.<\/p>\n<p>Most LLMs are not built for DevOps. They leak credentials, don\u2019t understand real infrastructure, and break down on non-trivial upgrades or deployments. You either babysit every command or keep them far away from production.<\/p>\n<p>Stakpak is our attempt to solve this properly. It\u2019s an open-source DevOps agent designed with safety and determinism as first-class constraints. The agent runs through a controlled execution layer, uses MCP over mTLS, supports async tool calls, and streams progress in real time for long-running operations. Secrets are dynamically substituted so the model never sees them.<\/p>\n<p>Rulebooks are a core part of the system. They\u2019re explicit guidelines that teach the agent how to handle real DevOps tasks correctly, reducing time and complexity without relying on fragile prompts or hidden behavior.<\/p>\n<p>You can run Stakpak locally in your terminal, inside GitHub Actions, or trigger it via Slack using our SaaS. Everything is open, including system prompts.<\/p>\n<p>Our long-term goal is to make infrastructure increasingly self-driving. This is just the beginning.<\/p>\n<p>Would love feedback from engineers who\u2019ve actually operated systems in production. Try it out, star us on <a href=\"https:\/\/github.com\/stakpak\/agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub<\/a> if it\u2019s useful, and follow along for updates.<\/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>Looks great, I&#8217;m currently using &#8220;Claude Code&#8221; + &#8220;gke-mcp&#8221; (plus bunch of other mcps). How would using Stakpak be different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Great stack!  if you\u2019re comfortable wiring and maintaining MCPs, you\u2019re already doing things right.<\/p>\n<p>The main difference is <strong>where the complexity lives<\/strong>.<\/p>\n<p>With Claude Code + MCPs, you\u2019re orchestrating tools and trusting the agent to \u201cdo the right thing.\u201d<br \/>Stakpak by design is focused about <strong>execution<\/strong>: rulebooks encode you and your team operational standards, memory captures what works so you don&#8217;t repeat yourself, and hard guardrails (Warden) when agents touch infrastructure.<\/p>\n<p>Practically, that means fewer tools to maintain, repeatable infra operations, and much tighter blast-radius control on real systems.<\/p>\n<p>It\u2019s also now open-source.<\/p>\n<p>Curious what kinds of infra tasks you\u2019re automating today?<\/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\">@avloss you have to try it out! we found that using the google cloud cli +  built in rulebooks (devops skills) is superior to having an MCP server, this reduces context utilization so the agent stays sharp and you pay less for tokens<\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ZSB2YAFKNXJFMY\" class=\"app-title\">CLI Manager<\/a><\/p>\n<div class=\"one-liner\">One dashboard to run and organize multiple AI CLI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CLI Manager\u662f\u4e00\u6b3e\u901a\u8fc7\u7edf\u4e00\u4eea\u8868\u677f\u7ba1\u7406\u548c\u8fd0\u884c\u591a\u6b3eAI\u547d\u4ee4\u884c\u4ee3\u7406\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4e0d\u540cAI\u4ee3\u7406\u95f4\u5207\u6362\u7e41\u7410\u3001\u5de5\u4f5c\u6d41\u5272\u88c2\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\/d0c0f1ec-fcd8-4e1e-b5e8-e347a264c168.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/HRKiu3JijkQ\"><source src=\"https:\/\/youtu.be\/HRKiu3JijkQ\" 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\/d3add52d-d521-4575-95bf-d25fb283dd02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1d30954-d180-44bc-bb8d-4d9fab868d46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11ea6da2-8432-43fc-8bd1-b38de1df99ff.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\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">CLI\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4eea\u8868\u677f<\/span><br \/>\n            <span class=\"tag\">\u591a\u4efb\u52a1\u5904\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u7edf\u4e00\u7ba1\u7406\u6982\u5ff5\uff0c\u8be2\u95ee\u8fdb\u7a0b\u91cd\u542f\u540e\u73af\u5883\u53d8\u91cf\u4e0e\u72b6\u6001\u662f\u5426\u4fdd\u6301\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6682\u4e0d\u652f\u6301\u4f46\u8003\u8651\u672a\u6765\u66f4\u65b0\u3002\u53e6\u6709\u8bc4\u8bba\u8ba4\u4e3a\u5176\u975e\u5e38\u9002\u5408\u4f01\u4e1a\u56e2\u961f\uff0c\u63d0\u5347\u5f00\u53d1\u901f\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                CLI Manager\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u9700\u6c42\u8d8b\u52bf\uff1a\u968f\u7740\u4e13\u7cbe\u5316AI CLI\u5de5\u5177\uff08\u5982Claude Code\u3001Codex CLI\uff09\u7684\u6fc0\u589e\uff0c\u5f00\u53d1\u8005\u6b63\u9677\u5165\u201c\u591a\u4ee3\u7406\u6df7\u4e71\u201d\u3002\u5176\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201c\u6218\u7565\u5c42\u201d\uff0c\u8bd5\u56fe\u5c06\u79bb\u6563\u7684AI\u80fd\u529b\u91cd\u65b0\u805a\u5408\u5230\u5f00\u53d1\u8005\u719f\u6089\u7684\u7ec8\u7aef\u73af\u5883\u4e2d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u51fa\u4e00\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u5b83\u7784\u51c6\u7684\u662f\u63d0\u5347\u201cAI\u8d4b\u80fd\u5f00\u53d1\u5de5\u4f5c\u6d41\u201d\u8fd9\u4e00\u91cd\u5ea6\u3001\u6301\u7eed\u6027\u7684\u573a\u666f\uff0c\u4f46\u5176\u6838\u5fc3\u8bbe\u8ba1\u5374\u66f4\u50cf\u4e00\u4e2a\u201c\u7ec8\u7aef\u6807\u7b7e\u9875\u7ba1\u7406\u5668\u201d\uff0c\u7f3a\u4e4f\u5bf9\u6301\u4e45\u5316\u4f1a\u8bdd\u3001\u73af\u5883\u9694\u79bb\u548c\u72b6\u6001\u4fdd\u6301\u7b49\u751f\u4ea7\u7ea7\u9700\u6c42\u7684\u6df1\u5ea6\u652f\u6301\u3002\u65e9\u671f\u7528\u6237\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u7ba1\u7406\u201d\u5de5\u5177\u800c\u975e\u201c\u7f8e\u5316\u201d\u5de5\u5177\u7684\u8f6f\u808b\u2014\u2014\u5982\u679c\u4e0d\u80fd\u59a5\u5584\u5904\u7406\u540e\u53f0\u8fdb\u7a0b\u4e0e\u4e0a\u4e0b\u6587\uff0c\u91cd\u542f\u5373\u4e22\u5931\uff0c\u90a3\u4e48\u5176\u5ba3\u79f0\u7684\u201c\u7ec4\u7ec7\u201d\u548c\u201c\u6d41\u7ebf\u5316\u201d\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u6210\u4e3aAI CLI\u751f\u6001\u7684\u201c\u7c98\u5408\u5242\u201d\u4e0e\u201c\u63a7\u5236\u5e73\u9762\u201d\u3002\u4f46\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u5b83\u5fc5\u987b\u5feb\u901f\u8fed\u4ee3\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u72b6\u6001\u7ba1\u7406\uff0c\u5426\u5219\u5c06\u6b62\u6b65\u4e8e\u5c1d\u9c9c\u73a9\u5177\uff1b\u5176\u6b21\uff0c\u5b83\u9700\u8981\u6784\u5efa\u66f4\u6df1\u5ea6\u7684\u96c6\u6210\uff08\u5982\u4ee3\u7406\u95f4\u534f\u4f5c\u3001\u8f93\u51fa\u6807\u51c6\u5316\uff09\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7a97\u53e3\u6392\u5217\uff1b\u6700\u540e\uff0c\u5b83\u9700\u8b66\u60d5\u88ab\u4e0a\u6e38\u5de5\u5177\u201c\u964d\u7ef4\u6253\u51fb\u201d\u2014\u2014\u4e00\u65e6\u67d0\u4e2a\u4e3b\u6d41AI CLI\u5185\u7f6e\u4e86\u591a\u4ee3\u7406\u7ba1\u7406\u80fd\u529b\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6324\u538b\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u751f\u6001\u56fa\u5316\u524d\uff0c\u5c06\u81ea\u5df1\u4ece\u201c\u4fbf\u5229\u529f\u80fd\u201d\u8fdb\u5316\u4e3a\u201c\u5de5\u4f5c\u6d41\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">CLI Manager<\/span>\n                <\/div>\n<div class=\"comment-content\">The ultimate CLI agent management tool. Organize Claude Code, Codex CLI, and Gemini CLI from a single dashboard. Rename agents, switch editors instantly, and streamline your AI-powered development workflow.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What if you could manage all your projects and CLI agents in one place?<\/p>\n<p>I got this idea while looking at Antigravity&#8217;s agent manager. And watching all these AI tools constantly updating, I became convinced that I shouldn&#8217;t be locked into any single AI or tool.<\/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\/@solhun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solhun<\/a>&nbsp;If you use AI regularly, this seems like a cool tool to check 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>Amazing, finally someone did this. I was looking for something like this for a while. How does it manage restarts? Let&#8217;s say I run some &#8220;export&#8221; commands, then start long running process. Then after restart, if I open CLI Manager again &#8211; what will I see? will it restart my processes? Will it preserve &#8220;env&#8221;? Will &#8220;history&#8221; be shared between tabs?<\/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\/@avloss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avloss<\/a>&nbsp;Thanks for the question! History is shared between tabs. Think of it as managing multiple terminals in one space. Env variables and long-running processes aren&#8217;t persisted yet, but it&#8217;s something I&#8217;m considering for future updates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genius solution for managing multiple AI agents! As someone building AI-powered ITSM automation, this is exactly what we need &#8211; unified control over Claude, Codex, and Gemini agents. The instant editor switching is a game-changer for development velocity. Perfect fit for enterprise teams!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Really appreciate the kind words! I&#8217;ll keep updating it with features that actually help in real workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Switching editors instantly feels powerful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@masump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masump<\/a>&nbsp;Thank you! Glad you like it \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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/X6YPRHIRYUUC4U\" class=\"app-title\">Wavedash<\/a><\/p>\n<div class=\"one-liner\">A browser-first marketplace for PC games<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wavedash\u662f\u4e00\u4e2a\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u9ad8\u7aefPC\u6e38\u620f\u5e73\u53f0\uff0c\u901a\u8fc7\u514d\u4e0b\u8f7d\u3001\u5373\u70b9\u5373\u73a9\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u73a9\u5bb6\u5728\u4f20\u7edf\u6e38\u620f\u6a21\u5f0f\u4e2d\u9762\u4e34\u7684\u6f2b\u957f\u5b89\u88c5\u3001\u9891\u7e41\u66f4\u65b0\u548c\u542f\u52a8\u6469\u64e6\u7b49\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\/002783ac-b60b-42e9-a688-60be208e9ae7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c474a1a8-dbd5-4981-bb26-c945a41afc00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea3a2dd6-e109-4423-ab8e-45cb52fbf4d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec74dd47-08fc-4dc0-b98b-5b4d05b9f7b7.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\">Games<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4e91\u6e38\u620f<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6e38\u620f<\/span><br \/>\n            <span class=\"tag\">\u5373\u65f6\u6e38\u73a9<\/span><br \/>\n            <span class=\"tag\">WebGPU<\/span><br \/>\n            <span class=\"tag\">WebAssembly<\/span><br \/>\n            <span class=\"tag\">\u6e38\u620f\u5206\u53d1\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5ef6\u8fdf<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u6e38\u620f<\/span><br \/>\n            <span class=\"tag\">\u591a\u4eba\u5728\u7ebf<\/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\u4e3b\u8981\u5173\u6ce8\u5176\u6280\u672f\u539f\u7406\uff0c\u4e0eStadia\u7b49\u4e91\u6e38\u620f\u7684\u533a\u522b\u3002\u5b98\u65b9\u56de\u590d\u6f84\u6e05\u5176\u91c7\u7528WebAssembly+WebGL\/WebGPU\u5728\u6d4f\u89c8\u5668\u672c\u5730\u8fd0\u884c\u6e38\u620f\uff0c\u5f3a\u8c03\u8fd1\u4e4e\u96f6\u5ef6\u8fdf\u7684\u4f18\u52bf\u3002\u8bc4\u8bba\u4e2d\u4e5f\u8868\u8fbe\u4e86\u5bf9\u5176\u201c\u514d\u542f\u52a8\u5668\u3001\u514d\u4e0b\u8f7d\u201d\u7406\u5ff5\u7684\u8ba4\u53ef\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                