{"id":197,"date":"2026-04-20T12:00:30","date_gmt":"2026-04-20T04:00:30","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/20\/2026-04-19\/"},"modified":"2026-04-20T12:00:30","modified_gmt":"2026-04-20T04:00:30","slug":"2026-04-19","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/20\/2026-04-19\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-19"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-19<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-19<\/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\/H37MDVAN5OB4LU\" class=\"app-title\">Vantage in Google Labs<\/a><\/p>\n<div class=\"one-liner\">Practice &#038; assess future-ready skills with AI-simulated team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">250<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vantage \u662f\u4e00\u6b3e\u7531\u8c37\u6b4c\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u7684AI\u6a21\u62df\u56e2\u961f\u534f\u4f5c\u8bc4\u4f30\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u6a21\u62df\u771f\u5b9e\u573a\u666f\uff08\u5982\u8fa9\u8bba\u3001\u63d0\u6848\uff09\u4e2d\u4e0eAI\u5316\u8eab\u4e92\u52a8\uff0c\u89e3\u51b3\u4e86\u672a\u6765\u6280\u80fd\uff08\u5982\u6279\u5224\u6027\u601d\u7ef4\u3001\u534f\u4f5c\uff09\u96be\u4ee5\u91cf\u5316\u548c\u89c4\u6a21\u5316\u8bc4\u4f30\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\/fbe0f411-6ee7-4ba0-84ab-1bc324bd04b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaa6e0e3-3737-4339-b6d7-058e037e350b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb330331-f772-4ab9-94ae-f2332a6c71ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8042e6b-cd34-4284-b71b-98b106825c4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b2f2baf-a41f-403e-944f-c219c2b5c8db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5fd60b4-3cc9-4fdc-af2a-04546e0401c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5298a30-52d3-4da4-8359-9c9248a3955c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32eee2d1-3dcc-4668-a29e-b35ddce4a83f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cec7cb7-50ca-4bb2-bef6-1c9d8f09e066.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fa44197-f09a-42fa-8e1d-617ecf34a3e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16a75d30-ecec-49e5-979d-da5b45ac23a2.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\/dfae0ed5-36b1-4ed5-bd7c-95adb91835ea.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9Zvs1kIinA8\"><source src=\"https:\/\/youtu.be\/9Zvs1kIinA8\" 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\">Hiring<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bc4\u4f30\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672a\u6765\u6280\u80fd\u6d4b\u8bc4<\/span><br \/>\n            <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n            <span class=\"tag\">\u6a21\u62df\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u6280\u80fd\u5730\u56fe<\/span><br \/>\n            <span class=\"tag\">\u6279\u5224\u6027\u601d\u7ef4\u8bad\u7ec3<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u57f9\u8bad<\/span><br \/>\n            <span class=\"tag\">\u8c37\u6b4c\u5b9e\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/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\u89e3\u51b3\u4e86\u9ad8\u9636\u6280\u80fd\u96be\u4ee5\u6d4b\u91cf\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u5e76\u5173\u6ce8\u5176\u6a21\u62df\u9ad8\u538b\u529b\u5546\u4e1a\u573a\u666f\u7684\u903c\u771f\u5ea6\u3001AI\u6311\u6218\u7684\u9002\u5e94\u6027\u3001\u4ee5\u53ca\u8bc4\u4f30\u6a21\u578b\u5982\u4f55\u968f\u884c\u4e1a\u5b9e\u8df5\u66f4\u65b0\u3002\u540c\u65f6\uff0c\u7528\u6237\u671f\u5f85\u4e86\u89e3\u6280\u80fd\u5730\u56fe\u5982\u4f55\u8ffd\u8e2a\u957f\u671f\u8fdb\u6b65\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                Vantage \u5e76\u975e\u7b80\u5355\u7684\u6280\u80fd\u6d4b\u8bd5\u5e94\u7528\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u538b\u529b\u6d4b\u8bd5\u6c99\u76d2\u201d\uff0c\u8bd5\u56fe\u5c06\u62bd\u8c61\u8f6f\u6280\u80fd\u8f6c\u5316\u4e3a\u53ef\u89c2\u6d4b\u3001\u53ef\u91cf\u5316\u7684\u4ea4\u4e92\u6570\u636e\u3002\u5b83\u76f4\u51fb\u4e86\u73b0\u4ee3\u6559\u80b2\u4e0e\u4eba\u624d\u8bc4\u4f30\u4f53\u7cfb\u7684\u8f6f\u808b\uff1a\u6211\u4eec\u6df1\u77e5\u534f\u4f5c\u3001\u6279\u5224\u6027\u601d\u7ef4\u81f3\u5173\u91cd\u8981\uff0c\u5374\u53ea\u80fd\u7528\u7c97\u7cd9\u7684\u8003\u8bd5\u6216\u4e3b\u89c2\u9762\u8bd5\u6765\u8bc4\u5224\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u6838\u5fc3\u521b\u65b0\u70b9\u201cExecutive LLM\u201d\u5f15\u5165\u52a8\u6001\u5e72\u6270\uff0c\u662f\u6a21\u62df\u771f\u5b9e\u804c\u573a\u590d\u6742\u6027\u7684\u5173\u952e\u4e00\u6b65\u3002\u771f\u6b63\u7684\u534f\u4f5c\u4e0e\u601d\u8003\u5f80\u5f80\u53d1\u751f\u5728\u8ba1\u5212\u88ab\u6253\u4e71\u3001\u8d44\u6e90\u53d7\u9650\u6216\u906d\u9047\u53cd\u5bf9\u65f6\uff0c\u80fd\u5426\u5728\u6b64\u52a8\u6001\u8fc7\u7a0b\u4e2d\u6355\u6349\u6709\u6548\u201c\u6280\u80fd\u8bc1\u636e\u201d\uff0c\u662f\u5b83\u80fd\u5426\u8d85\u8d8a\u4f20\u7edf\u60c5\u666f\u95ee\u7b54\u7684\u6838\u5fc3\u3002\u4e0e\u7ebd\u7ea6\u5927\u5b66\u7684\u9a8c\u8bc1\u53ca\u5bf9\u6807OECD\u6846\u67b6\uff0c\u5219\u662f\u4e3a\u5176\u5b66\u672f\u53ef\u4fe1\u5ea6\u4e0e\u884c\u4e1a\u901a\u7528\u6027\u80cc\u4e66\uff0c\u65e8\u5728\u5efa\u7acb\u4e00\u5957\u65b0\u7684\u6280\u80fd\u8bc4\u4f30\u6807\u51c6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6f5c\u5728\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u201c\u4eba\u7c7b\u4e13\u5bb6\u7ea7\u201d\u8bc4\u5206\u672c\u8d28\u4e0a\u662f\u5c06AI\u4e0e\u73b0\u6709\u4eba\u7c7b\u8bc4\u5224\u5bf9\u9f50\uff0c\u4f46\u4eba\u7c7b\u4e13\u5bb6\u5728\u8bc4\u4f30\u8fd9\u4e9b\u8f6f\u6280\u80fd\u65f6\u672c\u8eab\u662f\u5426\u5b58\u5728\u504f\u89c1\u4e0e\u4e0d\u4e00\u81f4\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4AI\u653e\u5927\u4e86\u73b0\u6709\u8bc4\u4f30\u4f53\u7cfb\u7684\u56fa\u6709\u7f3a\u9677\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6280\u672f\u6808\u4e0e\u6700\u4f73\u5b9e\u8df5\u6f14\u8fdb\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u73b0\u5b9e\uff0cAI\u6a21\u62df\u7684\u573a\u666f\u5e93\u4e0e\u8bc4\u5224\u903b\u8f91\u82e5\u65e0\u6cd5\u6301\u7eed\u3001\u654f\u6377\u5730\u66f4\u65b0\uff0c\u4ea7\u54c1\u5c06\u8fc5\u901f\u8131\u8282\u4e8e\u771f\u5b9e\u7684\u201c\u672a\u6765\u201d\u6280\u80fd\u9700\u6c42\u3002\u6700\u540e\uff0c\u4ece\u201c\u8bc4\u4f30\u201d\u5230\u201c\u8d4b\u80fd\u201d\u7684\u8de8\u8d8a\u81f3\u5173\u91cd\u8981\u3002\u63d0\u4f9b\u6280\u80fd\u5730\u56fe\u4e0e\u53cd\u9988\u53ea\u662f\u5f00\u59cb\uff0c\u5982\u4f55\u57fa\u4e8e\u8bc4\u4f30\u7f3a\u53e3\u751f\u6210\u4e2a\u6027\u5316\u7684\u3001\u6709\u6548\u7684\u5b66\u4e60\u8def\u5f84\u6216\u8bad\u7ec3\u65b9\u6848\uff0c\u624d\u662f\u7528\u6237\u5b9e\u73b0\u201c\u8fdb\u6b65\u201d\u7684\u95ed\u73af\uff0c\u76ee\u524d\u770b\u6765\u8fd9\u4ecd\u662f\u7559\u767d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4e4b\uff0cVantage \u662f\u4e00\u6b21\u91ce\u5fc3\u52c3\u52c3\u7684\u6807\u51c6\u5316\u5c1d\u8bd5\uff0c\u5b83\u7528AI\u62c6\u89e3\u4e86\u6280\u80fd\u7684\u201c\u9ed1\u7bb1\u201d\uff0c\u4f46\u6280\u80fd\u7684\u57f9\u517b\u4e0e\u9a8c\u8bc1\u7ec8\u7a76\u65e0\u6cd5\u5b8c\u5168\u8131\u79bb\u771f\u5b9e\u7684\u4eba\u7c7b\u4e0e\u793e\u4f1a\u4e92\u52a8\u3002\u5b83\u6700\u53ef\u80fd\u6210\u529f\u7684\u573a\u666f\u6216\u662f\u4f5c\u4e3a\u5927\u89c4\u6a21\u521d\u7b5b\u6216\u6559\u5b66\u8f85\u52a9\u5de5\u5177\uff0c\u4e3a\u4eba\u7c7b\u51b3\u7b56\u63d0\u4f9b\u9ad8\u4fe1\u5ea6\u7684\u6570\u636e\u53c2\u8003\uff0c\u800c\u975e\u53d6\u4ee3\u6700\u7ec8\u7684\u3001\u590d\u6742\u60c5\u5883\u4e0b\u7684\u771f\u4eba\u5224\u65ad\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\">Vantage in Google Labs<\/span>\n                <\/div>\n<div class=\"comment-content\">Vantage is a Google Research experiment that uses GenAI to assess future-ready skills like collaboration, critical thinking, and creativity. AI avatars simulate real scenarios, score your performance, and deliver a personal Skill Map. Now on Google Labs.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google Research just made the hardest skills to measure, actually measurable.<\/p>\n<\/p>\n<p>Vantage is a Google Research experiment that uses GenAI to assess future-ready skills like collaboration, critical thinking, and creativity. AI avatars simulate real scenarios, score your performance, and deliver a personal Skill Map.<\/p>\n<\/p>\n<p><strong>The problem<\/strong>: Critical thinking, collaboration, and creativity matter most but are nearly impossible to assess at scale.<\/p>\n<\/p>\n<p><strong>The solution<\/strong>: Vantage uses an Executive LLM to simulate real team scenarios, surface skill evidence, and score performance at human-expert level.<\/p>\n<\/p>\n<p><strong>What stands out<\/strong>:<br \/>\ud83e\udde0 <strong>AI simulated team<\/strong>: Work through missions like debates, pitches, and experiments with AI avatars.<br \/>\ud83c\udfaf<strong> Executive LLM<\/strong>: Introduces dynamic challenges like conflict and constraints mid-conversation.<br \/>\ud83d\udcca <strong>AI Evaluator<\/strong>: Scores using expert-level rubrics with human-like agreement.<br \/>\ud83d\uddfa\ufe0f <strong>Personal Skill Map<\/strong>: Visual scores with precise qualitative feedback.<br \/>\ud83d\udd2c <strong>Validated by New York University<\/strong>: AI scoring matches human experts across 188 testers.<br \/>\ud83d\udcd0 <strong>Aligned with OECD and World Economic Forum frameworks<\/strong>.<br \/>\ud83c\udf93 <strong>Built for classrooms<\/strong>: Designed as a skills layer alongside existing curricula.<\/p>\n<p><strong>Skills assessed<\/strong>:<br \/>&#8211; Collaboration: Conflict resolution and project management.<br \/>&#8211; Creative Thinking: Generating, building, and evaluating ideas.<br \/>&#8211; Critical Thinking: Interpreting, analyzing, and judging information.<\/p>\n<\/p>\n<p>Different because it\u2019s not a test, but an adaptive conversation that reveals real capability.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;For B2B\/tech roles like product launches or client pitches, how does Vantage simulate those high-stakes moments; like defending a pivot to skeptical stakeholders or resolving cross-timezone conflicts? Does the AI throw curveballs based on your actual responses?<\/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>Interesting idea! How do you ensure the AI-simulated scenarios stay relevant as tech stacks and best practices evolve? I remember one painful incident where outdated training led to a junior engineer deploying a container with root privileges to production.<\/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>This would be a great brainstorming partner! <\/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>critical thinking and collaboration are the skills I need most but never know how to actually benchmark. curious how the skill map tracks improvement over time. do repeated sessions show progression?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Cool! Built something like this before under the guise of an interview and its interesting how a reframing from interview to assessment enables you to discover a whole value add of education.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/BCWSGWYERAX6G6\" class=\"app-title\">Gemini app for Mac<\/a><\/p>\n<div class=\"one-liner\">Option + Space and Gemini is right there<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">244<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5feb\u6377\u952e\uff08Option + Space\uff09\u5373\u65f6\u547c\u51fa\u7684\u539f\u751fMac\u7248AI\u52a9\u624b\uff0c\u5141\u8bb8\u7528\u6237\u5206\u4eab\u5f53\u524d\u7a97\u53e3\u5185\u5bb9\u83b7\u53d6\u4e0a\u4e0b\u6587\u5e2e\u52a9\u3001\u5206\u6790\u672c\u5730\u6587\u4ef6\u5e76\u751f\u6210\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u4e2a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u91cd\u590d\u89e3\u91ca\u5de5\u4f5c\u573a\u666f\u7684\u4f4e\u6548\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3395620d-8bfa-46f0-b695-e06c92b32290.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e635492c-1624-475c-967a-dbd490b2519d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01f480b2-2485-49d6-a5e0-4e395e26a7e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cbe156f-78aa-4fd7-9c50-632b8deec94c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u684c\u9762\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u539f\u751fMac\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5feb\u6377\u952e\u5524\u9192<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n            <span class=\"tag\">\u591a\u4efb\u52a1\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8c37\u6b4cGemini<\/span><br \/>\n            <span class=\"tag\">\u5373\u65f6\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\u5206\u4e3a\u4e24\u70b9\uff1a\u4e00\u662f\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u8d34\u8fd1\u610f\u56fe\u201d\u7684\u684c\u9762\u96c6\u6210\u5f62\u6001\uff0c\u8ba4\u4e3a\u6bd4\u7f51\u9875\u7248\u4f53\u9a8c\u66f4\u4f18\uff1b\u4e8c\u662f\u63d0\u51fa\u5177\u4f53\u529f\u80fd\u7591\u95ee\uff0c\u5982\u7a97\u53e3\u5171\u4eab\u529f\u80fd\u662f\u5426\u80fd\u667a\u80fd\u5173\u8054\u8de8\u591a\u4e2a\u5e94\u7528\uff08\u5982Figma\u3001Notion\uff09\u7684\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u6b64\u5916\u6709\u7528\u6237\u8be2\u95eeWindows\u7248\u672c\u8ba1\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                Gemini for Mac \u7684\u53d1\u5e03\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u201cAI\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u878d\u5408\u5f62\u6001\u201d\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5b83\u8bd5\u56fe\u5c06\u5927\u6a21\u578b\u4ece\u201c\u76ee\u7684\u5730\u201d\uff08\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\uff09\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u7cfb\u7edf\u7ea7\u670d\u52a1\u201d\u3002\u5feb\u6377\u952e\u547c\u51fa\u3001\u7a97\u53e3\u5171\u4eab\u8fd9\u4e9b\u529f\u80fd\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e89\u593a\u7528\u6237\u4e0eAI\u4ea4\u4e92\u7684\u6700\u9ad8\u9891\u5165\u53e3\u2014\u2014\u684c\u9762\u5de5\u4f5c\u6d41\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u7684\u6df1\u5ea6\u3002\u76ee\u524d\u7684\u4ea7\u54c1\u4ecb\u7ecd\u548c\u8bc4\u8bba\u4e2d\u7684\u7591\u95ee\u90fd\u6307\u5411\u4e86\u540c\u4e00\u6838\u5fc3\u77db\u76fe\uff1a\u5b83\u7a76\u7adf\u662f\u4e00\u4e2a\u201c\u66f4\u4fbf\u6377\u7684\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u8fd8\u662f\u4e00\u4e2a\u80fd\u771f\u6b63\u201c\u7406\u89e3\u201d\u590d\u6742\u3001\u788e\u7247\u5316\u684c\u9762\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u4f53\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8de8Figma\u3001Notion\u3001\u7f51\u9875\u591a\u6807\u7b7e\u8054\u52a8\u7684\u8d28\u7591\u975e\u5e38\u7280\u5229\u3002\u5982\u679c\u5176\u7a97\u53e3\u5171\u4eab\u4ec5\u80fd\u6355\u6349\u5355\u4e00\u7a97\u53e3\u7684\u9759\u6001\u5feb\u7167\uff0c\u800c\u65e0\u6cd5\u4e3b\u52a8\u5173\u8054\u7528\u6237\u7684\u884c\u4e3a\u8f68\u8ff9\u548c\u8de8\u5e94\u7528\u6570\u636e\uff0c\u90a3\u4e48\u5b83\u53ea\u662f\u51cf\u5c11\u4e86\u5207\u6362\u6b65\u9aa4\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u63d0\u5347\u8ba4\u77e5\u6548\u7387\u3002\u8fd9\u4e0d\u8fc7\u662f\u628a\u201c\u590d\u5236\u7c98\u8d34\u201d\u7684\u8fc7\u7a0b\u81ea\u52a8\u5316\u4e86\uff0c\u79bb\u771f\u6b63\u7684\u201c\u5de5\u4f5c\u6d41\u4f19\u4f34\u201d\u5c1a\u6709\u8ddd\u79bb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8c37\u6b4c\u6b64\u4e3e\u53ef\u89c6\u4e3a\u5bf9\u5fae\u8f6fCopilot\u6df1\u5ea6\u96c6\u6210Windows\u7684\u6709\u529b\u56de\u5e94\uff0c\u4e5f\u662f\u5176\u751f\u6001\u9632\u5fa1\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\u540e\u7eed\u80fd\u5426\u5f00\u653e\u66f4\u5e95\u5c42\u7684API\uff0c\u8ba9AI\u4e0d\u4ec5\u80fd\u201c\u770b\u5230\u201d\u7a97\u53e3\uff0c\u66f4\u80fd\u201c\u7406\u89e3\u201d\u5e94\u7528\u5185\u7684\u5177\u4f53\u5bf9\u8c61\uff08\u5982Figma\u8bbe\u8ba1\u56fe\u5c42\u3001Notion\u6570\u636e\u5e93\u6761\u76ee\uff09\uff0c\u5e76\u4e3b\u52a8\u5efa\u7acb\u8fde\u63a5\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u6d41\u7545\u7684\u201c\u6d6e\u7a97\u7248ChatGPT\u201d\uff0c\u96be\u4ee5\u6784\u7b51\u6301\u4e45\u7684\u58c1\u5792\u3002\u8fd9\u573a\u684c\u9762AI\u4e4b\u6218\uff0c\u80dc\u8d1f\u624b\u5728\u4e8e\u7cfb\u7edf\u7ea7\u6574\u5408\u7684\u6df1\u5ea6\u4e0e\u667a\u80fd\u4f53\u771f\u6b63\u7684\u201c\u609f\u6027\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\">Gemini app for Mac<\/span>\n                <\/div>\n<div class=\"comment-content\">The official Gemini app is now available natively on macOS. Use a simple shortcut (Option + Space) to bring up Gemini instantly. Share your active window for contextual help, analyze local files, and generate content without ever switching tabs.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>This is a Gemini that sits much closer to your intent, and much closer to the way you actually interact with your Mac.<\/p>\n<p>Instead of opening a tab and re-explaining everything, you can pull it up with Option + Space, share the window you are already working in, and get contextual help right there. That is a much better product shape for desktop AI.<\/p>\n<p>Will it become your always-there assistant on macOS?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp;How smart is the window-sharing at picking up multi-tab workflows? Like if I&#8217;m jumping between Figma, Notion notes, and a PH launch page for branding research; does it auto-connect the dots, or do I still need to spoon-feed &#8220;analyze this together&#8221;?<\/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>\u4ec0\u4e48\u65f6\u5019\u6709Windows\u7248\u672c\uff1f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/BBQ3OP2SS35GG5\" class=\"app-title\">Verdent 2.0<\/a><\/p>\n<div class=\"one-liner\">Your AI Technical Cofounder<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Verdent 2.0\u4f5c\u4e3a\u201cAI\u6280\u672f\u8054\u5408\u521b\u59cb\u4eba\u201d\uff0c\u5728\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\u540e\uff0c\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u6267\u884c\u5e76\u4ea4\u4ed8\u4ea7\u54c1\u8fdb\u5ea6\uff0c\u4e3b\u8981\u89e3\u51b3\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u5728\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u8fd0\u884c\u4e1a\u52a1\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u8eab\u517c\u9879\u76ee\u7ba1\u7406\u3001\u5f00\u53d1\u3001\u6d4b\u8bd5\u7b49\u591a\u804c\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56b89756-1aad-4144-af01-e3b8cc43725e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c22227a-28f2-4a87-a65d-5c90532b4459.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c4c4d72-dca3-4c43-9d63-750b6881de42.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb3f3d64-e99d-4d80-8ef4-e7ab05ab4563.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\/f4fc937e-d237-471f-a17e-501d1478c779.