Wavedash\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u201c\u6d4f\u89c8\u5668\u7248Steam\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7528Web\u6280\u672f\u6808\u91cd\u6784\u6e38\u620f\u7684\u5206\u53d1\u4e0e\u4f53\u9a8c\u8303\u5f0f\u3002\u5b83\u907f\u5f00\u4e86\u4f20\u7edf\u4e91\u6e38\u620f\u5bf9\u5e26\u5bbd\u548c\u6d41\u5a92\u4f53\u5ef6\u8fdf\u7684\u6781\u5ea6\u4f9d\u8d56\uff0c\u8f6c\u800c\u62bc\u6ce8\u7ec8\u7aef\u7b97\u529b\u4e0eWebGPU\/WebAssembly\u7684\u6210\u719f\u3002\u8fd9\u6b65\u68cb\u5f88\u53d6\u5de7\uff1a\u5c06\u6e32\u67d3\u4e0e\u8ba1\u7b97\u8d1f\u8f7d\u8f6c\u79fb\u81f3\u672c\u5730\uff0c\u5e73\u53f0\u65b9\u5219\u4e13\u6ce8\u4e8e\u63d0\u4f9b\u8f7b\u91cf\u5316\u7684\u5c01\u88c5\u3001\u5373\u65f6\u7684\u793e\u4ea4\u94fe\u63a5\u548c\u4e00\u952e\u89e6\u8fbe\u7684\u6e20\u9053\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u6781\u81f4\u7684\u4fbf\u6377\u6027\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u6280\u672f\u5929\u82b1\u677f\u4e0e\u751f\u6001\u6784\u5efa\u3002WebGPU\u867d\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u8981\u8ba93A\u7ea7\u5927\u4f5c\u5728\u6d4f\u89c8\u5668\u4e2d\u65e0\u635f\u8fd0\u884c\uff0c\u76ee\u524d\u4ecd\u662f\u5de8\u5927\u8003\u9a8c\u3002\u9996\u53d1\u7684\u72ec\u7acb\u6e38\u620f\u867d\u662f\u5176\u6280\u672f\u53ef\u884c\u6027\u7684\u201c\u5b89\u5168\u724c\u201d\uff0c\u5374\u4e5f\u66b4\u9732\u4e86\u5176\u521d\u671f\u5185\u5bb9\u6df1\u5ea6\u7684\u4e0d\u8db3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u5ef6\u8fdf\u201d\u5728\u7ade\u6280\u7c7b\u6e38\u620f\u4e2d\u662f\u521a\u9700\uff0c\u4f46\u80fd\u5426\u5728\u66f4\u590d\u6742\u7684\u6e38\u620f\u7c7b\u578b\u4e2d\u4fdd\u6301\u4f53\u9a8c\u4e00\u81f4\u6027\uff0c\u6709\u5f85\u89c2\u5bdf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u6df1\u5c42\u770b\uff0cWavedash\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u5bf9\u5f00\u53d1\u8005\u7aef\u627f\u8bfa\u7684\u201c\u4e00\u6b21\u79fb\u690d\uff0c\u5168\u7f51\u5206\u53d1\u201d\u4ee5\u53ca\u53cb\u597d\u7684\u5206\u6210\u6a21\u5f0f\u3002\u5982\u679c\u5b83\u80fd\u6210\u4e3a\u8fde\u63a5\u4f18\u8d28\u72ec\u7acb\u6e38\u620f\u4e0e\u6d77\u91cf\u6d4f\u89c8\u5668\u7528\u6237\u7684\u4f4e\u6469\u64e6\u7ba1\u9053\uff0c\u6216\u8bb8\u80fd\u5728Steam\u4e0eEpic\u7684\u5939\u7f1d\u4e2d\uff0c\u5f00\u8f9f\u51fa\u4e00\u4e2a\u57fa\u4e8e\u201c\u94fe\u63a5\u5373\u670d\u52a1\u201d\u7684\u65b0\u6218\u573a\u3002\u4f46\u6210\u8d25\u5173\u952e\uff0c\u6700\u7ec8\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5438\u5f15\u5230\u8db3\u591f\u591a\u4e14\u4f18\u8d28\u7684\u6e38\u620f\u5185\u5bb9\uff0c\u6765\u8bc1\u660e\u5176\u6280\u672f\u8def\u5f84\u4e0d\u662f\u59a5\u534f\uff0c\u800c\u662f\u8fdb\u5316\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6280\u672f\u6f14\u793a\uff0c\u8ddd\u79bb\u6210\u4e3a\u201c\u6e38\u620f\u5546\u5e97\u201d\u7684\u5ba3\u8a00\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\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\">Wavedash<\/span>\n                <\/div>\n<div class=\"comment-content\">Wavedash is a new way to play high-end PC games in your browser. Today we\u2019re launching our public beta with our first partner title: Parking Garage Rally Circuit DX by Walaber (indie developer behind Jellycar Worlds and Replicube). Fun is now truly a click away \u2014 and the same link that starts a race also works as a multiplayer lobby invite, so friends can join instantly from their own devices. Click a link and you\u2019re playing in seconds. Share that same link to invite friends.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, does this work like Stadia, where you have GPUs powering your game running remotely? Or does this take advantage of Web Assembly to run game right in the browser?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@avloss great question\u2014unlike cloud gaming, we are using WebAssembly + WebGL \/ WebGPU to run the game natively in your browser. So our approach has virtually no introduced latency and runs at console quality. Racing games like PGRC DX are a perfect case study for why we need a zero latency approach.. game has to be responsive to hit those corners and get on lap time leaderboards!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! Today we are excited to release Wavedash, a browser-first platform for high-end PC games. No launcher. No giant download. No more \u201chold on, I have an update\u201d while your friends wait.<\/p>\n<p>We started Wavedash because gaming has felt stuck in yesterday\u2019s model: hours-long installs, painful updates, and the constant friction between wanting to play and actually playing. In a world where powerful chips and modern browsers are everywhere, that no longer makes sense. Wavedash is built for tomorrow.<\/p>\n<p>Today we\u2019re launching our public beta with our first partner title: Parking Garage Rally Circuit DX by Walaber (indie developer behind Jellycar Worlds and Replicube). Fun is now truly a click away \u2014 and the same link that starts a race also works as a multiplayer lobby invite, so friends can join instantly from their own devices.<\/p>\n<p>Why now: browsers + chips finally leveled up. WebGPU \/ WebGL \/ WebAssembly, plus major improvements in Chrome, Safari, and Edge, and modern hardware like Apple\u2019s M-series and A-series, make extreme performance in the browser possible.<\/p>\n<p>For developers, the promise is simple: one link that lets anyone play your game in seconds. Wavedash handles porting, performance, and web distribution, with a developer-friendly model where creators keep control and benefit from a favorable revenue share. If you are a studio or indie dev, email <a href=\"mailto:partnerships@wavedash.gg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">partnerships@wavedash.gg<\/a><\/p>\n<p>This is a new games store. Thank you for supporting us, and our developer partners. If you try it, we\u2019d love feedback on your device + browser, what feels magical, and what still feels rough. We are working on it!!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/JHL3574DZ4KDIT\" class=\"app-title\">Peek<\/a><\/p>\n<div class=\"one-liner\">Live website previews in your Mac menu bar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5b9e\u65f6\u7f51\u7ad9\u9884\u89c8\u5d4c\u5165Mac\u83dc\u5355\u680f\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u60ac\u505c\u67e5\u770b\u65e0\u9700\u5207\u6362\u6807\u7b7e\u9875\uff0c\u89e3\u51b3\u4e86\u591a\u4efb\u52a1\u5904\u7406\u65f6\u6807\u7b7e\u9875\u6cdb\u6ee5\u3001\u4fe1\u606f\u83b7\u53d6\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6d01c74-ec5b-4ed2-9f14-6f14c57e2c9e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ab47d8d-8f41-4ea5-aaa5-4ca0e1afcff4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2cddc3df-605a-4019-af8b-e7bc8ae06d7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e65d5b69-dcbc-49a3-a0b7-d7c7c67a269e.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>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u514d\u6253\u6270\u6d4f\u89c8<\/span><br \/>\n            <span class=\"tag\">\u6eda\u52a8\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u6838\u5fc3\u7684\u6eda\u52a8\u4f4d\u7f6e\u8bb0\u5fc6\u529f\u80fd\u662f\u771f\u6b63\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u4f18\u60e0\u7801\u65e0\u6548\u7684\u6280\u672f\u95ee\u9898\uff1b\u5e0c\u671b\u63a8\u51fa\u684c\u9762\u5c0f\u7ec4\u4ef6\u7248\u672c\u800c\u975e\u4ec5\u9650\u83dc\u5355\u680f\u60ac\u505c\uff1b\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u201c\u9690\u85cf\u5e72\u6270\u5143\u7d20\u201d\u548c\u201c\u81ea\u5b9a\u4e49\u5185\u5bb9\u4eea\u8868\u76d8\u201d\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\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                Peek\u7684\u672c\u8d28\uff0c\u662f\u5c06\u201c\u540e\u53f0\u8f6e\u8be2\u201d\u4e0e\u201c\u524d\u53f0\u663e\u6027\u5316\u201d\u8fdb\u884c\u4e86\u5de7\u5999\u7684\u7ed3\u5408\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u4e0b\u4e00\u4ee3\u201c\u8fb9\u7f18\u8ba1\u7b97\u201d\u5f0f\u7684\u4fe1\u606f\u5165\u53e3\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u6570\u636e\uff0c\u800c\u662f\u91cd\u6784\u4e86\u4fe1\u606f\u7684\u5448\u73b0\u903b\u8f91\u2014\u2014\u5c06\u9700\u8981\u4e3b\u52a8\u201c\u8bbf\u95ee\u201d\u7684\u7f51\u9875\uff0c\u8f6c\u53d8\u4e3a\u88ab\u52a8\u201c\u6d6e\u73b0\u201d\u7684\u72b6\u6001\u6d41\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5ba3\u79f0\u89e3\u51b3\u7684\u201c\u6807\u7b7e\u9875\u6df7\u4e71\u201d\u53ea\u662f\u8868\u5c42\u75db\u70b9\u3002\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u201c\u4e3b\u52a8\u68c0\u7d22\u201d\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u901a\u8fc7\u9884\u8bbe\u7684\u6eda\u52a8\u4f4d\u7f6e\u548c\u7a97\u53e3\u5927\u5c0f\uff0c\u5b9e\u73b0\u4fe1\u606f\u7684\u201c\u573a\u666f\u5316\u5feb\u7167\u201d\u3002\u8fd9\u5c24\u5176\u5951\u5408\u91d1\u878d\u6570\u636e\u3001\u8fd0\u7ef4\u4eea\u8868\u76d8\u3001\u793e\u4ea4Feed\u8fd9\u7c7b\u9ad8\u9891\u3001\u4f4e\u4ea4\u4e92\u7684\u76d1\u63a7\u578b\u573a\u666f\u3002\u5176\u201c\u6eda\u52a8\u8bb0\u5fc6\u201d\u529f\u80fd\u662f\u7cbe\u5999\u7684\u4e00\u7b14\uff0c\u5b83\u786e\u4fdd\u4e86\u4fe1\u606f\u7684\u4e00\u81f4\u6027\uff0c\u907f\u514d\u4e86\u201c\u9884\u89c8\u201d\u6ca6\u4e3a\u9e21\u808b\u7684\u7f29\u7565\u56fe\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u5f62\u6001\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\u3002\u4f5c\u4e3a\u83dc\u5355\u680f\u5e38\u9a7b\u5e94\u7528\uff0c\u5176\u201c\u65e0\u9650\u7ad9\u70b9\u201d\u7684Pro\u7248\u662f\u5fc5\u7136\u8def\u5f84\uff0c\u4f46\u9884\u89c8\u7684\u5b9e\u65f6\u6027\u4f9d\u8d56\u4e8e\u540e\u53f0\u6301\u7eed\u7684\u7f51\u7edc\u8bf7\u6c42\u4e0e\u6e32\u67d3\uff0c\u8fd9\u5bf9\u7cfb\u7edf\u8d44\u6e90\uff08\u5c24\u5176\u662f\u5185\u5b58\u548c\u7535\u91cf\uff09\u7684\u6d88\u8017\u5c06\u968f\u76d1\u63a7\u7ad9\u70b9\u6570\u91cf\u7ebf\u6027\u589e\u957f\u3002\u514d\u8d39\u72483\u4e2a\u7ad9\u70b9\u7684\u9650\u5236\uff0c\u5f88\u53ef\u80fd\u6b63\u662f\u5176\u5e73\u8861\u529f\u80fd\u4e0e\u6027\u80fd\u7684\u4e34\u754c\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7528\u6237\u7684\u201c\u684c\u9762\u5c0f\u7ec4\u4ef6\u201d\u8bc9\u6c42\u6070\u6070\u51fb\u4e2d\u4e86\u5176\u8f6f\u808b\uff1a\u83dc\u5355\u680f\u7684\u5b9a\u4f4d\u662f\u201c\u77a5\u89c1\u201d\uff0c\u4f46\u590d\u6742\u6570\u636e\u76d1\u63a7\u5f80\u5f80\u9700\u8981\u201c\u6301\u7eed\u51dd\u89c6\u201d\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u5f53\u524d\u5f62\u6001\u5728\u4fe1\u606f\u5bc6\u5ea6\u4e0e\u6c89\u6d78\u9700\u6c42\u4e0a\u7684\u5c40\u9650\u6027\u3002\u5f00\u53d1\u56e2\u961f\u56de\u5e94\u7684\u201c\u81ea\u5b9a\u4e49\u5185\u5bb9\u4eea\u8868\u76d8\u201d\u65b9\u5411\uff0c\u9884\u793a\u7740\u5176\u53ef\u80fd\u4ece\u201c\u9884\u89c8\u5de5\u5177\u201d\u5411\u201c\u4fe1\u606f\u8403\u53d6\u4e0e\u91cd\u7ec4\u5e73\u53f0\u201d\u6f14\u8fdb\uff0c\u8fd9\u624d\u662f\u66f4\u5177\u60f3\u8c61\u529b\u7684\u8d5b\u9053\u3002\u4f46\u5c4a\u65f6\uff0c\u5b83\u5c06\u76f4\u63a5\u4e0eZapier\u3001Make\u7b49\u81ea\u52a8\u5316\u5e73\u53f0\u7684\u4fe1\u606f\u6d41\u529f\u80fd\u7ade\u4e89\uff0c\u6311\u6218\u5c06\u622a\u7136\u4e0d\u540c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u7248\u672c\u7684Peek\u662f\u4e00\u4e2a\u6781\u7b80\u800c\u950b\u5229\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u573a\u666f\uff0c\u4f46\u82e5\u60f3\u4ece\u201c\u5de7\u5999\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5e73\u53f0\u201d\uff0c\u5fc5\u987b\u5728\u6027\u80fd\u4f18\u5316\u3001\u4fe1\u606f\u5b9a\u5236\u6df1\u5ea6\u4e0e\u751f\u6001\u6269\u5c55\u4e0a\u627e\u5230\u66f4\u575a\u5b9e\u7684\u652f\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Peek<\/span>\n                <\/div>\n<div class=\"comment-content\">Hover your menu bar to see live previews of any website. Monitor stocks, dashboards, social feeds &#8211; no tabs needed. Remembers scroll positions and window size so you see exactly what matters. Free for 3 sites, $9.99 for unlimited with code PRODUCTHUNT50.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! <\/p>\n<p>\ud83c\udfaf The problem:<br \/>\nI had 30 browser tabs open just to check stocks, Twitter, and dashboards. Total chaos.<\/p>\n<p>\ud83d\udca1 The solution:<br \/>\nPeek = Dashboard web clips for 2025. Hover your menu bar to see live website previews. No tabs, no switching.<\/p>\n<p>\ud83d\udd25 Killer feature:<br \/>\nScroll position memory. Set where you want to see on each site (just the stock chart, just the metrics), and it ALWAYS shows that exact spot.<\/p>\n<p>\ud83c\udf81 Product Hunt Launch Special:<br \/>\n&#8211; Free: 3 sites forever (no credit card)<br \/>\n&#8211; Pro: $19 normally<br \/>\n&#8211; **First 50 customers: $9.99 with PRODUCTHUNT50** \ud83c\udf89<\/p>\n<p>\u23f0 Only 50 codes available at this price!<\/p>\n<p>Try it free: <a href=\"https:\/\/justpeek.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/justpeek.app<\/a><\/p>\n<p>Thanks for checking it out! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@sk_94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sk_94<\/a>&nbsp;Can you help me check Code PRODUCTHUNT50, I can&#8217;t apply it (This code is invalid)<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sk_94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sk_94<\/a>&nbsp;Scroll-position memory is the real differentiator here. Glanceable dashboards only work when they show exactly what you care about. This solves the tab overload problem without creating a new one. Clean idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting! Can build a dashboard to monitor the recurrent data I analyze every day. It simplyfies everything. Glad to see you on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;That&#8217;s great idea, we have this idea in the roadmap where we select specific content from different websites and show it as a dashboard.  We are also working on a hide distracting elements feature(just like Safari). The app is free for 3 widgets. Pls try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a8d0b93-ef4b-4e40-96cb-0ef7cd0047c6.jpeg?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Upvoted! BTW, is it possible to just make a widget appear on my desktop rather than in the hovering menu bar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wowinter13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wowinter13<\/a>&nbsp;You mean like a normal MacOS widget that&#8217;s always visible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/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\/NCVNNQUTNE2KKW\" class=\"app-title\">GoMask as Code<\/a><\/p>\n<div class=\"one-liner\">Test data as code: YAML rules, Git versioned, &#038; CI\/CD ready<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">76<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GoMask as Code \u662f\u4e00\u6b3e\u5c06\u6d4b\u8bd5\u6570\u636e\u7ba1\u7406\u4ee3\u7801\u5316\u7684\u5de5\u5177\uff0c\u5b83\u5141\u8bb8\u5f00\u53d1\u56e2\u961f\u5728Git\u5de5\u4f5c\u6d41\u4e2d\u901a\u8fc7YAML\u5b9a\u4e49\u6570\u636e\u8131\u654f\u89c4\u5219\uff0c\u5e76\u4e0e\u6570\u636e\u5e93\u6a21\u5f0f\u53d8\u66f4\u4e00\u540c\u63d0\u4ea4\u548c\u90e8\u7f72\uff0c\u89e3\u51b3\u4e86\u5728\u654f\u6377\u5f00\u53d1\u4e2d\u83b7\u53d6\u5408\u89c4\u6d4b\u8bd5\u6570\u636e\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u957f\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                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/7ef94940-ae2a-4794-b072-39eb9b9462df.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uVHZzswIVfk?si=5jJam7R2rPn2XXre\"><source src=\"https:\/\/youtu.be\/uVHZzswIVfk?si=5jJam7R2rPn2XXre\" 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\/008b2ac2-d522-46a1-8d0a-b6020f1ce370.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba0e97c8-637f-48ec-bb81-7eb82bec4ef7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fa97f02-7fce-4887-be2e-ddd6c3a3feeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69e3e923-6d49-4597-99e5-24e30044bddc.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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4b\u8bd5\u6570\u636e\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u8131\u654f<\/span><br \/>\n            <span class=\"tag\">DevOps<\/span><br \/>\n            <span class=\"tag\">GitOps<\/span><br \/>\n            <span class=\"tag\">\u5408\u89c4\u4e0e\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">YAML\u914d\u7f6e<\/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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5408\u89c4\u4f18\u5148\u201d\u7406\u5ff5\u4e0eDevOps\u5de5\u4f5c\u6d41\u96c6\u6210\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5bf9ITSM\u5e73\u53f0\u81ea\u52a8\u5316\u6d4b\u8bd5\u6781\u5177\u4ef7\u503c\u3002\u540c\u65f6\uff0c\u6709\u53cd\u9988\u6307\u51faYAML\u914d\u7f6e\u867d\u53d7\u5de5\u7a0b\u5e08\u6b22\u8fce\uff0c\u4f46\u53ef\u80fd\u4e3a\u4ea7\u54c1\u7ecf\u7406\u7b49\u975e\u6280\u672f\u534f\u4f5c\u8005\u8bbe\u7f6e\u95e8\u69db\uff0c\u5f15\u53d1\u4e86\u5173\u4e8e\u56e2\u961f\u534f\u4f5c\u4fbf\u5229\u6027\u7684\u601d\u8003\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                GoMask as Code \u7684\u201cas Code\u201d\u53e3\u53f7\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u76f4\u51fb\u4f01\u4e1a\u6570\u636e\u5408\u89c4\u4e0e\u5f00\u53d1\u6548\u7387\u77db\u76fe\u7684\u950b\u5229\u624b\u672f\u5200\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6570\u636e\u8131\u654f\u201d\u8fd9\u4e2a\u53e4\u8001\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5c06\u5408\u89c4\u6d41\u7a0b\u4ece\u6ede\u540e\u3001\u963b\u585e\u7684\u5ba1\u6279\u73af\u8282\uff0c\u91cd\u6784\u4e3a\u53ef\u7248\u672c\u5316\u3001\u53ef\u8bc4\u5ba1\u3001\u53ef\u81ea\u52a8\u5316\u90e8\u7f72\u7684\u5de5\u7a0b\u5b9e\u8df5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6df1\u523b\u6d1e\u5bdf\u5230\u4e00\u4e2a\u666e\u904d\u5b58\u5728\u7684\u201c\u5730\u4e0b\u8fdd\u89c4\u201d\uff1a\u5f00\u53d1\u8005\u56e0\u7b49\u5f85\u5408\u89c4\u6d4b\u8bd5\u6570\u636e\u6d41\u7a0b\u8fc7\u957f\u800c\u88ab\u8feb\u4f7f\u7528\u751f\u4ea7\u6570\u636e\u3002\u8fd9\u4e0d\u662f\u9053\u5fb7\u95ee\u9898\uff0c\u800c\u662f\u7cfb\u7edf\u6027\u95ee\u9898\u3002GoMask\u7684\u89e3\u51b3\u65b9\u6848\u672c\u8d28\u4e0a\u662f\u5c06\u5b89\u5168\u4e0e\u5408\u89c4\u8981\u6c42\u201c\u5de6\u79fb\u201d\uff0c\u5e76\u5185\u5316\u4e3a\u5f00\u53d1\u6d41\u6c34\u7ebf\u7684\u4e00\u90e8\u5206\u3002\u901a\u8fc7YAML\u5b9a\u4e49\u89c4\u5219\u5e76\u4e0eSchema\u540c\u5e93\u63d0\u4ea4\uff0c\u5b83\u786e\u4fdd\u4e86\u6570\u636e\u89c4\u5219\u7684\u53d8\u66f4\u4e0e\u6570\u636e\u7ed3\u6784\u53d8\u66f4\u5728\u539f\u5b50\u63d0\u4ea4\u4e2d\u4fdd\u6301\u540c\u6b65\uff0c\u4ece\u6839\u672c\u4e0a\u675c\u7edd\u4e86\u56e0\u4e24\u8005\u4e0d\u540c\u6b65\u5bfc\u81f4\u7684\u5408\u89c4\u6f0f\u6d1e\u3002\u8fd9\u6bd4\u4efb\u4f55\u4e8b\u540e\u5ba1\u8ba1\u90fd\u66f4\u4e3a\u5f7b\u5e95\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u201c\u5de5\u7a0b\u5e08\u53cb\u597d\u201d\u7684\u53cc\u5203\u5251\u7279\u6027\u503c\u5f97\u8b66\u60d5\u3002\u5c06\u89c4\u5219\u5b9a\u4e49\u5b8c\u5168\u6536\u5f52\u4ee3\u7801\u4ed3\u5e93\uff0c\u5728\u63d0\u5347\u5f00\u53d1\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5c06\u4ea7\u54c1\u3001\u5408\u89c4\u3001QA\u7b49\u975e\u6280\u672f\u89d2\u8272\u8fb9\u7f18\u5316\uff0c\u5f62\u6210\u65b0\u7684\u534f\u4f5c\u58c1\u5792\u3002\u957f\u8fdc\u770b\uff0c\u4e00\u4e2a\u6210\u529f\u7684\u5f00\u53d1\u8005\u5de5\u5177\u82e5\u60f3\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e73\u53f0\uff0c\u5fc5\u987b\u5728\u201c\u4ee3\u7801\u81f3\u4e0a\u201d\u7684\u7eaf\u7cb9\u6027\u4e0e\u201c\u534f\u4f5c\u53cb\u597d\u201d\u7684\u6613\u7528\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\u76ee\u524d\uff0c\u5b83\u7cbe\u51c6\u5730\u89e3\u51b3\u4e86\u4e00\u4e2a\u5c16\u9510\u7684\u75db\u70b9\uff0c\u4f46\u5b83\u7684\u666e\u53ca\u4e0a\u9650\uff0c\u6216\u8bb8\u6b63\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u8ba9\u975e\u5de5\u7a0b\u5e08\u4e5f\u80fd\u53c2\u4e0e\u5230\u8fd9\u4e2a\u201c\u4ee3\u7801\u5316\u201d\u7684\u5408\u89c4\u6d41\u7a0b\u4e2d\u6765\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">GoMask as Code<\/span>\n                <\/div>\n<div class=\"comment-content\">GoMask as Code brings test data management into your Git workflow. Define masking rules in YAML, commit alongside your schema, and deploy through GitHub Actions, GitLab CI, or Jenkins. No more waiting for test data refreshes. No more tickets. No more compliance gaps. Schema changes and data rules travel together in a single commit. Every change is version-controlled and audit-ready.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brilliant approach to test data management! Defining masking rules in YAML and managing them via Git workflow is perfect for DevOps practices. The compliance-first mindset is exactly what enterprises need. This would be invaluable for automated testing in ITSM platforms. Great execution!<\/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\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thank you so much for the comment!! There is a free account option at <a href=\"https:\/\/gomask.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">gomask.ai<\/a>. Have a go with it and see what you think. We would love 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<div class=\"comment-item\">\n<div class=\"comment-content\">We built GoMask as Code because our own team kept asking for it.<\/p>\n<p>We already had a platform for safe test data. But developers on the team didn&#8217;t want to touch the UI. They wanted masking rules in YAML, sat next to schema definitions, deployed through the same pipeline as everything else.<\/p>\n<p>We talked to data engineers on Reddit about how they handle test data. Top response was brutal: &#8220;Everywhere I&#8217;ve worked with sensitive data, everybody ended up secretly working off prod.&#8221;<\/p>\n<p>Not because they&#8217;re reckless. The safe path just takes too long. Tickets, waiting, manual refresh cycles.<\/p>\n<p>GoMask as Code cuts that out. Rules in YAML, committed to Git, deployed automatically. Safe test data without the bottleneck.<\/p>\n<p>Questions about config or setup? Drop them below. Also please let us know your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_hayward1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_hayward1<\/a>&nbsp;YAML\u2011based configs reduce UI friction, though I wonder how non\u2011engineers will collaborate on rule changes.<\/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\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/UX6LGOWV6GPYBX\" class=\"app-title\">DocEndorse AI Agent for Microsoft Teams<\/a><\/p>\n<div class=\"one-liner\">Autonomous AI for smarter e-signatures<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">63<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eMicrosoft Teams\u7684AI\u7535\u5b50\u7b7e\u540d\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u81ea\u52a8\u5b8c\u6210\u6587\u6863\u51c6\u5907\u3001\u7b7e\u7f72\u4eba\u5206\u914d\u3001\u53d1\u9001\u63d0\u9192\u4e0e\u8ddf\u8fdb\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u534f\u4f5c\u5e73\u53f0\u5185\u7b7e\u7f72\u6d41\u7a0b\u7e41\u7410\u3001\u624b\u52a8\u64cd\u4f5c\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4cf032f-dd47-4b37-96d6-0440652ad1ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6df53251-ca2e-445a-836f-76a970956593.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b0f4a0c-c066-43f5-8509-788c04365c22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ce2e978-1be8-40a9-9c13-83161b2416db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4117a74b-a776-4ec8-93eb-2c329542cbee.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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">CRM<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u529e\u516c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">Microsoft Teams\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6587\u6863\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u754c\u9762\u5728Teams\u5185\u5b9e\u73b0\u6587\u6863\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u4ef7\u503c\uff0c\u7279\u522b\u6307\u51fa\u5176\u4e0e\u4f01\u4e1aIT\u670d\u52a1\u7ba1\u7406\u53ca\u5ba1\u6279\u5de5\u4f5c\u6d41\u96c6\u6210\u7684\u6f5c\u529b\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793a\u6b63\u6df1\u5165\u63a2\u7d22\u4e0e\u5ba1\u6279\u6d41\u7a0b\u7684\u6df1\u5ea6\u5bf9\u9f50\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                DocEndorse\u770b\u4f3c\u662f\u7535\u5b50\u7b7e\u540d\u8d5b\u9053\u7684\u53c8\u4e00\u5165\u5c40\u8005\uff0c\u4f46\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u5bf9\u201c\u5e73\u53f0\u5185\u5de5\u4f5c\u6d41\u95ed\u73af\u201d\u7684\u7cbe\u51c6\u5207\u5165\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6253\u9020\u72ec\u7acb\u5e94\u7528\u6216\u6cdb\u7528\u578bAI\u5de5\u5177\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u6df1\u5ea6\u5d4c\u5165Microsoft Teams\u8fd9\u4e00\u5df2\u6210\u6c14\u5019\u7684\u4f01\u4e1a\u534f\u4f5c\u67a2\u7ebd\uff0c\u5c06\u7b7e\u540d\u8fd9\u4e00\u9ad8\u9891\u4e14\u4e2d\u65ad\u6027\u5f3a\u7684\u52a8\u4f5c\uff0c\u8f6c\u5316\u4e3a\u5e73\u53f0\u5185\u7684\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u3002\u8fd9\u6b65\u68cb\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u907f\u5f00\u4e86\u4e0eDocuSign\u7b49\u5de8\u5934\u5728\u529f\u80fd\u5e7f\u5ea6\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u653b\u51fb\u5176\u201c\u4f53\u9a8c\u7f1d\u9699\u201d\u2014\u2014\u5373\u4fbf\u4f7f\u7528\u4e13\u4e1a\u5de5\u5177\uff0c\u7528\u6237\u5728Teams\u3001\u90ae\u4ef6\u3001\u6587\u6863\u5e93\u95f4\u7684\u9891\u7e41\u5207\u6362\u4e0e\u624b\u52a8\u64cd\u4f5c\u4ecd\u662f\u6548\u7387\u9ed1\u6d1e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201cAutonomous