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FxcikLeTAuI\"><source src=\"https:\/\/youtu.be\/FxcikLeTAuI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u9879\u76ee\u5168\u5468\u671f\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u8fd0\u884c<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u8054\u5408\u521b\u59cb\u4eba<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u4ea4\u4ed8<\/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\u201c\u771f\u6b63\u4ea4\u4ed8\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1aAI\u51b3\u7b56\u8fc7\u7a0b\u662f\u5426\u900f\u660e\u53ef\u63a7\uff1b\u5728\u590d\u6742\u4e1a\u52a1\u573a\u666f\u4e0b\u7684\u53ef\u9760\u6027\uff1b\u804c\u8d23\u8fb9\u754c\uff08\u4ea7\u54c1\u65b9\u5411\u7b49\u4e0d\u5e94\u59d4\u6258\uff09\uff1b\u79bb\u7ebf\u8fd0\u884c\u7684\u6280\u672f\u5b9e\u73b0\uff08\u672c\u5730\/\u4e91\u7aef\uff09\u4e0e\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff1b\u4ee5\u53ca\u4ee3\u7801\u6548\u7387\u5ba1\u67e5\u7b49\u5177\u4f53\u80fd\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Verdent 2.0\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u5efa\u9020\u8005\u201d\u4e0e\u201c\u5de5\u5177\u201d\u7684\u5173\u7cfb\u3002\u5b83\u5ba3\u79f0\u7684\u201cAI\u6280\u672f\u8054\u5408\u521b\u59cb\u4eba\u201d\u89d2\u8272\uff0c\u672c\u8d28\u662f\u5c06\u5f00\u53d1\u6d41\u7a0b\u4ece\u201c\u4eba\u9a71\u52a8AI\u201d\u8f6c\u53d8\u4e3a\u201cAI\u9a71\u52a8\u6267\u884c\u201d\uff0c\u4eba\u53ea\u9700\u8d1f\u8d23\u6700\u9ad8\u5c42\u7684\u76ee\u6807\u4e0e\u51b3\u7b56\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u666e\u904d\u7a98\u5883\uff1a\u5f00\u53d1\u8005\u4ecd\u9700\u6df1\u5ea6\u4ecb\u5165\u6bcf\u4e2a\u73af\u8282\uff0c\u6210\u4e3a\u201cAI\u7684\u76d1\u5de5\u201d\uff0c\u800c\u975e\u89e3\u653e\u521b\u9020\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5ba3\u79f0\u7684\u201c\u79bb\u7ebf\u5de5\u4f5c\u201d\u3001\u201c\u8bb0\u5fc6\u9879\u76ee\u201d\u3001\u201c\u6301\u7eed\u6539\u8fdb\u201d\u7b49\u7279\u6027\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u5177\u6709\u6301\u4e45\u6027\u548c\u81ea\u4e3b\u6027\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8fd9\u6bd4\u5355\u6b21\u4efb\u52a1\u5b8c\u6210\u66f4\u5177\u98a0\u8986\u6027\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6b63\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u6311\u6218\u6240\u5728\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u51b3\u7b56\u900f\u660e\u5ea6\u201d\u548c\u201c\u590d\u6742\u4e1a\u52a1\u5904\u7406\u201d\u7684\u8d28\u7591\u4e00\u9488\u89c1\u8840\u3002\u5f53AI\u627f\u62c5\u4ece\u89c4\u5212\u5230\u6d4b\u8bd5\u7684\u5b8c\u6574\u94fe\u6761\u65f6\uff0c\u5176\u51b3\u7b56\u903b\u8f91\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u201c\u9ed1\u7bb1\u201d\u3002\u5728\u7b80\u5355\u573a\u666f\u4e0b\uff0c\u7528\u6237\u6216\u8bb8\u53ef\u4ee5\u63a5\u53d7\u201c\u4ea4\u4ed8\u7ed3\u679c\u201d\uff1b\u4f46\u5728\u771f\u5b9e\u7684\u3001\u5145\u6ee1\u6743\u8861\u548c\u8fb9\u7f18\u6848\u4f8b\u7684\u4e1a\u52a1\u4e2d\uff0c\u7f3a\u4e4f\u8fc7\u7a0b\u53ef\u89c1\u6027\u548c\u53ef\u63a7\u6027\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u201d\u662f\u5371\u9669\u7684\uff0c\u53ef\u80fd\u5bfc\u81f4\u6280\u672f\u503a\u7684\u9690\u5f62\u79ef\u7d2f\u6216\u65b9\u5411\u6027\u504f\u5dee\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cVerdent\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u4eba\u7c7b\u51b3\u7b56\u8005\uff0c\u800c\u662f\u6210\u4e3a\u53f2\u4e0a\u6700\u9ad8\u6548\u3001\u6700\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u6267\u884c\u5408\u4f19\u4eba\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u751f\u6210\u7684\u4ee3\u7801\u884c\u6570\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u5426\u5728\u201c\u81ea\u4e3b\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u3001\u201c\u7aef\u5230\u7aef\u63a8\u8fdb\u201d\u4e0e\u201c\u8fc7\u7a0b\u53ef\u89e3\u91ca\u6027\u201d\u4e4b\u95f4\u53d6\u5f97\u7cbe\u5999\u5e73\u8861\u3002\u5b83\u7784\u51c6\u7684\u662f\u201c\u65e0\u4ee3\u7801\u201d\u8fd0\u52a8\u672a\u80fd\u5b8c\u5168\u89e3\u51b3\u7684\u6df1\u5c42\u9700\u6c42\u2014\u2014\u4e0d\u662f\u8ba9\u975e\u7a0b\u5e8f\u5458\u80fd\u62d6\u62fd\u7ec4\u4ef6\uff0c\u800c\u662f\u8ba9\u6784\u5efa\u8005\u80fd\u76f4\u63a5\u6307\u6325\u4e00\u4e2a\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u7684\u3001\u5168\u6808\u7684\u201c\u6267\u884c\u5f15\u64ce\u201d\u3002\u8fd9\u6761\u8def\u82e5\u80fd\u8d70\u901a\uff0c\u5c06\u6df1\u523b\u6539\u53d8\u65e9\u671f\u4ea7\u54c1\u5f00\u53d1\u7684\u5f62\u6001\uff0c\u4f46\u76ee\u524d\u5b83\u4ecd\u5904\u4e8e\u4e00\u4e2a\u9700\u8981\u7528\u6237\u9ad8\u5ea6\u4fe1\u4efb\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u5173\u952e\u671f\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\">Verdent 2.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Verdent is your AI technical cofounder for turning ideas into running businesses. Tell it what you want to build in plain words, and it plans the work, drives execution, and delivers real product progress using your project context. Unlike most code generation tools, Verdent moves the entire product forward end to end, remembers your project, improves over time, and keeps working even when you&#8217;re offline.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b I\u2019m Adrian, cofounder of Verdent. <\/p>\n<p>With most AI coding tools, you are still acting as the PM, engineer, QA, and ops. You keep switching contexts, checking every step, and re explaining things every time. Instead of building a business, you end up managing the process. Most tools help you prototype. Verdent is built to help you actually ship. <\/p>\n<p>Stop wearing every hat<\/p>\n<p>Say \u201cI need a booking page with time slots and payments.\u201d Manager handles the planning, implementation, and testing. You just decide what to build next.<\/p>\n<\/p>\n<p>Stop managing every step<\/p>\n<p>Give it a goal and come back to something that works.<\/p>\n<\/p>\n<p>Stop repeating yourself<\/p>\n<p>Manager keeps track of your project, your standards, and how you like things done. It gets better the more you use it.<\/p>\n<\/p>\n<p>Stop being tied to your desk<\/p>\n<p>Send it a message from your phone. It keeps working while you are away.<\/p>\n<\/p>\n<p>Our most active users are solo founders shipping features daily without writing code.<\/p>\n<p>Last launch was about coding with AI.<\/p>\n<p>This one is about helping builders actually run and ship their business.<\/p>\n<p>Try it free \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@livingindream_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@livingindream_<\/a>&nbsp;For small tasks or clear features, this sounds powerful. But in a real business, things are rarely that clean. There are tradeoffs, messy edge cases, and decisions that only make sense with deeper context.<\/p>\n<\/p>\n<p>What I would really want to understand before relying on something like this is how visible the decision making process is. If it plans and executes on its own, can I clearly see why it chose a certain approach, or does it become something I just review after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@livingindream_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@livingindream_<\/a>&nbsp;For non-coders building side projects say, a simple booking tool, how hands-off can the Manager really be, and what&#8217;s one tip to get it nailing your style from day one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coolest launch of the day but &#8220;AI technical cofounder\u201d is a strong claim. What responsibilities do you think should never be delegated to Verdent?<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a>&nbsp;Hey Lakshay, great question! We think of Verdent as the technical cofounder, not the decision maker. You are still responsible for product direction, priorities, and the key tradeoffs. What to build and why it matters should always come from you. Verdent helps with everything after that. Turning your decisions into actual progress and keeping the work moving.<\/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>Hey all, we have integrated Anthropic&#8217;s latest model Claude Opus 4.7 already! Excited for everyone to try it in Verdent\uff1a\uff09<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/739211c5-bf4b-48ff-96f1-90a11f7f3243.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/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>Looks exciting, couple questions though. When Verdent is &#8220;working even when you&#8217;re offline&#8221;, do you mean it is running agents on my infrastructure, or cloud-side on Verdent&#8217;s? Curious how you handle context limits across long async runs.<\/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\/@vayvala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vayvala<\/a>&nbsp;Hi Michael, it&#8217;s still running on ur infrastructure!  We&#8217;ve designed auto context compaction when approaching context limit, as well as agent memory system to share context across sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can Verdent check the codebase for efficiency ? Definitely need that when working with Claude code<\/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\">@tanner_beetge Yeah codebase audits are pretty doable via skills today. Wire up the flow once, run it whenever. Eco Mode&#8217;s also worth a look if cost efficiency is part of what you mean, since it routes to OSS models so you&#8217;re not always paying Claude rates. What&#8217;s the main thing you&#8217;re running into?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it maintain shared context across agents or does each run independently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/KDSAWWSJ4OSOEQ\" class=\"app-title\">Perplexity Personal Computer<\/a><\/p>\n<div class=\"one-liner\">Local files. Native apps. Voice control. Always on.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u4e2a\u4eba\u7535\u8111\u8f6c\u53d8\u4e3aAI\u667a\u80fd\u534f\u8c03\u5668\u7684\u7cfb\u7edf\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u8de8\u672c\u5730\u6587\u4ef6\u3001\u539f\u751f\u5e94\u7528\u548c\u7f51\u7edc\u7684\u590d\u6742\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u7528\u6237\u5728\u5904\u7406\u7e41\u7410\u3001\u91cd\u590d\u6027\u8de8\u5e73\u53f0\u4efb\u52a1\u65f6\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac1f5d29-b24b-4662-a660-d8102940d2a8.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/893f22c7-d98b-4469-8e04-02c8c0e47945.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\/d322bdbc-9010-4b4e-b256-211c862f6ef0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28a885fb-afad-44f8-9e7a-42bfd1979f3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u4e0e\u4e91\u7aef\u6df7\u5408<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e94\u7528\u534f\u8c03<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u53ef\u5ba1\u8ba1\u64cd\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u7ec8\u7aef\u7528\u6237AI<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u52a9\u624b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u672c\u5730+\u4e91\u7aef\u201d\u6df7\u5408\u67b6\u6784\u662f\u6838\u5fc3\u7a81\u7834\uff0c\u5e76\u5173\u6ce8\u5177\u4f53\u5b9e\u73b0\u7ec6\u8282\uff1a\u5982\u4f55\u5728\u6ca1\u6709API\u7684\u5e94\u7528\u95f4\u5207\u6362\u3001\u64cd\u4f5c\u7684\u53ef\u5ba1\u8ba1\u4e0e\u64a4\u9500\u7c92\u5ea6\u3001\u8de8\u4f1a\u8bdd\u72b6\u6001\u6301\u4e45\u6027\u3001\u591a\u6a21\u578b\u8def\u7531\u63a7\u5236\uff0c\u4ee5\u53ca\u5b9e\u9645\u5904\u7406\u6df7\u5408\u5de5\u4f5c\u6d41\uff08\u5982\u5185\u5bb9\u521b\u4f5c\uff09\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\u4e0e\u53ef\u9760\u6027\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Perplexity Personal Computer \u5e76\u975e\u53c8\u4e00\u6b3e\u804a\u5929\u673a\u5668\u4eba\u6216\u7b80\u5355\u7684\u81ea\u52a8\u5316\u811a\u672c\u5de5\u5177\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u2014\u2014\u4ece\u201c\u4eba\u64cd\u4f5c\u8ba1\u7b97\u673a\u201d\u8f6c\u5411\u201c\u4eba\u7ba1\u7406AI\uff0cAI\u64cd\u4f5c\u8ba1\u7b97\u673a\u201d\u3002\u4ea7\u54c1\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u7cfb\u7edf\u7ea7\u7684\u667a\u80fd\u534f\u8c03\u5668\u201d\uff0c\u8fd9\u6bd4\u5c40\u9650\u4e8e\u6d4f\u89c8\u5668\u6216\u5355\u5e94\u7528\u7684AI\u52a9\u624b\u66f4\u5177\u91ce\u5fc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5173\u952e\u521b\u65b0\u70b9\u5728\u4e8e\u201c\u672c\u5730+\u4e91\u7aef\u201d\u7684\u6df7\u5408\u73af\u5883\u96c6\u6210\u3002\u76ee\u524d\u591a\u6570AI\u5de5\u5177\u65e0\u6cd5\u89e6\u53ca\u672c\u5730\u6587\u4ef6\u4e0e\u539f\u751f\u5e94\u7528\uff0c\u5f62\u6210\u6570\u636e\u5b64\u5c9b\u3002\u6b64\u4ea7\u54c1\u82e5\u80fd\u5b89\u5168\u3001\u53ef\u9760\u5730\u6253\u901a\u6b64\u754c\u9650\uff0c\u786e\u5b9e\u80fd\u89e3\u9501\u771f\u6b63\u7684\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u4f7f\u5176\u9762\u4e34\u6700\u4e25\u5cfb\u7684\u6311\u6218\uff1a\u5b89\u5168\u6027\u3001\u53ef\u9760\u6027\u4e0e\u7528\u6237\u4fe1\u4efb\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u53ef\u5ba1\u8ba1\u3001\u53ef\u9006\u64cd\u4f5c\u201d\u7684\u7ec6\u8282\u8ffd\u95ee\u76f4\u51fb\u8981\u5bb3\u2014\u2014\u5728\u7cfb\u7edf\u7ea7\u8fdb\u884c\u6587\u4ef6\u64cd\u4f5c\u3001\u90ae\u4ef6\u53d1\u9001\u7b49\u52a8\u4f5c\uff0c\u4e00\u65e6\u51fa\u9519\u4ee3\u4ef7\u9ad8\u6602\u3002\u4ea7\u54c1\u5fc5\u987b\u63d0\u4f9b\u582a\u6bd4\u7248\u672c\u63a7\u5236\u7684\u7ec6\u7c92\u5ea6\u64cd\u4f5c\u8ffd\u6eaf\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u5426\u5219\u96be\u4ee5\u83b7\u5f97\u7528\u6237\u6388\u6743\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u201c\u72b6\u6001\u6301\u4e45\u6027\u201d\u662f\u53e6\u4e00\u7280\u5229\u89c2\u5bdf\u3002\u5f53\u524d\u7684AI\u591a\u4e3a\u201c\u65e0\u72b6\u6001\u201d\u5bf9\u8bdd\uff0c\u800c\u771f\u5b9e\u5de5\u4f5c\u6d41\u662f\u8fde\u7eed\u3001\u6709\u72b6\u6001\u7684\u3002\u4ea7\u54c1\u80fd\u5426\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u4e0a\u4e0b\u6587\u3001\u7ef4\u6301\u4efb\u52a1\u8fdb\u7a0b\uff0c\u662f\u5176\u80fd\u5426\u627f\u62c5\u590d\u6742\u9879\u76ee\u3001\u800c\u4e0d\u4ec5\u662f\u96f6\u6563\u4efb\u52a1\u7684\u5173\u952e\u5206\u6c34\u5cad\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u5728\u201c\u667a\u80fd\u4ee3\u7406\u201d\u8d5b\u9053\u706b\u70ed\u7684\u5f53\u4e0b\uff0c\u4ea7\u54c1\u9700\u6e05\u6670\u754c\u5b9a\u5176\u4e0eClaude Desktop\u3001Cline\u7b49\u7ade\u54c1\u7684\u5dee\u5f02\u3002\u5176\u5ba3\u79f0\u7684\u201c\u591a\u6a21\u578b\u534f\u8c03\u201d\u662f\u6280\u672f\u4eae\u70b9\uff0c\u4f46\u7528\u6237\u5bf9\u6a21\u578b\u8def\u7531\u7684\u900f\u660e\u5ea6\u548c\u63a7\u5236\u6743\u63d0\u51fa\u8981\u6c42\uff0c\u8fd9\u63ed\u793a\u4e86\u7528\u6237\u5bf9AI\u9ed1\u7bb1\u64cd\u4f5c\u7684\u666e\u904d\u7126\u8651\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u9762\u5411\u9ad8\u9636\u7528\u6237\u7684\u5148\u950b\u578b\u4ea7\u54c1\uff0c\u5176\u7406\u5ff5\u8d85\u524d\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u70ab\u9177\u6f14\u793a\u201d\u8d70\u5411\u201c\u53ef\u9760\u7684\u5de5\u4f5c\u4f19\u4f34\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5728\u5b89\u5168\u3001\u53ef\u63a7\u3001\u72b6\u6001\u7ba1\u7406\u8fd9\u4e9b\u6df1\u6c34\u533a\u95ee\u9898\u7684\u5de5\u7a0b\u89e3\u51b3\u6df1\u5ea6\uff0c\u800c\u975e\u5355\u7eaf\u7684\u529f\u80fd\u5806\u780c\u3002\u5b83\u6311\u6218\u7684\u4e0d\u662f\u67d0\u4e2a\u5e94\u7528\uff0c\u800c\u662f\u7528\u6237\u6570\u5341\u5e74\u6765\u5f62\u6210\u7684\u4e0e\u7535\u8111\u4ea4\u4e92\u7684\u57fa\u672c\u4e60\u60ef\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\">Perplexity Personal Computer<\/span>\n                <\/div>\n<div class=\"comment-content\">Personal Computer by Perplexity AI is an AI-powered system that turns your machine into an intelligent orchestrator. It works across local files, native apps, connectors, and the web to complete complex workflows, organize data, and execute tasks end-to-end. With secure, auditable actions and user control, it blends local and cloud environments to boost productivity and handle work that\u2019s too messy or repetitive to do manually.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Personal Computer by Perplexity AI<\/strong> is redefining what a computer can do.<\/p>\n<\/p>\n<p>Most computers still rely on you to juggle files, apps, tabs, and workflows. Personal Computer flips that, it acts as an AI orchestrator that understands your objective and executes tasks across your local files, apps, connectors, and the web.<\/p>\n<\/p>\n<p><strong>What makes it different? <\/strong>It blends <strong>local + cloud environments<\/strong>, bringing multi-model orchestration directly to your machine, not just inside a chat window.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Works across files, native apps, and the web<\/p>\n<\/li>\n<li>\n<p>Automates complex &amp; continuous workflows<\/p>\n<\/li>\n<li>\n<p>Reads and executes your to-do lists<\/p>\n<\/li>\n<li>\n<p>Organizes files and compares local + web data<\/p>\n<\/li>\n<li>\n<p>Voice + keyboard activation (CMD shortcut)<\/p>\n<\/li>\n<li>\n<p>Secure sandbox with auditable, reversible actions<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for &amp; use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Builders, operators, and power users<\/p>\n<\/li>\n<li>\n<p>Automating repetitive workflows<\/p>\n<\/li>\n<li>\n<p>Managing files, tasks, and communication<\/p>\n<\/li>\n<li>\n<p>Decision-making using local + web context<\/p>\n<\/li>\n<\/ul>\n<p><strong>Why it matters: <\/strong>This is a shift from \u201cusing a computer\u201d to <strong>managing an AI that uses the computer for you.<\/strong><\/p>\n<\/p>\n<p>If you\u2019re into the future of AI-native workflows, this is worth watching.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;How does it handle context-switching between <em>your<\/em> local files like Notion branding templates and external tools PH threads, LI comments? Say I&#8217;m prepping a &#8220;PH Hunter outreach&#8221; workflow; does it auto-summarize yesterday&#8217;s forum comments + pull my personal brand playbook into one action plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;The local plus cloud blending is the part that actually matters here. Most AI tools live entirely in the browser and have no idea what is on your machine. Bridging that gap is where the real workflow automation unlocks.<\/p>\n<p>Curious about a few things though.<\/p>\n<p>How does it handle context switching between apps that do not have APIs? Like if someone asks it to pull data from a legacy desktop app or a PDF sitting locally, what does that actually look like under the hood?<\/p>\n<p>The auditable and reversible actions claim is interesting. What is the scope of that? If it moves or renames files, deletes something, or sends an email on your behalf, how granular is the undo trail?<\/p>\n<p>Voice activation is table stakes now but the CMD shortcut always-on approach is smart for power users. Is there a way to set boundaries on when it can act autonomously versus when it needs confirmation?<\/p>\n<p>Last one. Multi-model orchestration sounds powerful on paper. In practice which models are being used for which tasks and does the user have any visibility or control over that routing?<\/p>\n<p>Congrats on the launch. The category is getting crowded fast but local plus cloud done properly is still an unsolved problem for most people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;or someone juggling content workflows across local docs, web research, and tools like Notion\/Sheets; how well does it manage those hybrid tasks without constant babysitting?