AI\u201d\u662f\u6838\u5fc3\u53d9\u4e8b\uff0c\u4f46\u5176\u5b9e\u9645\u4ef7\u503c\u53ef\u80fd\u66f4\u63a5\u8fd1\u4e8e\u201c\u60c5\u5883\u611f\u77e5\u81ea\u52a8\u5316\u201d\u3002\u5b83\u5229\u7528AI\u7406\u89e3\u7528\u6237\u610f\u56fe\u5e76\u81ea\u52a8\u6267\u884c\u4e00\u8fde\u4e32\u9884\u8bbe\u64cd\u4f5c\uff08\u5982\u4eceOneDrive\u62c9\u53d6\u6587\u6863\u3001\u8bc6\u522b\u7b7e\u7f72\u57df\u3001\u5206\u914d\u89d2\u8272\uff09\uff0c\u5176\u6280\u672f\u95e8\u69db\u6216\u8bb8\u4e0d\u5728\u4e8e\u524d\u6cbf\u7684AI\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9Teams\u751f\u6001\u3001Office 365\u6570\u636e\u8fde\u63a5\u4ee5\u53ca\u4f01\u4e1a\u7b7e\u540d\u6d41\u7a0b\u5408\u89c4\u6027\u903b\u8f91\u7684\u6df1\u5ea6\u6574\u5408\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684ITSM\u5ba1\u6279\u6d41\u7a0b\u96c6\u6210\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u66f4\u5927\u7684\u60f3\u8c61\u7a7a\u95f4\uff1a\u6210\u4e3a\u4f01\u4e1a\u590d\u6742\u5ba1\u6279\u6d41\u4e2d\u5173\u952e\u7684\u6267\u884c\u8282\u70b9\u4e0e\u81ea\u52a8\u5316\u6865\u6881\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u91cd\u5ea6\u4f9d\u8d56Teams\u751f\u6001\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\uff0c\u9650\u5236\u4e86\u5176\u5728\u6df7\u5408\u534f\u4f5c\u73af\u5883\uff08\u5982\u540c\u65f6\u4f7f\u7528Slack\u3001Zoom\uff09\u4e2d\u7684\u6269\u5c55\u3002\u5176\u6b21\uff0c\u5c06\u654f\u611f\u7684\u6cd5\u5f8b\u7b7e\u7f72\u52a8\u4f5c\u4ea4\u7531AI\u4ee3\u7406\u51b3\u7b56\uff0c\u5176\u5b89\u5168\u5ba1\u8ba1\u3001\u8d23\u4efb\u754c\u5b9a\u4e0e\u7528\u6237\u4fe1\u4efb\u57f9\u517b\u5c06\u662f\u957f\u671f\u8bfe\u9898\u3002\u6700\u540e\uff0c\u201c\u81ea\u7136\u8bed\u8a00\u804a\u5929\u201d\u7684\u4ea4\u4e92\u6a21\u5f0f\u5728\u5904\u7406\u590d\u6742\u3001\u591a\u53d8\u91cf\u7684\u7b7e\u7f72\u573a\u666f\u65f6\uff0c\u662f\u5426\u771f\u7684\u6bd4\u4f20\u7edf\u8868\u5355\u5f0f\u754c\u9762\u66f4\u9ad8\u6548\u3001\u66f4\u4e0d\u6613\u51fa\u9519\uff0c\u4ecd\u9700\u5927\u91cf\u7528\u6237\u5b9e\u8df5\u9a8c\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cDocEndorse\u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u4ea7\u54c1\u5316\u601d\u8def\uff1a\u4e0d\u8ffd\u6c42\u70ab\u6280\uff0c\u800c\u662f\u805a\u7126\u4e8e\u4e00\u4e2a\u5177\u4f53\u3001\u53ef\u88ab\u91cf\u5316\u7684\u6548\u7387\u573a\u666f\uff0c\u901a\u8fc7AI\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u6d41\u7a0b\u538b\u7f29\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u7a0b\u5ea6\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u3001\u5408\u89c4\u6027\u201d\u4e4b\u95f4\u627e\u5230\u4f01\u4e1a\u5ba2\u6237\u771f\u6b63\u613f\u610f\u4e70\u5355\u7684\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">DocEndorse AI Agent for Microsoft Teams<\/span>\n                <\/div>\n<div class=\"comment-content\">DocEndorse is an AI-powered e-signature assistant built for Microsoft Teams. Instead of manually preparing documents or chasing signatures, you chat with the assistant and it handles document setup, signer roles, sending, reminders, and follow-ups automatically. It integrates with OneDrive, SharePoint, and Outlook contacts, provides real-time status updates, and includes a free plan to get started quickly.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt, thanks for checking out DocEndorse.<\/p>\n<p>We built DocEndorse after seeing how much time teams spend preparing documents, assigning signers, sending reminders, and following up just to get something signed. Even inside Microsoft Teams, the process often still feels manual and fragmented.<\/p>\n<p>DocEndorse changes that by letting you work through natural chat. The AI assistant prepares documents, detects signing fields, assigns signer roles, sends signature requests, and follows up automatically while keeping you updated in real time.<\/p>\n<p>\ud83d\udc49 You can install DocEndorse directly from the Microsoft Teams App Store. A free plan is available so you can try it right away.<\/p>\n<p>We would really love your feedback:<br \/>\n\u2022 What part of document signing is most frustrating today?<br \/>\n\u2022 Where do you think AI can help the most in your workflow?<\/p>\n<p>Thanks for the support, and we will be active here all day to answer questions and learn from your feedback.<\/p>\n<p>Kario<br \/>\nMaker of DocEndorse<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic AI workflow automation for document management! Automating document preparation, signer role assignment, and follow-ups directly from Teams chat is exactly what enterprise teams need. The natural language interface makes it accessible to all users. This would integrate beautifully with ITSM approval workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thanks so much, really appreciate that feedback. You&#8217;re spot on about ITSM and approval workflows. A big part of our thinking was reducing friction for enterprise teams by letting them work entirely in chat, without needing to learn new tools or interfaces.<\/p>\n<\/p>\n<p>We&#8217;re actively exploring deeper alignment with approval-driven workflows where traceability, role clarity, and turnaround time really matter. If you&#8217;ve seen specific ITSM use cases that work especially well, we&#8217;d love to hear about them.<\/p>\n<\/p>\n<p>Thanks again for taking the time to check it out and share your perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/4EQ2Q3IC7L73EE\" class=\"app-title\">Docgic<\/a><\/p>\n<div class=\"one-liner\">Generate, review, sign contracts in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Docgic\u662f\u4e00\u4e2aAI\u9a71\u52a8\u7684\u5408\u540c\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u3001\u81ea\u7531\u804c\u4e1a\u8005\u7b49\u7528\u6237\u5feb\u901f\u751f\u6210\u3001\u5ba1\u6838\u5e76\u7b7e\u7f72\u5408\u540c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6cd5\u5f8b\u670d\u52a1\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u6602\u8d35\u3001\u5bfc\u81f4\u5546\u4e1a\u673a\u4f1a\u6d41\u5931\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\/01ded4bb-760d-4cdc-8f63-0f450e4711f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f373c0de-295a-4c6e-8de4-2245219f532d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9ff1009-8e3c-498d-aeb5-b423641420ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcfba851-5dcc-4ae8-9425-b4bc504fe75e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecde692d-c131-4c53-a407-b80ec49b7396.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c0ea7b8-d3ee-4c83-92e5-35000b9bb303.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1187a42-c9c6-4fdb-9895-236400f80bf8.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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Legal<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5408\u540c\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6cd5\u5f8b\u5ba1\u6838<\/span><br \/>\n            <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n            <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5408\u540c\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u7b7e\u7ea6\u65f6\u906d\u9047\u5f8b\u5e08\u8d39\u7528\u9ad8\u3001\u5468\u671f\u957f\u7684\u771f\u5b9e\u75db\u70b9\u3002\u8bc4\u8bba\u53cd\u9988\u6574\u4f53\u79ef\u6781\uff0c\u4f46\u6709\u6548\u4e92\u52a8\u8f83\u5c11\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5bfb\u6c42\u7528\u6237\u53cd\u9988\uff0c\u8be2\u95ee\u4f7f\u7528\u5408\u540c\u8fc7\u7a0b\u4e2d\u7684\u6700\u5927\u75db\u70b9\u53ca\u671f\u671b\u7684\u5fc5\u5907\u529f\u80fd\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Docgic\u7684\u53d9\u4e8b\u548c\u5b9a\u4f4d\u7cbe\u51c6\u5730\u51fb\u4e2d\u4e86\u6cd5\u5f8b\u670d\u52a1\u5e02\u573a\u4e2d\u201c\u6548\u7387\u201d\u4e0e\u201c\u6210\u672c\u201d\u7684\u65ad\u5c42\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7AI\u91cd\u6784\u4e00\u4e2a\u9ad8\u5ea6\u975e\u6807\u51c6\u5316\u3001\u4f9d\u8d56\u4e13\u4e1a\u77e5\u8bc6\u7684\u670d\u52a1\u6d41\u7a0b\uff0c\u5c06\u5176\u4ea7\u54c1\u5316\u4e3a\u4e00\u4e2a\u6807\u51c6\u3001\u5373\u65f6\u3001\u53ef\u9884\u6d4b\u7684SaaS\u670d\u52a1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u6d41\u7a0b\u538b\u7f29\u201d\uff0c\u5c06\u4f20\u7edf\u4e0a\u4ee5\u201c\u5468\u201d\u4e3a\u5355\u4f4d\u3001\u6d89\u53ca\u591a\u65b9\uff08\u4e2a\u4eba\u3001\u5f8b\u5e08\u3001\u5bf9\u65b9\uff09\u7684\u5408\u540c\u6d41\u7a0b\uff0c\u538b\u7f29\u81f3\u4e2a\u4eba\u5728\u201c\u5206\u949f\u201d\u7ea7\u522b\u5185\u53ef\u95ed\u73af\u5b8c\u6210\uff0c\u8fd9\u76f4\u63a5\u5bf9\u5e94\u7740\u5546\u4e1a\u4e16\u754c\u4e2d\u201c\u65f6\u95f4\u5373\u673a\u4f1a\uff0c\u5ef6\u8fdf\u5373\u635f\u5931\u201d\u7684\u6b8b\u9177\u6cd5\u5219\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6cd5\u5f8b\u6587\u4ef6\u7684\u4e25\u8083\u6027\u4e0eAI\u5f53\u524d\u80fd\u529b\u7684\u201c\u6982\u7387\u6027\u201d\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u5f20\u529b\u3002\u5ba3\u4f20\u4e2d\u7684\u201c\u5f8b\u5e08\u5ba1\u9605\u6a21\u677f\u201d\u548c\u201c\u7ea2\u6807\u68c0\u6d4b\u201d\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u63d0\u4f9b\u771f\u6b63\u7684\u201c\u6cd5\u5f8b\u5b89\u5168\u201d\uff0c\u800c\u975e\u4ec5\u662f\u5fc3\u7406\u5b89\u6170\uff0c\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u4e13\u4e1a\u80cc\u4e66\u548c\u98ce\u9669\u63d0\u793a\uff0c\u5426\u5219\u53ef\u80fd\u57cb\u4e0b\u9690\u60a3\u3002\u5176\u6b21\uff0c\u201cAll-in-One\u201d\u7684\u7b56\u7565\u5728\u65e9\u671f\u867d\u80fd\u5f62\u6210\u6709\u529b\u5356\u70b9\uff0c\u4f46\u6bcf\u4e2a\u5782\u76f4\u529f\u80fd\uff08\u751f\u6210\u3001\u5ba1\u6838\u3001\u7b7e\u7f72\uff09\u90fd\u9762\u4e34\u9886\u57df\u5185\u6210\u719f\u5de8\u5934\u7684\u7ade\u4e89\u3002\u5176\u6838\u5fc3\u58c1\u5792\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8eAI\u5ba1\u6838\u7684\u7cbe\u51c6\u5ea6\u4e0e\u53ef\u9760\u6027\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u3001\u9ad8\u6602\u7684\u4e13\u4e1a\u6570\u636e\u4e0e\u7b97\u6cd5\u6295\u5165\u3002\u521b\u59cb\u4eba\u6765\u81ea\u5c3c\u65e5\u5229\u4e9a\u7684\u80cc\u666f\uff0c\u65e2\u63ed\u793a\u4e86\u5168\u7403\u6027\u7684\u901a\u7528\u75db\u70b9\uff0c\u4e5f\u53ef\u80fd\u5728\u89e6\u53ca\u6b27\u7f8e\u6210\u719f\u5e02\u573a\u65f6\u9762\u4e34\u66f4\u4e25\u683c\u5408\u89c4\u6027\u8d28\u7591\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cDocgic\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u56fe\u666f\uff1a\u5c06\u6cd5\u5f8b\u670d\u52a1\u50cf\u4e91\u8ba1\u7b97\u4e00\u6837\u6309\u9700\u3001\u5373\u65f6\u83b7\u53d6\u3002\u4f46\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u96c6\u5408\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201cAI\u5f8b\u5e08\u52a9\u7406\u201d\u8fd9\u4e2a\u6838\u5fc3\u89d2\u8272\u4e0a\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u4fe1\u4efb\u5ea6\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5927\u80c6\u7684\u201c\u6548\u7387\u5b9e\u9a8c\u201d\uff0c\u5176\u6210\u8d25\u5c06\u9a8c\u8bc1\u5728\u5408\u540c\u8fd9\u4e2a\u9ad8\u98ce\u9669\u9886\u57df\uff0c\u5e02\u573a\u5bf9\u201c\u6781\u901f\u4fbf\u6377\u201d\u4e0e\u201c\u7edd\u5bf9\u53ef\u9760\u201d\u7684\u6743\u8861\u53d6\u820d\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\">Docgic<\/span>\n                <\/div>\n<div class=\"comment-content\">Docgic is an AI-powered platform that allows founders, lawyers, freelancers, small businesses, and anyone needing professional contracts to quickly generate, analyze, and sign contracts in just minutes. \u2728 Key Features: \u2022 Generate contracts from 50+ lawyer-reviewed templates \u2022 AI-powered contract analysis and red-flag detection \u2022 Chat with your documents to get instant answers \u2022 Built-in e-signatures (no DocuSign needed) \u2022 Legal research assistant for contract standards<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I&#8217;m Osazee, founder of Docgic.<\/p>\n<p>The backstory:<\/p>\n<p>I&#8217;m a software developer in Nigeria. Last year, I was closing a deal with a client.<\/p>\n<p>We agreed on everything, and all I needed was the contract.<\/p>\n<p>I sent it to my lawyer, who quoted $500 and said there would be a &#8220;2-week turnaround.&#8221; <\/p>\n<p>Luckily, I found a template online that I could use after some editing and sending it back and forth, which delayed the deal. <\/p>\n<p>Eventually, I closed the deal. <\/p>\n<p>To avoid this back-and-forth with templates, delays, and the risk of losing deals,<\/p>\n<p>So I built Docgic.<\/p>\n<p>What it does:<\/p>\n<p>Generate professional contracts in 5 minutes (not 2 weeks)<br \/>\nAI reviews any contract for red flags in 30 seconds<br \/>\nBuilt-in e-signatures (stop paying DocuSign $40\/month)<\/p>\n<p>All in one place. $29\/month unlimited.