<\/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>The interesting shift here isn\u2019t voice or integrations, it\u2019s state. If the system can remember what it was doing across files, apps, and sessions, that\u2019s when it starts to feel like real work is moving. Stateless AI is helpful, but it doesn\u2019t reduce ownership. How persistent is the system across sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If this is essentially an alternative to Claude Cowork &#8211; impressive how quickly you shipped it. The &#8220;agent that actually does stuff on your machine&#8221; space is heating up fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/7P5YI2HVI7WADA\" class=\"app-title\">Avina<\/a><\/p>\n<div class=\"one-liner\">GTM Agents to Find and Reach Your Next Customer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">179<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Avina\u662f\u4e00\u6b3eGTM\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u76ee\u6807\u5ba2\u6237\u4e0e\u8d2d\u4e70\u4fe1\u53f7\uff0c\u5b9e\u65f6\u8ffd\u8e2a\u5168\u7f51\u7ebf\u7d22\u5e76\u81ea\u52a8\u6267\u884c\u4e2a\u6027\u5316\u8425\u9500\u6d3b\u52a8\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5e02\u573a\u8fdb\u5165\u4e2d\u7ebf\u7d22\u5b9a\u4f4d\u4e0d\u51c6\u3001\u591a\u6e20\u9053\u89e6\u8fbe\u6d41\u7a0b\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                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9ceb23e-ccdf-47f3-ab3d-0d235c6fbdf6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a690ead6-838d-49b0-a2f4-c6b7a17ab33c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77e4e6f3-97af-40b6-be08-ad63dde0aed2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/003d80ef-5e3d-4459-9b79-46b81ea4c7c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff62064a-93cf-485a-a94f-9feceb40a422.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\/f6a99843-724b-42bb-831f-b189b8956dbb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/K7FM38hc-rE\"><source src=\"https:\/\/youtu.be\/K7FM38hc-rE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Sales<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u667a\u80fd\u83b7\u5ba2\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">GTM\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n            <span class=\"tag\">\u610f\u56fe\u4fe1\u53f7\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">ABM\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">AI\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u6570\u636e enrichment<\/span><br \/>\n            <span class=\"tag\">\u5e02\u573a\u8fdb\u5165\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">B2B\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u53d7\u4f17\u5237\u65b0<\/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\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u3001\u7cbe\u51c6\u89e6\u53d1\u4fe1\u53f7\u548c\u5b9e\u65f6\u6570\u636e\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6570\u636e\u65b0\u9c9c\u5ea6\u3001\u4fe1\u53f7\u65f6\u6548\u7c92\u5ea6\u3001\u5177\u4f53\u4fe1\u53f7\u6e90\u7ec6\u8282\u3001\u4e0e\u7ade\u54c1\u5dee\u5f02\u70b9\u53caCRM\u96c6\u6210\u8303\u56f4\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u5b9e\u65f6\u6293\u53d6\u3001\u591a\u6570\u636e\u6e90\u7011\u5e03\u5f0f\u67e5\u8be2\u548c\u4ee5\u4fe1\u53f7\u4e3a\u8d77\u70b9\u7684\u4ea7\u54c1\u54f2\u5b66\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                Avina\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aGTM\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u5bf9\u201c\u65f6\u673a\u201d\u7684\u504f\u6267\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u6279\u91cf\u53d1\u9001\u5f15\u64ce\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u6784\u5e02\u573a\u8fdb\u5165\u7684\u8d77\u70b9\u2014\u2014\u5c06\u4f20\u7edf\u7684\u201c\u5e7f\u6492\u7f51\u540e\u8fc7\u6ee4\u201d\u6a21\u5f0f\u9006\u8f6c\u4e3a\u201c\u57fa\u4e8e\u5b9e\u65f6\u4fe1\u53f7\u7684\u7cbe\u51c6\u56f4\u730e\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cHealthcare companies that had a data breach in the last 6 months\u201d\u8fd9\u7c7b\u793a\u4f8b\uff0c\u66b4\u9732\u4e86\u5176\u91ce\u5fc3\uff1a\u5b83\u8981\u6355\u6349\u7684\u4e0d\u662f\u9759\u6001\u753b\u50cf\uff0c\u800c\u662f\u52a8\u6001\u7684\u3001\u5177\u6709\u660e\u786e\u8d2d\u4e70\u610f\u56fe\u7684\u201c\u65f6\u523b\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5b9e\u65f6\u4fe1\u53f7\u8ffd\u8e2a\u201d\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u4e00\u662f\u6280\u672f\u5c42\u9762\uff0c\u5168\u7f51\u4fe1\u53f7\uff08\u5c24\u5176\u662f\u62db\u8058\u4fe1\u606f\u3001\u8d22\u62a5\u63d0\u53ca\uff09\u7684\u6293\u53d6\u3001\u53bb\u566a\u4e0e\u5b9e\u65f6\u89e3\u8bfb\u662f\u5de8\u5927\u6311\u6218\uff0c\u6570\u636e\u65b0\u9c9c\u5ea6\u4e0e\u4fe1\u566a\u6bd4\u5c06\u76f4\u63a5\u51b3\u5b9a\u7ebf\u7d22\u6e29\u5ea6\u3002\u4e8c\u662f\u5e02\u573a\u6559\u80b2\u5c42\u9762\uff0c\u8981\u6c42\u8425\u9500\u4eba\u5458\u4ece\u201c\u5217\u8868\u601d\u7ef4\u201d\u8f6c\u5411\u201c\u89e6\u53d1\u5f0f\u601d\u7ef4\u201d\uff0c\u5b9a\u4e49\u51fa\u771f\u6b63\u9884\u6d4b\u6027\u5f3a\u4e14\u53ef\u88ab\u76d1\u6d4b\u7684\u4fe1\u53f7\uff0c\u672c\u8eab\u5c31\u9700\u8981\u9ad8\u9636\u7684GTM\u8ba4\u77e5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u533a\u7684\u95ee\u7b54\u770b\uff0cAvina\u8bd5\u56fe\u901a\u8fc7\u201c\u591a\u6570\u636e\u6e90\u7011\u5e03\u5f0f\u67e5\u8be2\u201d\u548c\u96c6\u6210\u4e3b\u6d41\u53bb\u533f\u540d\u5316\u5de5\u5177\u6765\u6784\u5efa\u6570\u636e\u58c1\u5792\uff0c\u4f46\u5176\u6838\u5fc3\u5dee\u5f02\u70b9\u6216\u8bb8\u66f4\u5728\u4e8e\u5de5\u4f5c\u6d41\u95ed\u73af\u8bbe\u8ba1\u3002\u5b83\u4e0d\u50cfClay\u7b49\u5de5\u5177\u6b62\u6b65\u4e8e\u63d0\u4f9b\u201c\u66f4\u667a\u80fd\u7684\u5217\u8868\u201d\uff0c\u800c\u662f\u5f3a\u884c\u5c06\u7ebf\u7d22\u53d1\u73b0\u3001\u8bc4\u5206\u3001\u53d7\u4f17\u5237\u65b0\u4e0e\u591a\u6e20\u9053\u89e6\u8fbe\u81ea\u52a8\u5316\u6346\u7ed1\uff0c\u8fd9\u964d\u4f4e\u4e86\u64cd\u4f5c\u590d\u6742\u5ea6\uff0c\u5374\u4e5f\u63d0\u9ad8\u4e86\u5382\u5546\u9501\u5b9a\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5c06GTM\u5b8c\u5168\u6258\u4ed8\u7ed9\u201c\u667a\u80fd\u4f53\u201d\u53ef\u80fd\u5bfc\u81f4\u8425\u9500\u52a8\u4f5c\u7684\u540c\u8d28\u5316\u3002\u5f53\u6240\u6709\u7ade\u54c1\u90fd\u80fd\u57fa\u4e8e\u76f8\u4f3c\u4fe1\u53f7\uff08\u878d\u8d44\u3001\u62db\u8058\u3001\u9875\u9762\u8bbf\u95ee\uff09\u53d1\u8d77\u653b\u51fb\u65f6\uff0c\u4e2a\u6027\u5316\u90ae\u4ef6\u7684\u201c\u4e2a\u6027\u5316\u201d\u6548\u529b\u53ef\u80fd\u88ab\u7a00\u91ca\u3002Avina\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5e2e\u52a9\u5ba2\u6237\u53d1\u73b0\u66f4\u72ec\u7279\u3001\u66f4\u524d\u77bb\u7684\u5fae\u89c2\u4fe1\u53f7\uff0c\u4ece\u800c\u4ece\u201c\u66f4\u5feb\u5730\u54cd\u5e94\u5df2\u77e5\u6a21\u5f0f\u201d\u8fdb\u5316\u5230\u201c\u8bc6\u522b\u672a\u77e5\u7684\u8d2d\u4e70\u6a21\u5f0f\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u8425\u9500\u5185\u5377\u63d0\u5347\u5230\u4e86\u4e00\u4e2a\u66f4\u9ad8\u6548\u3001\u66f4\u81ea\u52a8\u5316\u7684\u65b0\u5c42\u6b21\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\">Avina<\/span>\n                <\/div>\n<div class=\"comment-content\">Find and reach the leads who need your product. Define your ICP and buying triggers, and Avina tracks signals across the web, LinkedIn, job posts, site visitors (RB2B, Vector, and Clearbit built in), and more. Every lead gets enriched with target contacts and scored against your ICP, then rolled into live audiences that refresh daily. Then Avina automatically runs personalized AI email and ABM campaigns, integrated with your existing tools, to reach them wherever they are.<\/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>We\u2019re Vivek and Mike, co-founders of Avina.<\/p>\n<p>We built Avina because the bar in go-to-market keeps rising, but tools haven&#8217;t kept up. Buyers ignore generic emails and poorly targeted ads, yet most prospecting and automation platforms still hand you broad lead lists and noisy &#8220;signals.&#8221; Running GTM intelligently means duct-taping tools and complex workflows together yourself.<\/p>\n<\/p>\n<p>Avina does it for you. The best GTM starts when buyers actually have a reason to care, so Avina finds the right people at the right moment and helps you get in front of them wherever they are.<\/p>\n<\/p>\n<p><strong>How it works:<\/strong><\/p>\n<ol>\n<li>\n<p>Describe the kinds of leads that need your product and the triggers that suggest they&#8217;re ready to buy, all in plain English.<\/p>\n<\/li>\n<li>\n<p>Avina finds those leads, enriches them with verified contacts, scores them against your ICP, and refreshes your audience daily.<\/p>\n<\/li>\n<li>\n<p>Then it gets you in front of them across personalized AI emails, hyper-targeted ad audiences, and ABM campaigns.<\/p>\n<\/li>\n<li>\n<p>Everything syncs back to your CRM and Slack.<\/p>\n<\/li>\n<\/ol>\n<p><strong>A few examples you can try:<\/strong><\/p>\n<ul>\n<li>\n<p>&#8220;Healthcare companies that had a data breach in the last 6 months&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;Prospects who spent 30+ seconds on our pricing page in the last 2 weeks&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;Insurance carriers that acquired a competitor in the last 90 days&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;Companies whose filings mention efficiency initiatives and are hiring ops roles&#8221;<\/p>\n<\/li>\n<\/ul>\n<p>Website de-anonymization (RB2B, Vector, Clearbit, and more) is included out of the box, so you can act on first-party intent too.<\/p>\n<p><strong>The goal:<\/strong><\/p>\n<p>Go from signal to warm lead to relevant outreach across every channel your buyers live on, without duct-taping ten tools together.<\/p>\n<\/p>\n<p><strong>PH-exclusive deal:<\/strong><br \/>15% off for six months<\/p>\n<p>We\u2019ll be in the comments all day and are excited to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>23<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vivek_sudarsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_sudarsan<\/a>&nbsp;The plain English lead definition is the part that actually changes behavior. Most GTM tools make you learn their query syntax before you can find anyone useful. Removing that barrier alone should meaningfully improve who actually uses the product versus who churns after day three.<\/p>\n<p>The trigger based targeting examples are sharp. Healthcare data breach in last six months is the kind of specificity that separates a warm outreach from noise.<\/p>\n<\/p>\n<p>One thing I am curious about &#8211; how fresh is the enrichment data in practice? Intent signals decay fast. A prospect who hit your pricing page 14 days ago is a very different conversation than one who did it yesterday. How granular does the timing get on the signal side?<\/p>\n<\/p>\n<p><strong>Congrats on the launch.<\/strong> The duct tape problem in GTM is very real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@vivek_sudarsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_sudarsan<\/a>&nbsp;incredible!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Awesome team!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhiondemand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiondemand<\/a>&nbsp;Thanks Abhi, appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Vivek and Mike! I\u2019ve used Avina at both of my last two companies and it provides such fantastic intelligence and customer buying signals.<\/p>\n<\/p>\n<p>Keep it up team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@evanpope\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evanpope<\/a>&nbsp;Thanks Evan, appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome job Mike and Vivek!<\/p>\n<p>As a former Product Marketer, selling NetOps tools to SecOps and vice versa, I wish we had something like Avina to help capture exactly when a network buyer persona is looking to expand into security services. Or when an IT org is going through a re org and the CISO goes from reporting to the CIO straight to the CEO.<\/p>\n<\/p>\n<p>This sort of intelligent GTM agent would have made my life a lot easier when I was a marketer. I can see a lot of MSSPs get use from this as well. It would be cool to see Win\/Loss insights as well that can inform product strategy. Great stuff and 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\/@sidnanda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidnanda<\/a>&nbsp;Thank you! Really appreciate that. The reorg signal you mentioned (CISO reporting line moving to the CEO) is a perfect example of the kind of buying trigger that&#8217;s almost impossible to catch manually but hugely predictive of expansion opportunities.<\/p>\n<\/p>\n<p>Win\/Loss feeding back into product is a great idea. If you&#8217;re ever up for chatting, I&#8217;d love to hear more about what you wish you&#8217;d had in your PMM days.<\/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>Amazing! Finally we can close our Apollo subscription. For the prospectives, are they searched online in realtime, or you have a proprietary database?<\/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\/@renchu_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renchu_song<\/a>&nbsp;Real-time, mostly. We pull live from the web, news, LinkedIn, job postings, etc. for signals, then waterfall across the best contact DBs for enrichment (so you get broader coverage than any single provider). Plus native integrations with RB2B, Vector, Clearbit, and others for website visitor de-anonymization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Avina Team,<\/p>\n<p>For me as a marketer, the most important thing is understanding exactly which signals the tool can use as triggers, beyond generic and well-known signals like a company raising funding.<\/p>\n<p>BR,<br \/>Oleksii<\/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\/@galbur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galbur<\/a>&nbsp;Good callout! We offer a wide range of signal types, including standard 1st and 3rd party signals and custom AI-driven searches, including:<\/p>\n<ul>\n<li>\n<p>New hires<\/p>\n<\/li>\n<li>\n<p>Job listings<\/p>\n<\/li>\n<li>\n<p>Funding rounds<\/p>\n<\/li>\n<li>\n<p>Social posts<\/p>\n<\/li>\n<li>\n<p>Champion movement<\/p>\n<\/li>\n<li>\n<p>Website visitors with contact-level de-anonymization<\/p>\n<\/li>\n<li>\n<p>Generative AI traffic<\/p>\n<\/li>\n<li>\n<p>Ad engagement (incl. Linkedin ad impressions and clicks)<\/p>\n<\/li>\n<li>\n<p>Email engagement<\/p>\n<\/li>\n<li>\n<p>Custom signals that can search across ANY publicly available web data, that you define with a single prompt, like &#8220;recently launched an AI product&#8221; or &#8220;achieved SOC 2 in the last 30 days&#8221;. Other examples are above.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, team! What was the motivation to build this app? Personal experience or a gap that you spotted in the market? What would you say your biggest differentiator is against other agentic AI GTM tools that are available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a>&nbsp;Thanks! Honestly, Mike and I hit this problem over and over scaling our last company. No matter what tools we stacked together, what actually moved pipeline always came down to two things: timing and relevance. And it was painfully hard to identify the right leads at the right moments.<\/p>\n<\/p>\n<p>That&#8217;s kind of the bet behind Avina. Huge respect for what teams like Clay and Unify have built but where we differ is that we&#8217;re obsessive about the starting point: every motion kicks off with a hyper-targeted audience built around signals <strong>specific to your business<\/strong>, not a broad list you refine later.<\/p>\n<\/p>\n<p>From there, we run the full loop for you: monitoring those audiences in real time, enriching and scoring contacts as signals fire, and activating across the channels where your buyer actually lives (email, LinkedIn, ads).<\/p>\n<\/p>\n<p>Broader view is that GTM is bigger than sending mass emails to get replies, even though most tools still treat it that way. I think the future looks a lot more like paid than cold outbound, continuous motions that build awareness and education alongside pipeline to a targeted segment, not one-shot mass sends hoping for a meeting. That&#8217;s what we&#8217;re building for.<\/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\">what databases do you use to enrich the accounts\/contacts? also, do you support crm integration with zoho?<\/div>\n<div class=\"comment-actions\">\n<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\/@aanchal_dahiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aanchal_dahiya<\/a>&nbsp;We waterfall many sources including Leadmagic, Hunter, Wiza, Findymail and others (many of the same ones as Clay). You can also bring your own API keys for sources like for Apollo.<\/p>\n<\/p>\n<p>Yes! Zoho is in early access, let us know if you\u2019d like to get set up with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/7JT2HBCSUHYOEX\" class=\"app-title\">Creator OS<\/a><\/p>\n<div class=\"one-liner\">Stop missing comments on Instagram.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u591a\u5e73\u53f0\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9bAI\u7f29\u7565\u56fe\u751f\u6210\u3001\u89c6\u9891\u5de5\u4f5c\u6d41\u7ba1\u7406\u3001\u54c1\u724c\u5408\u4f5c\u5bf9\u63a5\u53ca\u6570\u636e\u5206\u6790\u7684\u4e00\u7ad9\u5f0f\u5e73\u53f0\uff0c\u6838\u5fc3\u89e3\u51b3\u521b\u4f5c\u8005\u5728Instagram\u7b49\u5e73\u53f0\u56e0\u8bc4\u8bba\u901a\u77e5\u7e41\u6742\u800c\u9519\u8fc7\u5173\u952e\u4e92\u52a8\u3001\u4ee5\u53ca\u8de8\u5e73\u53f0\u5185\u5bb9\u5236\u4f5c\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\/cffc2e68-a2a1-45ff-a10b-fbd894bec2a2.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68b8c4bc-36d9-426d-9166-445dc5ac052c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/955157d5-e62e-4252-8ae3-9f207d712bb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4e6c6be-3c86-4f1d-b310-9123a82694be.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\">Social Media<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n            <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e73\u53f0\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u5408\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u521b\u4f5c\u8005<\/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\u4e00\u4f53\u5316\u89e3\u51b3\u65b9\u6848\u7684\u4ef7\u503c\uff0c\u4e3b\u8981\u63d0\u95ee\u805a\u7126\u4e8e\uff1aAI\u7f29\u7565\u56fe\u529f\u80fd\u5982\u4f55\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u53ca\u662f\u5426\u5177\u5907\u81ea\u5b66\u4e60\u80fd\u529b\uff1b\u662f\u5426\u652f\u6301\u591a\u8d26\u53f7\u7ba1\u7406\uff1b\u4e3a\u4f55\u9009\u62e9\u6574\u5408YouTube\u3001Twitch\u548cInstagram\uff1b\u4ee5\u53ca\u8bc4\u8bba\u6293\u53d6\u7684\u6280\u672f\u5b9e\u73b0\u65b9\u5f0f\uff08\u5b98\u65b9API\u8fd8\u662f\u722c\u866b\uff09\u3002\u5efa\u8bae\u589e\u52a0\u81ea\u52a8\u8bc6\u522b\u8bc4\u8bba\u4e2d\u95ee\u9898\u7684\u8fc7\u6ee4\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                Creator