<\/p>\n<p>Why it&#8217;s different:<\/p>\n<p>Every other tool does ONE thing. LegalZoom generates. DocuSign signs. AI tools review.<\/p>\n<p>Docgic does your ENTIRE contract lifecycle.<\/p>\n<p>It&#8217;s like if Notion, DocuSign, and a lawyer had a baby.<\/p>\n<p>Who it&#8217;s for:<\/p>\n<p>\u2192 Founders losing deals to &#8220;legal review&#8221; delays<br \/>\n\u2192 Freelancers paying $2K in lawyer fees on $5K projects<br \/>\n\u2192 Anyone who&#8217;s ever thought &#8220;there has to be a better way.&#8221;<\/p>\n<p>I&#8217;d love your feedback!<\/p>\n<p>What&#8217;s the most annoying thing about contracts for you?<br \/>\nWhat feature would make this a must-have?<\/p>\n<p>Thanks for checking it out! \ud83d\ude4f<\/p><\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tool. All the best with the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pritesh_kumar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pritesh_kumar1<\/a>&nbsp; Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YZ3KMRF4OB5UZH\" class=\"app-title\">AI Motion Designer by Agent Opus<\/a><\/p>\n<div class=\"one-liner\">Text\/image to motion graphics in 1 click.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">33<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6587\u672c\u6216\u56fe\u7247\u4e00\u952e\u751f\u6210\u4e13\u4e1a\u52a8\u6001\u56fe\u5f62\u7684AI\u5de5\u5177\uff0c\u4e3a\u4e0d\u719f\u6089After Effects\u7684\u521b\u4f5c\u8005\u3001\u8bbe\u8ba1\u5e08\u548c\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u5236\u4f5c\u9ad8\u8d28\u91cf\u52a8\u753b\u8017\u65f6\u8017\u529b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec698e6c-962a-4ef6-89ca-0df1e8c2315a.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97db25c4-46f4-4204-8838-d8ba5f73e4aa.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Social Media<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Video<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u52a8\u6001\u56fe\u5f62\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u52a8\u753b<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u539f\u578b<\/span><br \/>\n            <span class=\"tag\">AIGC<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/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\u6613\u7528\u6027\u3001\u8d28\u91cf\u53ca\u201c\u4e00\u952e\u751f\u6210\u201d\u7684\u9ad8\u6548\uff0c\u8ba4\u4e3a\u5bf9\u521b\u4f5c\u8005\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\u3002\u4e3b\u8981\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u4ed8\u8d39\u4e0e\u79ef\u5206\u673a\u5236\u590d\u6742\uff0c\u5b58\u5728\u8fc7\u5ea6\u63a8\u9500\uff1b2. \u751f\u6210\u7ed3\u679c\u9700\u591a\u6b21\u8fed\u4ee3\u624d\u80fd\u7528\u4e8e\u6700\u7ec8\u6210\u54c1\uff0c\u8fd0\u52a8\u771f\u5b9e\u6027\u6709\u5f85\u63d0\u5347\uff1b3. \u671f\u5f85\u89c6\u9891\u7f16\u8f91\u5668\u589e\u5f3a\u57fa\u7840\u7f16\u8f91\u529f\u80fd\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Agent Opus\u63a8\u51fa\u7684AI Motion Designer\uff0c\u8868\u9762\u4e0a\u662f\u5c06\u201c\u6587\u672c\/\u56fe\u50cf\u8f6c\u52a8\u6001\u56fe\u5f62\u201d\u7684\u95e8\u69db\u51fb\u7a7f\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u670d\u52a1\u4e8e\u793e\u4ea4\u5a92\u4f53\u7684\u4e00\u7ad9\u5f0fAI\u89c6\u9891\u667a\u80fd\u4f53\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5bf9\u6807Runway\u6216Pika\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201c\u52a8\u6001\u56fe\u5f62\u201d\u8fd9\u4e00\u5728\u77ed\u89c6\u9891\u3001\u5e7f\u544a\u4e2d\u9700\u6c42\u65fa\u76db\u4f46\u6280\u80fd\u58c1\u5792\u9ad8\u7684\u7ec6\u5206\u573a\u666f\uff0c\u7528\u201c\u4e00\u952e\u751f\u6210\u201d\u5c06\u52a8\u753b\u4ece\u4e13\u4e1a\u751f\u4ea7\u53d8\u4e3a\u5927\u4f17\u6d88\u8d39\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u6548\u7387\u5229\u5668\u201d\u7684\u5b9a\u4f4d\u5df2\u83b7\u521d\u6b65\u9a8c\u8bc1\uff0c\u7528\u6237\u613f\u610f\u4e3a\u201c\u8282\u7701\u65f6\u95f4\u201d\u4e70\u5355\u3002\u7136\u800c\uff0c\u8d5e\u8a89\u80cc\u540e\u66b4\u9732\u7684\u6b63\u662f\u5f53\u524dAIGC\u5de5\u5177\u7684\u5178\u578b\u77db\u76fe\uff1a\u4ecb\u4e8e\u201c\u521b\u610f\u539f\u578b\u201d\u4e0e\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u4e4b\u95f4\u7684\u5c34\u5c2c\u3002\u7528\u6237\u79f0\u8d5e\u5176\u7528\u4e8e\u201c\u6784\u601d\u201d\u548c\u201c\u539f\u578b\u201d\uff0c\u5374\u6307\u51fa\u9700\u591a\u6b21\u8fed\u4ee3\u3001\u8fd0\u52a8\u4e0d\u81ea\u7136\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u4ef7\u503c\u76ee\u524d\u66f4\u504f\u5411\u201c\u7075\u611f\u52a0\u901f\u4e0e\u53ef\u89c6\u5316\u201d\uff0c\u800c\u975e\u5b8c\u5168\u66ff\u4ee3\u4e13\u4e1a\u52a8\u753b\u5236\u4f5c\u3002\u5176\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u7684\u5ba3\u4f20\u4e0e\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u5b58\u5728\u5dee\u8ddd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u7280\u5229\u7684\u770b\u70b9\u5728\u4e8e\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u8def\u5f84\u3002\u6709\u7528\u6237\u5c16\u9510\u6279\u8bc4\u5176\u79ef\u5206\u4e0e\u8ba2\u9605\u4f53\u7cfb\u201c\u4ee4\u4eba\u56f0\u60d1\u201d\uff0c\u5e76\u5b58\u5728\u6fc0\u8fdb\u5347\u7ea7\u63a8\u9500\uff0c\u8fd9\u53cd\u6620\u4e86\u5de5\u5177\u7c7bAI\u5e94\u7528\u5728\u63a2\u7d22\u5546\u4e1a\u5316\u65f6\u666e\u904d\u9762\u4e34\u7684\u7528\u6237\u4f53\u9a8c\u6298\u635f\u98ce\u9669\u3002\u540c\u65f6\uff0c\u7528\u6237\u8981\u6c42\u52a0\u5f3a\u57fa\u7840\u89c6\u9891\u7f16\u8f91\u529f\u80fd\uff08\u5982\u97f3\u89c6\u9891\u5206\u79bb\uff09\uff0c\u8fd9\u8b66\u793a\u56e2\u961f\uff1a\u5728\u8ffd\u6c42AI\u70ab\u6280\u7684\u540c\u65f6\uff0c\u7edd\u4e0d\u80fd\u5ffd\u89c6\u4f5c\u4e3a\u521b\u4f5c\u5de5\u5177\u7684\u57fa\u7840\u529f\u80fd\u7a33\u56fa\u6027\u3002\u5426\u5219\uff0c\u201c\u4e00\u7ad9\u5f0f\u201d\u7684\u613f\u666f\u5c06\u56e0\u57fa\u7840\u4f53\u9a8c\u7684\u77ed\u677f\u800c\u574d\u584c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u8d5b\u9053\u4e0a\u7684\u7280\u5229\u4ea7\u54c1\uff0c\u5b83\u964d\u4f4e\u4e86\u52a8\u6001\u56fe\u5f62\u7684\u521b\u4f5c\u9608\u503c\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\uff1a\u80fd\u5426\u5728AI\u751f\u6210\u8d28\u91cf\u4e0a\u5b9e\u73b0\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u4e13\u4e1a\u201d\u7684\u8de8\u8d8a\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5546\u4e1a\u5316\u4e0e\u7528\u6237\u4f53\u9a8c\u95f4\u627e\u5230\u4f18\u96c5\u7684\u5e73\u8861\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u526f\u9a7e\u9a76\u201d\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u771f\u6b63\u7684\u201c\u9a7e\u9a76\u5458\u201d\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\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\">AI Motion Designer by Agent Opus<\/span>\n                <\/div>\n<div class=\"comment-content\">For creators who want to create polished motion graphics but don&#8217;t know how to use After Effects. Agent Opus&#8217; AI Motion Designer turns a prompt, text, image, and any idea into professional animations. Agent Opus&#8217; AI Motion Designer is part of Agent Opus, the first AI video agent built for social media, that turns any idea into polished videos.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product-Hunt community \ud83d\udc4b. We\u2019re the team behind Agent Opus, the first AI video agent built for social media, and we\u2019re thrilled to launch our newest tool: AI Motion Designer.<\/p>\n<p>\ud83d\ude4c Why we built it:<br \/>\nAs creators, designers, animators and editors ourselves, we repeatedly ran into the roadblock of time-consuming animation work \u2014 simple motion ideas often took hours or days to create. We believed there had to be a smarter way.<\/p>\n<p>\ud83d\udd25 What AI Motion Designer does:<br \/>\n\u25b6\ufe0e Turns your idea, logo, product, image, abstract concept, or even just a design prompt into ready-to-use motion graphics \u2014 in 1 click<br \/>\n\u25b6\ufe0e Lets creators, designers, marketers, and makers iterate quickly, test motion ideas, and prototype animations without needing motion-graphics expertise<br \/>\n\u25b6\ufe0e Exports clean, production-ready motion graphics that you can use in your video or design projects<\/p>\n<p>Who it&#8217;s for:<br \/>\n\u25b6\ufe0e Creators who want to add motion graphics to their videos<br \/>\n\u25b6\ufe0e Designers who want to add motion to their UI prototypes<br \/>\n\u25b6\ufe0e Marketers and business owners who need quick animations for social, ads, or demos<\/p>\n<p>\ud83c\udf81 Launch special for PH users:<br \/>\nWe\u2019re giving everyone who signs up today 5 free generations for high quality motion graphics.<\/p>\n<p>We\u2019re genuinely excited to hear what you think. Drop a comment and let us know how are you going to leverage this, and what would make it even more useful for you?<\/p>\n<p>Thanks for checking us out! We\u2019re here throughout the day to answer questions, get feedback, or just chat.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>16<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsrebecccca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsrebecccca<\/a>&nbsp;Loving it, but the adding more credits functionality messaging is convoluted with monthly subscription upsell. I&#8217;m a subscriber, if I want more creds to finish a project, then I shouldn&#8217;t be upsold\/or communicated an upsell to a bigger plan. Just give me the credits. The upsell thought process will happen naturally with the user. If I had plan X then I wouldnt need to buy more. <\/p>\n<p>I&#8217;m mostly saying the copy and the purchase language is wonky but the product is good.<\/p>\n<\/p>\n<p>I would also improve the video editor to match what the consumer can do with iMovie well (split audio from video, etc) and make it a non-credit consuming product unless it generates ai content. Capcut offers more on the editing side but its a terrible experience. That&#8217;s why I switched to the simplicity and quality of experience of Opus. Please dont over engineer the product. Keep it simple an improve QoL features.<\/p>\n<\/p>\n<p>Thanks,<\/p>\n<\/p>\n<p>Erik Reynolds<\/p>\n<p><a href=\"http:\/\/www.linkedin.com\/in\/erikleereynolds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.linkedin.com\/in\/erikleereynolds<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a game changer. No actors, graphic designer or voice actors. It&#8217;s all in one. I love it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using the Agent Opus beta for several weeks. The tool is very intuitive and easy to use as it is, but the addition of motion graphics has increased the functionality quite a bit. The quality and animation is actually really good.. At least on par with similar tools like Grok Imagine. The difference being that you control the content you create, and you can adjust the parameters of your animation with much more granularity. I would definitely suggest checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI Motion Designer feels like a natural next step for creators who want high quality motion without touching After Effects. Turning ideas into polished motion graphics in one click is incredibly empowering. Congrats to the OpusClip team on another strong launch.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was lucky to get early access to Agent Opus, and have been using the AI Motion Designer to create animations for my explainer videos (also created using Agent Opus). I like that it&#8217;s a real 1-click solution compared with Veo 3 or similar tools. I can get usable results in a short amount of time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Greatness as always from the OC team !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve used the motion designer a few times, and it produces cool results, which i primarily use for ideation. will have to iterate multiple more times before finding results that I would actually use in my final products (so far movements of the graphics are not quite realistic, but quality and colors look good). Some of this is probably my non detailed prompting, and I have not used it much yet either. but i&#8217;m looking forward to using it a lot 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So it&#8217;s pretty good, just curious on what the cost per video will be<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oludzi_budzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><br \/>oludzi budzi<\/strong><\/a><\/p>\n<p>If you continue to develop at this pace, computer graphic designers will finish their work faster than they think. A powerful tool for saving time. I eagerly await further improvements.<\/p>\n<\/p>\n<p>Greetings from Poland.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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&#8217;ve generated a few videos with Agent Opus and am pleased with the results so far, but I still prefer filming and editing my own videos so having a Motion Design AI will be way more useful to me than just generating the entire video with AI (which still is a bit janky in places).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Logical next step from this team. Looking forward to diving in on this feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsrebecccca\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"itsrebecccca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsrebecccca<\/a> Please i want to subscription, but i can\u2019t even login on Agent Opus. Kindly check please my email : <a href=\"mailto:paulnotokay@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">paulnotokay@gmail.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Je tourne une vid\u00e9o, je l\u2019importe, les auto cut, les hooks et les sous titres se font seuls. Je gagne du temps et j\u2019ai quand m\u00eame un contenu qualitatif. Mention sp\u00e9ciale pour le calendrier de post diff\u00e9r\u00e9, c\u2019est un bonheur !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/NV2FIBGYLLCQPI\" class=\"app-title\">Postgresus<\/a><\/p>\n<div class=\"one-liner\">Open source PostgreSQL backup tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">33<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Postgresus\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684PostgreSQL\u6570\u636e\u5e93\u5907\u4efd\u5de5\u5177\uff0c\u901a\u8fc7\u652f\u6301\u591a\u79cd\u5b58\u50a8\u540e\u7aef\u548c\u901a\u77e5\u6e20\u9053\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u8fd0\u7ef4\u56e2\u961f\u5728\u6570\u636e\u5907\u4efd\u7ba1\u7406\u4e0a\u590d\u6742\u3001\u5206\u6563\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\/5f4212a8-8d2a-4889-8429-7581ba542a79.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1qsAnijJfJE\"><source src=\"https:\/\/www.youtube.com\/watch?v=1qsAnijJfJE\" 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\/6a383ebb-f267-4c97-8a9e-dc0768e183c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/962e6fda-bf76-4010-80cf-58c29b74039b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae38fa77-77c4-42fd-b843-d983a68ac72f.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Database<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5e93\u5907\u4efd<\/span><br \/>\n            <span class=\"tag\">PostgreSQL<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u7ef4\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b58\u50a8\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4eb2\u8ff0\u9879\u76ee\u6e90\u4e8e\u81ea\u8eab\u9700\u6c42\uff0c\u540e\u5f00\u6e90\u670d\u52a1\u4e8e\u793e\u533a\u3002\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u5355\u4e00\u95ee\u9898\u7684\u4e13\u6ce8\u3001\u7b80\u6d01\u4e0e\u5b9e\u7528\uff0c\u65e0\u8425\u9500\u6216AI\u5671\u5934\u3002\u73b0\u6709\u7528\u6237\u80af\u5b9a\u5176\u5de5\u5177\u4ef7\u503c\uff0c\u793e\u533a\u89c4\u6a21\uff08GitHub\u661f\u6807\u3001Docker\u62c9\u53d6\u6570\uff09\u6210\u4e3a\u91cd\u8981\u4fe1\u4efb\u80cc\u4e66\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                Postgresus\u7684\u51fa\u73b0\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u4e91\u65f6\u4ee3\u4e0b\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a\u5728\u5404\u5927\u4e91\u5382\u5546\u63d0\u4f9b\u6258\u7ba1\u6570\u636e\u5e93\u5907\u4efd\u670d\u52a1\u4e4b\u5916\uff0c\u90a3\u4e9b\u575a\u6301\u6216\u5fc5\u987b\u91c7\u7528\u81ea\u6258\u7ba1PostgreSQL\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5355\u4e00\u804c\u8d23\u201d\u7684\u6781\u81f4\u8df5\u884c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5728\u201cAll in AI\u201d\u548c\u529f\u80fd\u81a8\u80c0\u7684\u884c\u4e1a\u80cc\u666f\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5265\u79bb\u4e00\u5207\u4e0e\u5907\u4efd\u65e0\u5173\u7684\u566a\u97f3\uff0c\u53ea\u805a\u7126\u4e8e\u5907\u4efd\u7684\u8c03\u5ea6\u3001\u5b58\u50a8\u3001\u901a\u77e5\u548c\u56e2\u961f\u5ba1\u8ba1\u3002\u8fd9\u79cd\u514b\u5236\uff0c\u6070\u6070\u6784\u6210\u4e86\u5176\u6700\u7280\u5229\u7684\u7ade\u4e89\u529b\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u80f6\u6c34\u201d\u578b\u5de5\u5177\uff0c\u5c06\u6210\u719f\u7684\u5b58\u50a8\u670d\u52a1\uff08S3\u3001Google Drive\uff09\u548c\u901a\u4fe1\u5e73\u53f0\uff08Slack\u3001Telegram\uff09\u4e0ePostgreSQL\u539f\u751f\u80fd\u529b\u7c98\u5408\uff0c\u5f62\u6210\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u3002\u5176\u201c\u4f01\u4e1a\u7ea7\u5b89\u5168\u201d\u7279\u6027\uff0c\u66f4\u591a\u662f\u4f5c\u4e3a\u5f00\u6e90\u81ea\u6258\u7ba1\u65b9\u6848\u4e0e\u5546\u4e1a\u4e91\u670d\u52a1\u5bf9\u6297\u65f6\u7684\u5fc5\u5907\u7b79\u7801\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u4f5c\u4e3a\u56f4\u7ed5\u5355\u4e00\u6570\u636e\u5e93\u7684\u5782\u76f4\u5de5\u5177\uff0c\u5176\u5e02\u573a\u8fb9\u754c\u5c31\u662fPostgreSQL\u7684\u8fd0\u7ef4\u751f\u6001\u3002\u867d\u7136\u5f00\u53d1\u8005\u6000\u63e3\u201c\u6ee1\u8db399%\u9879\u76ee\u9700\u6c42\u201d\u7684\u96c4\u5fc3\uff0c\u4f46\u9762\u5bf9\u8d85\u5927\u89c4\u6a21\u6216\u5f02\u6784\u6570\u636e\u5e93\u73af\u5883\uff0c\u5176\u80fd\u529b\u53ef\u80fd\u6349\u895f\u89c1\u8098\u3002\u8bc4\u8bba\u4e2d\u6d0b\u6ea2\u7684\u201c\u7b80\u6d01\u8d5e\u7f8e\u201d\uff0c\u65e2\u662f\u5bf9\u5176\u5f53\u524d\u5b9a\u4f4d\u7684\u80af\u5b9a\uff0c\u4e5f\u9690\u542b\u4e86\u5bf9\u5176\u672a\u6765\u6269\u5f20\u7684\u6f5c\u5728\u62c5\u5fe7\u2014\u2014\u589e\u52a0\u529f\u80fd\u53ef\u80fd\u7834\u574f\u5176\u7eaf\u7cb9\u7684\u5438\u5f15\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u6210\u529f\u8def\u5f84\u975e\u5e38\u5178\u578b\uff1a\u5f00\u53d1\u8005\u201c\u6320\u81ea\u5df1\u7684\u75d2\u5904\u201d\u542f\u52a8\u9879\u76ee\uff0c\u901a\u8fc7\u5f00\u6e90\u793e\u533a\u9a8c\u8bc1\u548c\u653e\u5927\u9700\u6c42\uff0c\u6700\u7ec8\u5438\u5f15\u4ece\u4e2a\u4eba\u5230\u4f01\u4e1a\u7684\u7528\u6237\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6838\u5fc3\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u5e94\u5bf9\u4f01\u4e1a\u5ba2\u6237\u5fc5\u7136\u63d0\u51fa\u7684\u590d\u6742\u9700\u6c42\uff08\u5982\u66f4\u7ec6\u7c92\u5ea6\u7684\u6743\u9650\u63a7\u5236\u3001\u5907\u4efd\u9a8c\u8bc1\u4e0e\u6062\u590d\u6f14\u7ec3\u96c6\u6210\uff09\uff0c\u800c\u4e0d\u81f3\u4e8e\u6ed1\u5411\u53e6\u4e00\u4e2a\u81c3\u80bf\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u5728\u5907\u4efd\u8fd9\u4e2a\u5173\u4e4e\u6570\u636e\u751f\u547d\u7ebf\u7684\u9886\u57df\uff0c\u53ef\u9760\u4e0e\u4fe1\u4efb\u8fdc\u6bd4\u5bf9\u82b1\u54e8\u529f\u80fd\u7684\u8ffd\u9010\u66f4\u91cd\u8981\uff0c\u800c\u8fd9\u6b63\u662fPostgresus\u76ee\u524d\u5efa\u7acb\u8d77\u7684\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Postgresus<\/span>\n                <\/div>\n<div class=\"comment-content\">Postgresus is a free, open source and self-hosted tool to back up PostgreSQL. Make backups with different storages (S3, Google Drive, FTP, etc.) and notifications about progress (Slack, Discord, Telegram, etc.) Features: &#8211; Scheduled backups (daily, weekly, monthly, custom interval) &#8211; External storages (S3, Google Drive, CloudFlare R2, etc.) &#8211; Notifications (Slack, Discord, Telegram, etc.) &#8211; Team management with audit logs &#8211; Enterprise-grade security with encryption<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi! I&#8217;m developer of Postgresus.<\/p>\n<p>In the start, it was a tool for myself: I was backing up DBs of my projects. Then I decided to go open source and adjust the project to be suitable for other developers, DevOps engineers and DBAs.<\/p>\n<p>Now the project grew up to large community, ~2.8k stars on GitHub and ~42k docker pulls! Postgresus become suitable both for individuals, teams and large enterprise projects. I am glad to know that my project is useful for thousands of companies and has high ratings in reviews!<\/p>\n<p>My goal is to make Postgresus the most useful tool for PostgreSQL backing up in the world: both from UX and features side to meet requirements of 99% projects and companies<\/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\/@rostislav_dugin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rostislav_dugin<\/a> +1 git star!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it when experienced developer takes the quest to fix his own problem. <\/p>\n<\/p>\n<p>I&#8217;ll definitely use this PostgreSQL backup tool, just wait till I get out of my dev crunch \ud83d\ude42<\/p>\n<\/p>\n<p>Why? Because it&#8217;s a simple product. No extra stuff, no marketing (or AI) b***t, just bare bones single feature that done well and polished with love and care.<\/p>\n<\/p>\n<p>Congrats on the launch and wish you a ton of happy users \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nex_otaku2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nex_otaku2025<\/a>&nbsp;, thank you \ud83d\ude42<\/p>\n<p>Yes, sometimes I am tired of AI stuff and tons of features not related to solving my problem&#8230;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Used it, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marktlen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marktlen<\/a>&nbsp;, thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Let Postgresus be #1 open source project for PostgreSQL backup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a>&nbsp;,<\/p>\n<p>Thank you &#8211; going to 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>always happy to support open source project <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very useful tool, been using it for a while now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshh_founder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshh_founder<\/a>&nbsp;, thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FWAU5TRQMGTXXL\" class=\"app-title\">Metricgram<\/a><\/p>\n<div class=\"one-liner\">Manage your Telegram community easily<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Metricgram\u662f\u4e00\u6b3eTelegram\u793e\u533a\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u5de5\u5177\u3001\u6570\u636e\u5206\u6790\u548cAI\u52a9\u624b\uff0c\u89e3\u51b3\u7ba1\u7406\u5458\u5728\u7528\u6237\u51c6\u5165\u3001\u5185\u5bb9\u53d1\u5e03\u3001\u65e5\u5e38\u7ef4\u62a4\u548c\u4fe1\u606f\u8fc7\u8f7d\u4e2d\u8017\u65f6\u4f4e\u6548\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/531c61aa-cb3f-4223-b992-aa00b41af59d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da297b97-e2a3-42db-9f18-33258207e100.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/193307ab-c1cf-4521-bef0-e13800c70dbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1136ea51-a89e-4b21-b621-012c73ed93a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bf2ef39-929e-4df8-be2f-b611a6405b91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2d1957f-aa70-448e-980c-9a2942adfeb1.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82609eab-32cf-4666-ac24-28908157c102.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a2af4f6-4459-4c32-98bd-ea3103501b31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7b74d43-b7e9-4402-935e-1fb3f2990640.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a6a460c-fe8a-4854-a676-ab186cfdb684.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aded4f5f-2f66-4bda-a24e-71d0abb52bae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a5cda10-4739-4313-b498-319d05b26c7c.