OS\u7684\u91ce\u5fc3\u5728\u4e8e\u6574\u5408\u521b\u4f5c\u8005\u5206\u6563\u7684\u5de5\u4f5c\u6d41\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u5b9a\u4f4d\u5b58\u5728\u6a21\u7cca\u5730\u5e26\u3002\u4ea7\u54c1\u8bd5\u56fe\u540c\u65f6\u89e3\u51b3\u201c\u524d\u7aef\u201d\u7684\u5185\u5bb9\u5236\u4f5c\uff08AI\u7f29\u7565\u56fe\uff09\u548c\u201c\u540e\u7aef\u201d\u7684\u4e92\u52a8\u7ba1\u7406\u4e0e\u5546\u4e1a\u5316\uff08\u8bc4\u8bba\u7ba1\u7406\u3001\u54c1\u724c\u5408\u4f5c\uff09\uff0c\u8fd9\u4f7f\u5176\u9762\u4e34\u201c\u529f\u80fd\u6742\u800c\u4e0d\u7cbe\u201d\u7684\u5178\u578b\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u5ba3\u79f0\u7684\u201cAll-in-One\u201d\u5438\u5f15\u529b\u80cc\u540e\uff0c\u662f\u7528\u6237\u5bf9\u6bcf\u4e2a\u6a21\u5757\u6df1\u5ea6\u7684\u8d28\u7591\u3002AI\u7f29\u7565\u56fe\u88ab\u8bc1\u5b9e\u4ec5\u4e3a\u201c\u98ce\u683c\u951a\u5b9a\u201d\u5de5\u5177\uff0c\u7f3a\u4e4f\u57fa\u4e8e\u6027\u80fd\u6570\u636e\u7684\u95ed\u73af\u4f18\u5316\uff1b\u8bc4\u8bba\u7ba1\u7406\u4f9d\u8d56\u5b98\u65b9API\uff0c\u867d\u5408\u89c4\u4f46\u529f\u80fd\u505c\u7559\u5728\u57fa\u7840\u81ea\u52a8\u5316\uff0c\u672a\u80fd\u89e3\u51b3\u9ad8\u6d41\u91cf\u4e0b\u7684\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u6838\u5fc3\u75db\u70b9\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u73b0\u9636\u6bb5\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u62fc\u76d8\uff0c\u800c\u975e\u4e00\u4e2a\u62e5\u6709\u98a0\u8986\u6027\u6838\u5fc3\u5f15\u64ce\u7684\u667a\u80fd\u5e73\u53f0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u673a\u4f1a\u6216\u8bb8\u5728\u4e8e\u201c\u8fde\u63a5\u201d\u800c\u975e\u201c\u521b\u9020\u201d\u3002\u5f00\u53d1\u8005\u56de\u590d\u4e2d\u900f\u9732\uff0c\u7528\u6237\u591a\u4e3a\u540c\u65f6\u8fd0\u8425\u591a\u4e2a\u5e73\u53f0\u7684\u521b\u4f5c\u8005\u3002\u82e5\u80fd\u4ee5\u201c\u8de8\u5e73\u53f0\u4e92\u52a8\u6570\u636e\u4e2d\u67a2\u201d\u4e3a\u5207\u5165\u70b9\uff0c\u6df1\u5ea6\u6574\u5408\u5404\u5e73\u53f0\u8bc4\u8bba\u3001\u6d88\u606f\u4e0e\u6570\u636e\u5206\u6790\uff0c\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\uff08\u5982\u7cbe\u51c6\u8bc6\u522b\u5546\u4e1a\u5408\u4f5c\u610f\u5411\u7684\u8bc4\u8bba\uff09\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u9ad8\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u66ff\u4ee3Canva\u7684\u7f29\u7565\u56fe\u5de5\u5177\u3002\u5f53\u524d4.9\u7f8e\u5143\/\u6708\u7684\u5b9a\u4ef7\u63ed\u793a\u4e86\u5176\u76ee\u6807\u5ba2\u7fa4\u662f\u9884\u7b97\u654f\u611f\u7684\u4e2d\u5c0f\u521b\u4f5c\u8005\uff0c\u4f46\u8fd9\u7c7b\u7528\u6237\u5bf9\u5de5\u5177\u96c6\u6210\u5ea6\u7684\u9700\u6c42\uff0c\u662f\u5426\u5f3a\u4e8e\u5bf9\u5355\u70b9\u6781\u81f4\u89e3\u51b3\u65b9\u6848\u7684\u9700\u6c42\uff0c\u4ecd\u9700\u5e02\u573a\u9a8c\u8bc1\u3002\u4ea7\u54c1\u9700\u5c3d\u5feb\u660e\u786e\u4e00\u4e2a\u80fd\u5f62\u6210\u58c1\u5792\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u5426\u5219\u6781\u6613\u88ab\u5404\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u5de5\u5177\u6240\u6df9\u6ca1\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\">Creator OS<\/span>\n                <\/div>\n<div class=\"comment-content\">AI thumbnails, video pipeline, brand deals, pitch pack, analytics &#038; integrations \u2014 the all-in-one platform for YouTube, Instagram &#038; Twitch creators. Plans from $4.90\/mo.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This looks like a solid all-in-one solution for creators juggling multiple platforms. I&#8217;m curious about the AI thumbnail generation &#8211; how does it handle brand consistency across a creator&#8217;s channel? Does it learn from past thumbnails that performed well, or is it more of a one-off generation tool? Would love to hear how creators are using it in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;Thanks! and the honest answer is: today it\u2019s closer to a consistency-aware generation tool than a fully self-learning system.<\/p>\n<p>We already help creators keep thumbnails on-brand in two main ways. First, you can feed the system a reference thumbnail or YouTube URL, and it extracts the visual \u201cDNA\u201d, things like palette, layout, text placement, and overall energy then uses that as the style anchor for the new generation. Second, creators can save a default face\/reference image, so their identity stays visually consistent across outputs.<\/p>\n<p>We also keep generation history and make it easy to reuse or iterate on past concepts, which is how a lot of creators are using it in practice right now: reference a thumbnail that fits the channel, keep the face\/identity consistent, then generate faster variations without starting from scratch.<\/p>\n<p>What it does not do yet is automatically learn from your top-performing thumbnails and optimize future generations from CTR data on its own. That\u2019s a direction we\u2019re interested in, but I wouldn\u2019t describe the current product as a closed-loop \u201cself-learning\u201d thumbnail system yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>feeding a reference URL to extract visual DNA instead of describing a style from scratch. that&#8217;s the part I&#8217;ve been doing manually for too long.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The problem is real. Comment windows on Instagram are tiny and the algorithm rewards early engagement heavily. Does this work across multiple accounts or is it tied to one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashant_1234\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_1234<\/a>&nbsp;Yes! It&#8217;s excellent for engagement and marketing! Currently, we don&#8217;t have the option to connect multiple accounts!! But that&#8217;s a matter of infrastructure; I hope to have the capacity to connect multiple accounts soon!<\/p>\n<p>And thank you so much for your support \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Why did you decide on YT, Twitch and esp Instagram? I think that YT and Twitch are the same category, but whatIG?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;My focus was solely on YouTubers! But Twitch was easy to integrate, so implementing it was cost-effective!<\/p>\n<p>Regarding Instagram, I noticed that many creators still create pitches in Canvas, and they also struggle with automations, such as sending links, etc., via DMs based on a Reel comment! Today, many want this type of automation, but end up wanting to create it themselves, and there&#8217;s this Metacritic bureaucracy. I created something simple that only requires one click; just connect two automation nodes and you&#8217;re done! A good portion of Instagram creators are also on YouTube. Today, in the system, all three options are optional! You connect the one you find best for your pipeline and your daily routine.<\/p>\n<p>Today, our clients can create dedicated pitch pages for companies to hire their services, and the creator can create payment links, etc., without even leaving the system! And the page will always remain updated with real data.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7f0ff99-4321-42e6-9c66-cb7bd88ceb53.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The native Instagram notification feed becomes impossible to manage once a reel gets any real traction. I wonder if you are relying on the official Graph API to pull these in real-time or if you had to build a custom scraper. An automated filter that specifically surfaces comments containing questions would make this a total no-brainer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a>&nbsp;Great question. The honest answer is: we\u2019re using the official Instagram\/Meta stack, not a custom scraper.<\/p>\n<p>Real-time events come in through Meta webhooks, and we supplement that with Graph API syncs for profile, media, and insights. So under the hood it\u2019s closer to an official event-driven integration than a scraping-based workaround.<\/p>\n<p>That said, I wouldn\u2019t describe the current product as a full replacement for Instagram\u2019s native comment notification feed yet. Right now, the strongest part of the system is automation around incoming comments and DMs, rather than a dedicated high-volume comment triage workspace.<\/p>\n<p>On the \u201csurface comments that contain questions\u201d idea: I agree that would make the product much stronger. Today the filtering is more rule-based than semantic. We can match keywords and run workflow conditions on comment text, but there isn\u2019t a first-class \u201cquestion detection\u201d layer yet. It\u2019s a very logical next step, though, because the event pipeline is already there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/KDCFPKYUUCDS7I\" class=\"app-title\">Tell<\/a><\/p>\n<div class=\"one-liner\">Mac widgets, made fun. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Mac\u7cfb\u7edf\u6027\u80fd\u6570\u636e\uff08\u5982CPU\u3001\u7f51\u7edc\u3001\u7535\u6c60\uff09\u8f6c\u5316\u4e3a\u684c\u9762\u4ea4\u4e92\u5f0f3D\u52a8\u753b\u5bf9\u8c61\u7684\u539f\u751f\u5e94\u7528\uff0c\u5728\u7528\u6237\u9700\u8981\u76f4\u89c2\u3001\u6109\u60a6\u5730\u76d1\u63a7\u7cfb\u7edf\u72b6\u6001\u65f6\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u754c\u9762\u67af\u71e5\u3001\u7f3a\u4e4f\u89c6\u89c9\u5438\u5f15\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/55a4283b-52ca-4661-a771-0691fd2109c5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GGAJ_31ii_Y\"><source src=\"https:\/\/youtu.be\/GGAJ_31ii_Y\" 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\/db376a43-6cbd-48f7-82b5-5c4ffe1dbb7e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecb823e4-2465-487d-b780-84159e144af4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5a6167e-8f17-466c-9744-632b69791c89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28242b42-e172-4c6c-bce9-aec343ecc941.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca97ce4d-03bf-4a8d-9c08-05e15ab7c9a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89426b57-1d99-4ff7-8929-0f561ac5f6cb.