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\">Telegram<\/span><br \/>\n            <span class=\"tag\">Messaging<\/span><br \/>\n            <span class=\"tag\">Community<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Telegram\u793e\u533a\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u8425<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">AI\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n            <span class=\"tag\">\u4ed8\u8d39\u793e\u7fa4<\/span><br \/>\n            <span class=\"tag\">\u6d88\u606f\u8c03\u5ea6<\/span><br \/>\n            <span class=\"tag\">\u793e\u7fa4\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86Telegram\u793e\u7fa4\u7ba1\u7406\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u8d5e\u626c\u5176\u96c6\u6210\u5316\u4e0e\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u8be2\u95eeAI\u52a9\u624b\u81ea\u5b9a\u4e49\u80fd\u529b\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u8fde\u63a5OpenAI\u521b\u5efa\u4e2a\u6027\u5316\u52a9\u624b\u3002\u90e8\u5206\u7528\u6237\u5206\u4eab\u5728\u6570\u767e\u4eba\u793e\u7fa4\u4e2d\u7684\u6210\u529f\u4f7f\u7528\u4f53\u9a8c\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Metricgram\u5207\u5165\u7684\u662f\u793e\u7fa4\u8fd0\u8425\u5de5\u5177\u5e02\u573a\u4e2d\u4e00\u4e2a\u5782\u76f4\u4f46\u5173\u952e\u7684\u573a\u666f\u2014\u2014Telegram\u793e\u7fa4\u7684\u4e13\u4e1a\u5316\u7ba1\u7406\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5c06\u5206\u6563\u7684\u8fd0\u8425\u52a8\u4f5c\uff08\u652f\u4ed8\u3001\u8c03\u5ea6\u3001\u5206\u6790\u3001\u4e92\u52a8\uff09\u6574\u5408\u4e3a\u53ef\u95ed\u73af\u7684\u5de5\u4f5c\u6d41\uff0c\u76f4\u51fb\u7ba1\u7406\u5458\u4ece\u201c\u5efa\u8bbe\u8005\u201d\u6ca6\u4e3a\u201c\u6742\u52a1\u5de5\u201d\u7684\u5f02\u5316\u56f0\u5883\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5de7\u5999\u6293\u4f4f\u4e86\u4e09\u4e2a\u8d8b\u52bf\uff1a\u4e00\u662f\u4ed8\u8d39\u793e\u7fa4\u7684\u6807\u51c6\u5316\u7ba1\u7406\u9700\u6c42\uff0c\u901a\u8fc7Stripe\u96c6\u6210\u5c06\u5546\u4e1a\u95ed\u73af\u81ea\u52a8\u5316\uff1b\u4e8c\u662fAI\u52a9\u7406\u7684\u5e73\u6c11\u5316\u5e94\u7528\uff0c\u5c06OpenAI\u80fd\u529b\u8f6c\u5316\u4e3a\u5373\u63d2\u5373\u7528\u7684\u793e\u7fa4\u52a9\u624b\uff1b\u4e09\u662f\u6570\u636e\u9a71\u52a8\u8fd0\u8425\u7684\u666e\u53ca\uff0c\u7528\u81ea\u52a8\u5316\u62a5\u544a\u964d\u4f4e\u5206\u6790\u95e8\u69db\u3002\u4f46\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u9996\u5148\uff0c\u91cd\u5ea6\u4f9d\u8d56Telegram\u751f\u6001\uff0c\u5e73\u53f0\u653f\u7b56\u98ce\u9669\u4e0d\u53ef\u5ffd\u89c6\uff1b\u5176\u6b21\uff0c\u529f\u80fd\u4e0eDiscord\u673a\u5668\u4eba\u3001\u4e13\u7528\u5206\u6790\u5de5\u5177\u5b58\u5728\u91cd\u53e0\uff0c\u9700\u6301\u7eed\u8bc1\u660e\u5176\u96c6\u6210\u4f18\u52bf\uff1b\u6700\u540e\uff0c\u4ece\u201c\u5de5\u5177\u201d\u5230\u201c\u5e73\u53f0\u201d\u7684\u8dc3\u8fc1\uff0c\u9700\u8981\u66f4\u5f00\u653e\u7684API\u548c\u751f\u6001\u5efa\u8bbe\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d29\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8868\u660e\u5e02\u573a\u9a8c\u8bc1\u4ecd\u5904\u65e9\u671f\u3002\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u4f8b\u5982\u6df1\u5316\u6210\u5458\u884c\u4e3a\u5206\u6790\u3001\u8fde\u63a5\u66f4\u591a\u652f\u4ed8\u7f51\u5173\u3001\u63d0\u4f9b\u8de8\u5e73\u53f0\u6d1e\u5bdf\u3002\u82e5\u4ec5\u505c\u7559\u5728\u81ea\u52a8\u5316\u66ff\u4ee3\u4eba\u5de5\uff0c\u5176\u58c1\u5792\u5bb9\u6613\u88ab\u590d\u5236\u3002\u793e\u7fa4\u7ba1\u7406\u7684\u672c\u8d28\u662f\u4fc3\u8fdb\u8fde\u63a5\u4e0e\u4ef7\u503c\u4ea4\u6362\uff0c\u5de5\u5177\u7684\u4ef7\u503c\u6700\u7ec8\u5e94\u4f53\u73b0\u5728\u793e\u7fa4\u6d3b\u8dc3\u5ea6\u4e0e\u5546\u4e1a\u6210\u679c\u7684\u63d0\u5347\u4e0a\uff0c\u800c\u975e\u4ec5\u4ec5\u8282\u7701\u7ba1\u7406\u5458\u65f6\u95f4\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\">Metricgram<\/span>\n                <\/div>\n<div class=\"comment-content\">Save time managing your group or community on Telegram. Automate access to your group with Stripe, schedule messages, summaries, and automatic responses, analyze metrics and reports on everything that happens, add your own AI chatbot, and much more<\/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 I\u2019m Rub\u00e9n Alonso, co-maker of Metricgram.<\/p>\n<p>Running a Telegram community is fun\u2026 until it isn&#8217;t. Until it becomes in just admin work: onboarding, recurring posts, paid access, \u201cwhat happened today?\u201d, and a thousand tiny tasks that steal your time.<\/p>\n<p>Metricgram is the web command center for Telegram communities \u2014 management  + analytics + automation + AI assistants in one place (so you can spend more time with members, less time managing the chaos).<\/p>\n<p>Here\u2019s what you can do today:<\/p>\n<p>&#8211; Daily reports and daily\/weekly\/monthly metrics to understand what\u2019s actually happening in your group<br \/>\n&#8211; Automatic summaries (so you and your members never miss the key conversations)<br \/>\n&#8211; Automated onboarding: welcome message in the group + private welcome DM<br \/>\n&#8211; Schedule messages (announcements, reminders, recurring posts \u2014 in group or DM)<br \/>\n&#8211; Automatic replies for common questions and to notify yourself privately<br \/>\n&#8211; Subscription-based access control with Stripe. Great for paid communities (forget about manually letting members in or kicking them out)<br \/>\n&#8211; Chatbots \/ AI assistants via OpenAI connection (FAQs, support, moderation-style help)<\/p>\n<p>\ud83c\udf81 Launch tip: you can start with a 5-day free trial.<\/p>\n<p>I\u2019d love your feedback: what\u2019s the most annoying part of managing a Telegram community today?<br \/>\nIf you drop your use case in the comments, I\u2019ll personally suggest the best setup\/automations, and if Metricgram doesn&#8217;t have it implemented, I will consider adding it.<\/p>\n<p>Thanks!<br \/>\n\u2014 Ruben<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rubenalonsoes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rubenalonsoes<\/a>&nbsp; No puedo esperar a probarlo, grande Rub\u00e9n!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rubenalonsoes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rubenalonsoes<\/a>&nbsp;Congratulations!! Metricgram is without a doubt, the best tool to help manage a Telegram group. <\/p>\n<\/p>\n<p>Thanks!! \ud83d\ude0a\ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rubenalonsoes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rubenalonsoes<\/a>&nbsp;Great product and great launch. Fill the tank with fuel. This takes off. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing product and team! 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>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\/@polrodriguezriu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polrodriguezriu<\/a>&nbsp;thanks a lot!! Here we gooo!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Metricgram solves a very real problem for anyone running an active Telegram community. Turning admin chaos into a single command center with analytics automation and AI assistance feels incredibly useful. 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>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\/@ngocphuc_1910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ngocphuc_1910<\/a>&nbsp;that&#8217;s it Phuc! Thanks to you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anyone who manages a Telegram community needs (honestly, <em>should<\/em> have) this tool for their day-to-day work. Let\u2019s go with that launch!!! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jose_luis_lopez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jose_luis_lopez1<\/a>&nbsp;you are right Jos\u00e9 Luis!! \ud83d\ude42 Thank youuu<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This tool looks great! Congratulations, Rub\u00e9n!<\/p>\n<p>I have a question:<\/p>\n<p>What is this AI assistant? Can I create my own with my own instructions, style, tone, responses, etc.?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelguruez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelguruez<\/a>&nbsp;thanks a lot \u00c1ngel!!<\/p>\n<p>That&#8217;s it, you can create your own AI Assistant in OpenAI and connect it with Metricgram to use it directly in your Telegram group. Is great for communities with a lot of resources or info. \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 an amazing product. Changed how I manage my Telegram communities completely! Thanks for building this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@esteve_castells\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@esteve_castells<\/a>&nbsp;thanks to you for use it Esteve!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Brutal, lo uso en mi comunidad con m\u00e1s de 600 personas y es simplemente la mejor herramienta que he probado nunca.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vayesa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vayesa<\/a>&nbsp;muchas gracias Valent\u00edn!! Un placer que te sea \u00fatil, de verdad<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/G32OHQG7D4BHP3\" class=\"app-title\">SpeedMint<\/a><\/p>\n<div class=\"one-liner\">Boost mobile speed &#038; SEO with one actionable fix<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">29<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SpeedMint\u901a\u8fc7\u63d0\u4f9b\u5355\u4e00\u3001\u9ad8\u5f71\u54cd\u529b\u7684\u4fee\u590d\u5efa\u8bae\uff0c\u4e3a\u7f51\u7ad9\u6240\u6709\u8005\u89e3\u51b3\u4e86\u9762\u5bf9\u590d\u6742\u6280\u672f\u6027\u80fd\u62a5\u544a\u65f6\u65e0\u4ece\u4e0b\u624b\u7684\u75db\u70b9\uff0c\u65e8\u5728\u5feb\u901f\u63d0\u5347\u79fb\u52a8\u7aef\u901f\u5ea6\u4e0eSEO\u6392\u540d\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\/3a8ea613-a672-4293-ae74-128ecbf77fc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1ac8f35-27a6-446d-9836-4bb6b2e4aed7.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\/3aea0238-5250-4312-ad92-6a1708978f50.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\/f1131b7b-03e6-4f77-a31d-9a683eb685f5.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\/c8948bac-e360-4cdd-8caa-458dc34e9c95.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">SEO<\/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\">\u7f51\u7ad9\u6027\u80fd\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u79fb\u52a8\u7aef\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u4fee\u590d<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u7ad9\u957f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Google\u6392\u540d<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u901f\u5ea6<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u7b80\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>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5bf9Google PageSpeed Insights\u62a5\u544a\u8fc7\u4e8e\u6280\u672f\u5316\u548c\u4ee4\u4eba\u56f0\u60d1\u7684\u632b\u8d25\u611f\u3002\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u7528\u6237\u8bc4\u8bba\uff0c\u8868\u793a\u5de5\u5177\u80fd\u7acb\u5373\u751f\u6210\u6e05\u6670\u4e13\u4e1a\u7684\u62a5\u544a\uff0c\u521d\u6b65\u9a8c\u8bc1\u4e86\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u3002\u5c1a\u65e0\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\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                SpeedMint\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u51cf\u6cd5\u201d\u4e0e\u201c\u805a\u7126\u201d\uff0c\u8fd9\u5728\u5145\u65a5\u7740\u590d\u6742\u6570\u636e\u7684\u6027\u80fd\u4f18\u5316\u9886\u57df\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5207\u5165\u3002\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2a\u5168\u9762\u7684\u76d1\u6d4b\u5e73\u53f0\uff0c\u800c\u662f\u626e\u6f14\u201c\u9996\u5e2d\u6280\u672f\u5b98\u201d\u7684\u89d2\u8272\uff0c\u4e3a\u7528\u6237\u505a\u51fa\u4f18\u5148\u7ea7\u5224\u65ad\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53d1\u73b0\u95ee\u9898\u7684\u5e7f\u5ea6\uff0c\u800c\u5728\u4e8e\u51b3\u7b56\u7684\u6df1\u5ea6\u2014\u2014\u5c06\u590d\u6742\u7684\u6027\u80fd\u6307\u6807\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5f53\u524d\u6700\u9ad8\u6548\u7684\u884c\u52a8\u6307\u4ee4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u201c\u5355\u4e00\u4fee\u590d\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u8f7b\u5ea6\u7528\u6237\u6216\u5c0f\u578b\u7f51\u7ad9\uff0c\u5b83\u63d0\u4f9b\u4e86\u6781\u4f4e\u7684\u542f\u52a8\u95e8\u69db\u548c\u5373\u65f6\u6210\u5c31\u611f\uff0c\u582a\u79f0\u201c\u6b62\u75db\u836f\u201d\u3002\u4f46\u5bf9\u4e8e\u7a0d\u6709\u89c4\u6a21\u7684\u7ad9\u70b9\uff0c\u4e00\u4e2a\u5173\u952e\u4fee\u590d\u4e4b\u540e\u5462\uff1f\u4ea7\u54c1\u53ef\u80fd\u9762\u4e34\u7528\u6237\u7559\u5b58\u96be\u9898\u3002\u5b83\u672c\u8d28\u4e0a\u89e3\u51b3\u7684\u662f\u201c\u8ba4\u77e5\u8d1f\u62c5\u201d\u548c\u201c\u542f\u52a8\u963b\u529b\u201d\uff0c\u800c\u975e\u6301\u7eed\u7684\u6027\u80fd\u7ba1\u7406\u9700\u6c42\u3002\u6b64\u5916\uff0c\u5c06\u63d0\u5347Google\u6392\u540d\u7684\u5e0c\u671b\u5bc4\u6258\u4e8e\u4e00\u4e2a\u201c\u9ad8\u5f71\u54cd\u529b\u4fee\u590d\u201d\uff0c\u7565\u663e\u7b80\u5316\u4e86SEO\u7684\u590d\u6742\u6027\uff0c\u53ef\u80fd\u8fc7\u5ea6\u627f\u8bfa\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u201cPerfect for makers and site owners who want results, not headaches\u201d\u7684\u8868\u8ff0\u975e\u5e38\u5de7\u5999\uff0c\u76f4\u51fb\u975e\u6280\u672f\u80cc\u666f\u7528\u6237\u7684\u7126\u8651\u3002\u4f46\u82e5\u60f3\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u53ef\u6301\u7eed\u7684\u4e1a\u52a1\uff0c\u5b83\u5fc5\u987b\u6784\u5efa\u4ece\u201c\u5355\u4e00\u4fee\u590d\u201d\u5230\u201c\u4fee\u590d\u5e8f\u5217\u201d\u6216\u201c\u6301\u7eed\u4f18\u5316\u201d\u7684\u8def\u5f84\uff0c\u5426\u5219\u6781\u6613\u5728\u7528\u6237\u9996\u6b21\u4f7f\u7528\u540e\u4fbf\u88ab\u629b\u5f03\u3002\u5f53\u524d29\u7684\u6295\u7968\u6570\u4e5f\u53cd\u6620\u51fa\u5e02\u573a\u70ed\u5ea6\u6709\u9650\uff0c\u4ea7\u54c1\u9700\u8981\u66f4\u6e05\u6670\u5730\u8bc1\u660e\u5176\u5efa\u8bae\u7684\u72ec\u7279\u6027\u548c\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u73b0\u6709\u62a5\u544a\u5de5\u5177\u7684\u7b80\u5316\u7248\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\">SpeedMint<\/span>\n                <\/div>\n<div class=\"comment-content\">SpeedMint simplifies website performance. Instead of overwhelming technical reports, get instant mobile-first insights and exactly one high-impact fix to improve your Google rankings immediately. Perfect for makers and site owners who want results, not headaches.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Hunters! \ud83d\udc4b<\/p>\n<p>I&#8217;m excited to introduce SpeedMint.<\/p>\n<p>As a website owner, I was always frustrated by Google PageSpeed Insights. The reports are too technical, overwhelming, and often leave you wondering &#8220;Okay, but what should I actually fix first?&#8221;<\/p>\n<p>That&#8217;s why I built SpeedMint.<\/p>\n<p>\ud83d\ude80 It scans your site in seconds.<br \/>\n\ud83d\udcf1 It focuses strictly on Mobile SEO (which matters most today).<br \/>\n\ud83d\udee0\ufe0f It gives you ONE actionable fix that will have the biggest impact.<\/p>\n<p>I\u2019d love to hear your feedback! What\u2019s the biggest pain point you have with website speed optimization?<\/p>\n<p>Let me know in the comments below! \ud83d\udc47<\/p><\/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\/@new_user___1592025811713f597450c6e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1592025811713f597450c6e<\/a>&nbsp;<\/p>\n<p>Good app \ud83d\udc4d <\/p>\n<p>I tried it on my website and immediately I got clear and professional reports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VSXM4ZSWTHDWDY\" class=\"app-title\">One Mental Hub<\/a><\/p>\n<div class=\"one-liner\">Understand Your Mental Health in Minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>One Mental Hub \u662f\u4e00\u6b3e\u901a\u8fc7\u5feb\u901f\u3001\u4e13\u4e1a\u7684\u5fc3\u7406\u5065\u5eb7\u7b5b\u67e5\uff0c\u65e8\u5728\u964d\u4f4e\u5fc3\u7406\u5065\u5eb7\u62a4\u7406\u95e8\u69db\uff0c\u4e3a\u7528\u6237\u5728\u521d\u671f\u81ea\u67e5\u548c\u5bfb\u6c42\u652f\u6301\u7684\u573a\u666f\u4e2d\u63d0\u4f9b\u4fbf\u6377\u3001\u79c1\u5bc6\u7684\u5165\u53e3\u7ea7\u5de5\u5177\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\/a295d5f2-bd62-41ea-83be-cb72ddcff0db.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\/c5258fc4-ef4d-4ef0-8df3-6ae7203350f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b00240f-6866-494c-bd17-742f73b04c86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d949c32f-939f-4df6-a9d3-ad2a99a31e7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32a015cf-0135-45c7-9c22-1b342a5fc340.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4b58006-530b-4d01-9f04-09ea84179f80.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\/3ebde72c-2731-4162-9964-a35b31690b1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/617d8d54-3295-4ca5-becd-37aa6517f13c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/934c9ac4-19da-48bc-9d29-d9f19a78e1d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62a7d130-c0a5-40f0-96b2-bbf29f7572cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b01487e-6360-4e57-8283-c3e10ff350eb.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\">Medical<\/span><br \/>\n            <span class=\"tag\">Health<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u81ea\u6211\u7b5b\u67e5<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u9884\u9632\u4fdd\u5065<\/span><br \/>\n            <span class=\"tag\">\u5fc3\u7406\u8bc4\u4f30<\/span><br \/>\n            <span class=\"tag\">\u79fb\u52a8\u533b\u7597<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u73b0\u6709\u8bc4\u8bba\u5747\u4e3a\u795d\u8d3a\u6027\u8a00\u8bba\uff0c\u7f3a\u4e4f\u5173\u4e8e\u4ea7\u54c1\u529f\u80fd\u3001\u4f7f\u7528\u4f53\u9a8c\u6216\u6548\u679c\u7684\u5177\u4f53\u53cd\u9988\u3002\u6709\u6548\u8bc4\u8bba\u4e3a\u96f6\uff0c\u672a\u80fd\u83b7\u53d6\u5230\u7528\u6237\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                One Mental Hub \u5207\u5165\u7684\u662f\u201c\u5fc3\u7406\u5065\u5eb7\u666e\u60e0\u201d\u8fd9\u4e00\u5b8f\u5927\u800c\u8270\u96be\u7684\u8d5b\u9053\u3002\u5176\u5ba3\u79f0\u7684\u613f\u666f\u2014\u2014\u6d88\u9664\u58c1\u5792\u3001\u63d0\u4f9b\u5168\u7a0b\u652f\u6301\u2014\u2014\u4e0e\u5f53\u524d\u4ea7\u54c1\u5f62\u6001\uff08\u5feb\u901f\u7b5b\u67e5\uff09\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5145\u6ee1\u7406\u60f3\u4e3b\u4e49\u8272\u5f69\uff0c\u4f46\u201c\u51e0\u5206\u949f\u5185\u4e86\u89e3\u5fc3\u7406\u5065\u5eb7\u201d\u7684\u6807\u8bed\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u53ef\u80fd\u9677\u5165\u7684\u884c\u4e1a\u9677\u9631\uff1a\u5c06\u590d\u6742\u7684\u5fc3\u7406\u5065\u5eb7\u72b6\u51b5\u7b80\u5316\u4e3a\u4e00\u6b21\u5feb\u901f\u7684\u6570\u5b57\u5316\u95ee\u5377\uff0c\u8fd9\u867d\u964d\u4f4e\u4e86\u521d\u6b21\u63a5\u89e6\u7684\u95e8\u69db\uff0c\u5374\u6781\u6613\u5f15\u53d1\u8bef\u8bfb\u6216\u52a0\u5267\u7528\u6237\u7126\u8651\uff0c\u9664\u975e\u5176\u80cc\u540e\u6709\u4e25\u8c28\u7684\u533b\u5b66\u6a21\u578b\u548c\u6e05\u6670\u7684\u7ed3\u679c\u89e3\u8bfb\u6307\u5f15\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u73b0\u6709\u6570\u636e\u770b\uff0c\u4ea7\u54c1\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u5be5\u5be5\u65e0\u51e0\u4e14\u65e0\u5173\u75db\u75d2\u7684\u793e\u4ea4\u606d\u7ef4\u5f0f\u8bc4\u8bba\uff0c\u8bf4\u660e\u5176\u5c1a\u672a\u89e6\u53ca\u771f\u5b9e\u7528\u6237\u6838\u5fc3\u5708\u5c42\uff0c\u6216\u4ea7\u54c1\u672c\u8eab\u7f3a\u4e4f\u5f15\u53d1\u6df1\u5ea6\u8ba8\u8bba\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u4f5c\u4e3a\u5165\u53e3\u5de5\u5177\uff0c\u5b83\u5982\u4f55\u6784\u5efa\u53ef\u4fe1\u5ea6\uff1f\u7b5b\u67e5\u4e4b\u540e\uff0c\u662f\u5f15\u5bfc\u81f3\u7ebf\u4e0b\u4e13\u4e1a\u670d\u52a1\uff0c\u8fd8\u662f\u63d0\u4f9b\u8f7b\u91cf\u5e72\u9884\uff1f\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4e13\u4e1a\u8d23\u4efb\u7684\u8fb9\u754c\u53c8\u5728\u54ea\u91cc\uff1f\u82e5\u4e0d\u80fd\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4fe1\u606f\u6d77\u6d0b\u4e2d\u53c8\u4e00\u4e2a\u201c\u5fc3\u7406\u6d4b\u8bd5\u201dH5\u7684\u7cbe\u81f4\u79fb\u52a8\u7248\uff0c\u800c\u975e\u80fd\u771f\u6b63\u6539\u53d8\u62a4\u7406\u8def\u5f84\u7684\u201cHub\u201d\uff08\u4e2d\u5fc3\uff09\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7b5b\u67e5\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4ee5\u6781\u4f4e\u7684\u6469\u64e6\u6210\u672c\u5b8c\u6210\u7528\u6237\u5fc3\u7406\u5065\u5eb7\u7684\u201c\u9996\u6b21\u6570\u5b57\u5efa\u6863\u201d\uff0c\u5e76\u4ee5\u6b64\u4e3a\u57fa\u7840\uff0c\u672a\u6765\u53ef\u80fd\u6784\u5efa\u4e00\u4e2a\u8fde\u63a5\u8bc4\u4f30\u3001\u5185\u5bb9\u3001\u793e\u533a\u4e0e\u4e13\u4e1a\u670d\u52a1\u7684\u5e73\u53f0\u3002\u4f46\u8fd9\u8981\u6c42\u56e2\u961f\u5177\u5907\u6df1\u539a\u7684\u533b\u5b66\u8d44\u6e90\u6574\u5408\u80fd\u529b\u4e0e\u957f\u671f\u7684\u8fd0\u8425\u8010\u5fc3\uff0c\u7edd\u975e\u4e00\u4e2a\u8f7b\u91cfAPP\u53ef\u8f7b\u6613\u627f\u8f7d\u3002\u5728\u6570\u5b57\u5fc3\u7406\u5065\u5eb7\u9886\u57df\uff0c\u5584\u610f\u4e0e\u613f\u666f\u662f\u8d77\u70b9\uff0c\u4f46\u4e34\u5e8a\u4e25\u8c28\u6027\u3001\u6570\u636e\u9690\u79c1\u3001\u6709\u6548\u7684\u670d\u52a1\u95ed\u73af\u624d\u662f\u751f\u5b58\u4e0e\u53d1\u5c55\u7684\u57fa\u77f3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">One Mental Hub<\/span>\n                <\/div>\n<div class=\"comment-content\">One Mental Hub was created with a simple but powerful vision: to remove barriers to mental healthcare and provide comprehensive support at every stage of the mental health journey. We believe that mental health screening should be accessible, professional, and confidential.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on 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\/@karakhanyans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karakhanyans<\/a>&nbsp;Thank you, Sergey, for your continuous 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>Looks neat and clear! Congrats Nikita!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eliana_jordan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliana_jordan<\/a>&nbsp;Thanks for support, Eliana!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&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 = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n    function addTouchOptimization() {\n        if (isMobile) {\n            \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n            const clickableElements = document.querySelectorAll(\n                '.media-content, .close, .video-overlay, .play-icon'\n            );<\/p>\n<p>            clickableElements.forEach(el => {\n                el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n            });\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n    const images = document.querySelectorAll(\"img.media-content\");\n    images.forEach(img => {\n        img.onclick = function() {\n            modal.style.display = \"block\";\n            modalImg.src = this.src;\n            \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n            document.body.style.overflow = \"hidden\";\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            img.addEventListener('touchstart', function(e) {\n                \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n                e.preventDefault();\n                this.click();\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n    const videos = document.querySelectorAll(\"video.media-content\");\n    videos.forEach(video => {\n        \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n        video.onclick = function(e) {\n            \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n            let isControlClick = false;\n            let target = e.target;<\/p>\n<p>            \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n            while (target && target !== this) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n                if (target.classList.contains('video-js') || \n                    target.tagName.toLowerCase() === 'button' || \n                    target.tagName.toLowerCase() === 'input' || \n                    target.tagName.toLowerCase() === 'select' ||\n                    target.className.includes('control')) {\n                    isControlClick = true;\n                    break;\n                }\n                target = target.parentElement;\n            }<\/p>\n<p>            \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n            if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n                const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            video.addEventListener('touchstart', function(e) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n                let isControlClick = false;\n                let target = e.target;<\/p>\n<p>                while (target && target !== this) {\n                    if (target.tagName.toLowerCase() === 'button' || \n                        target.tagName.toLowerCase() === 'input' || \n                        target.className.includes('control')) {\n                        isControlClick = true;\n                        break;\n                    }\n                    target = target.parentElement;\n                }<\/p>\n<p>                if (!isControlClick) {\n                    e.preventDefault();\n                    const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n    const videoOverlays = document.querySelectorAll('.video-overlay');\n    videoOverlays.forEach(overlay => {\n        overlay.onclick = function(e) {\n            \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n            e.stopPropagation();\n            const video = this.parentElement.querySelector('video.media-content');\n            if (video) {\n                const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            overlay.addEventListener('touchstart', function(e) {\n                e.preventDefault();\n                e.stopPropagation();\n                const video = 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