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\">Menu Bar Apps<\/span><br \/>\n            <span class=\"tag\">Apple<\/span><br \/>\n            <span class=\"tag\">3D Modeling<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u7cfb\u7edf\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n            <span class=\"tag\">3D\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7ec4\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u52a8\u6001\u684c\u9762<\/span><br \/>\n            <span class=\"tag\">\u6027\u80fd\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\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\u8d5e\u8d4f\u5176\u521b\u610f\u548c\u8da3\u5473\u6027\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u6027\u80fd\u5f71\u54cd\u62c5\u5fe7\u4e0a\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u91cd\u70b9\u4f18\u5316\uff0c\u529b\u6c42\u8f7b\u91cf\u3002\u53e6\u6709\u7528\u6237\u671f\u5f85\u66f4\u591a\u4e3b\u9898\u548c\u5bf9\u8c61\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                Tell\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u529f\u80fd\u88c5\u9970\u5316\u201d\uff0c\u5b83\u8bd5\u56fe\u5728\u5de5\u5177\u7406\u6027\u4e0e\u611f\u5b98\u4f53\u9a8c\u4e4b\u95f4\u67b6\u8bbe\u4e00\u5ea7\u6865\u6881\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u7cfb\u7edf\u76d1\u63a7\u80fd\u529b\u2014\u2014\u4f20\u7edf\u547d\u4ee4\u884c\u6216\u6241\u5e73\u5316\u5c0f\u7ec4\u4ef6\u5728\u6570\u636e\u5bc6\u5ea6\u548c\u6548\u7387\u4e0a\u53ef\u80fd\u66f4\u80dc\u4e00\u7b79\u2014\u2014\u800c\u5728\u4e8e\u5c06\u51b0\u51b7\u7684\u540e\u53f0\u6570\u636e\u6d41\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u5177\u6709\u5ba1\u7f8e\u6109\u60a6\u548c\u60c5\u611f\u8fde\u63a5\u7684\u201c\u684c\u9762\u666f\u89c2\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6807\u8bed\u201cMac widgets, made fun\u201d\u7cbe\u51c6\u5730\u63ed\u793a\u4e86\u5176\u98a0\u8986\u903b\u8f91\uff1a\u5b83\u4e0d\u8ffd\u6c42\u529f\u80fd\u7684\u5806\u780c\uff0c\u800c\u662f\u81f4\u529b\u4e8e\u4f53\u9a8c\u7684\u91cd\u5851\u3002\u5728\u6548\u7387\u5de5\u5177\u666e\u904d\u8ffd\u6c42\u201c\u9690\u5f62\u201d\u548c\u201c\u96f6\u6253\u6270\u201d\u7684\u5f53\u4e0b\uff0cTell\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u8ba9\u76d1\u63a7\u672c\u8eab\u6210\u4e3a\u53ef\u88ab\u6ce8\u89c6\u3001\u751a\u81f3\u53ef\u88ab\u628a\u73a9\u7684\u7126\u70b9\u3002\u8fd9\u79cd\u8bbe\u8ba1\u54f2\u5b66\uff0c\u4e0e\u5176\u8bf4\u662f\u5728\u89e3\u51b3\u201c\u76d1\u63a7\u4e0d\u4fbf\u201d\u7684\u75db\u70b9\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u56de\u5e94\u201c\u6570\u5b57\u73af\u5883\u60c5\u611f\u532e\u4e4f\u201d\u7684\u66f4\u6df1\u5c42\u9700\u6c42\u3002\u7528\u6237\u4e0e\u7535\u8111\u7684\u5173\u7cfb\uff0c\u56e0\u6b64\u4ece\u5355\u5411\u5ea6\u7684\u4f7f\u7528\uff0c\u589e\u6dfb\u4e86\u4e00\u4e1d\u53cc\u5411\u7684\u3001\u62df\u4eba\u5316\u7684\u4e92\u52a8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6f5c\u5728\u6096\u8bba\u4e5f\u8574\u542b\u4e8e\u6b64\uff1a\u4e00\u6b3e\u4ee5\u53ef\u89c6\u5316\u7cfb\u7edf\u8d44\u6e90\u6d88\u8017\u4e3a\u5df1\u4efb\u7684\u5de5\u5177\uff0c\u5176\u81ea\u8eab\u5fc5\u7136\u4e5f\u662f\u8d44\u6e90\u7684\u6d88\u8017\u8005\u3002\u5c3d\u7ba1\u5f00\u53d1\u8005\u5f3a\u8c03\u8f7b\u91cf\u5316\uff0c\u4f463D\u6e32\u67d3\u7684\u56fa\u6709\u5f00\u9500\u4f7f\u5176\u96be\u4ee5\u771f\u6b63\u201c\u9690\u5f62\u201d\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u5728\u89c6\u89c9\u9b45\u529b\u4e0e\u7cfb\u7edf\u8d1f\u62c5\u4e4b\u95f4\u627e\u5230\u6781\u5176\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5426\u5219\u4fbf\u4f1a\u9677\u5165\u201c\u76d1\u63a7\u5de5\u5177\u672c\u8eab\u6210\u4e3a\u9700\u88ab\u76d1\u63a7\u7684\u95ee\u9898\u201d\u7684\u8bbd\u523a\u5883\u5730\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0cTell\u5de7\u5999\u5730\u5361\u4f4d\u5728\u4e00\u4e2a\u7ec6\u5206\u7f1d\u9699\uff1a\u5b83\u6bd4\u7eaf\u7cb9\u7684\u7f8e\u5316\u8f6f\u4ef6\u66f4\u201c\u6709\u7528\u201d\uff0c\u53c8\u6bd4\u4e13\u4e1a\u7684\u76d1\u63a7\u5de5\u5177\u66f4\u201c\u6709\u8da3\u201d\u3002\u5176\u53d1\u5c55\u8def\u5f84\u7684\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u73a9\u5177\u5c5e\u6027\u201d\u6df1\u5316\u4e3a\u53ef\u6301\u7eed\u7684\u201c\u5de5\u5177\u5c5e\u6027\u201d\u3002\u5f00\u53d1\u8005\u63d0\u53ca\u7684\u201c\u66f4\u6df1\u5165\u7684\u7cfb\u7edf\u6a21\u5757\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5fc5\u987b\u786e\u4fdd\u6838\u5fc3\u7684\u8f7b\u76c8\u611f\u4e0d\u88ab\u7834\u574f\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u6216\u8bb8\u80fd\u5f00\u521b\u4e00\u4e2a\u201c\u60c5\u611f\u5316\u7cfb\u7edf\u5de5\u5177\u201d\u7684\u65b0\u5fae\u5c0f\u54c1\u7c7b\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u4e00\u6b21\u70ab\u6280\u822c\u7684\u73a9\u7269\uff0c\u5728\u65b0\u9c9c\u611f\u892a\u53bb\u540e\u8fc5\u901f\u88ab\u9057\u5fd8\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Tell<\/span>\n                <\/div>\n<div class=\"comment-content\">Native macOS app that transforms system stats into interactive 3D objects. Monitor network speed, CPU usage, battery, and more through smooth, animated visuals that live on your desktop. Designed to feel fast, minimal, and alive &#8211; not like traditional widgets. More collections, animated objects, and new system modules for deeper insights are already in development and coming soon<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone &#8211; I\u2019m the maker of Tell.<\/p>\n<p>I\u2019ve always been into 3D design and interactive visuals, and for the longest time I wished my desktop felt a bit more\u2026 alive. Everything felt flat, static, and honestly a bit boring. I wanted something that looked and felt cool, but was also actually useful day-to-day.<\/p>\n<p>So I built Tell &#8211; a way to turn system data like CPU, network, and battery into interactive 3D objects that just sit on your desktop and move with you.<\/p>\n<p>This is just the beginning. I\u2019m already working on new object collections, themes, and more expressive ways to visualize different parts of your system. I want this to feel less like \u201cwidgets\u201d and more like a living layer on your Mac.<\/p>\n<p>Would genuinely love your feedback &#8211; what you like, what you don\u2019t, and what you\u2019d want to see next \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@will_gee1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@will_gee1<\/a>, another super-cool addition to the digital space like <a href=\"https:\/\/www.producthunt.com\/products\/cc-beeper\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"cc-beeper\" target=\"_blank\" rel=\"noopener\">@CC-BEEPER<\/a> . Great work, Will! I love it when the ordinary is transformed into something a little bit more fun ;). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Hehehe love this kind of widgets that makes our work funnier! It&#8217;s a matter of enjoying the journey as well. Wish you all the best Will<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Thank you sir! Not all the boring things to look at should be boring!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! This is such a fresh take on system monitoring &#8211; the 3D object approach is genuinely delightful. I&#8217;m curious about performance impact: since these are animated visualizations running on the desktop, how optimized is Tell to avoid becoming a resource hog itself? Do you have any benchmarks on CPU\/memory usage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;Appreciate it Saul, means a lot \ud83d\ude4f<\/p>\n<p>Performance was something I focused on a lot while building this. It\u2019s designed to stay lightweight &#8211; it\u2019s not constantly doing heavy work, just checking system stats at intervals and updating the visuals smoothly.<\/p>\n<p>In normal use CPU and memory stay pretty minimal, and if it\u2019s hidden or not active on the desktop it\u2019s basically idle.<\/p>\n<p>Still refining and optimizing it as I go, but the goal is for it to feel smooth without becoming part of the problem it\u2019s visualising.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CKRXU3VVACEVSK\" class=\"app-title\">Paperweight<\/a><\/p>\n<div class=\"one-liner\">Cleanup your email and manage your digital footprint<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Paperweight\u901a\u8fc7\u626b\u63cf\u7528\u6237\u6536\u4ef6\u7bb1\uff0c\u6620\u5c04\u5e76\u7ba1\u7406\u5176\u6570\u5b57\u8db3\u8ff9\uff0c\u5728\u7528\u6237\u9762\u4e34\u8d26\u6237\u9057\u5fd8\u3001\u5b89\u5168\u98ce\u9669\u53ca\u9690\u79c1\u66b4\u9732\u7684\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u6279\u91cf\u6ce8\u9500\u3001\u8fdd\u89c4\u8b66\u62a5\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9\u7528\u6237\u4e00\u952e\u6e05\u7406\u90ae\u7bb1\u5e76\u638c\u63a7\u4e2a\u4eba\u6570\u636e\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\/e42b7e3d-4963-4e4e-a70a-4674f167e8e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f59f4f9b-12cc-47a0-ae25-076ef19d6fdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e957603-149d-4ebc-9806-85ba6cefd3ee.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\">Email<\/span><br \/>\n            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Privacy<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6570\u5b57\u8db3\u8ff9\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u90ae\u7bb1\u6e05\u7406<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u8d26\u6237\u6ce8\u9500<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5316\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5220\u9664<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u9632\u62a4<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u6709\u6548\u8bc4\u8bba\uff0c\u7528\u6237\u8be2\u95ee\u4ea7\u54c1\u662f\u5426\u80fd\u5b9e\u9645\u5220\u9664\u8d26\u6237\uff0c\u6216\u4ec5\u8d1f\u8d23\u53d1\u73b0\u8d26\u6237\u3002\u8fd9\u53cd\u6620\u51fa\u7528\u6237\u5bf9\u5de5\u5177\u80fd\u5426\u5b8c\u6210\u4ece\u201c\u53d1\u73b0\u201d\u5230\u201c\u6267\u884c\u201d\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u64cd\u4f5c\u5b58\u5728\u6838\u5fc3\u5173\u5207\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                Paperweight\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u4e25\u5cfb\u7684\u75db\u70b9\uff1a\u6570\u5b57\u8db3\u8ff9\u7684\u5931\u63a7\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u90ae\u7bb1\u6e05\u7406\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4e2a\u4eba\u6570\u636e\u8d44\u4ea7\u7684\u201c\u6e05\u70b9\u4e0e\u5904\u7f6e\u201d\u5e73\u53f0\u3002\u5c06\u626b\u63cf\u8303\u56f4\u9650\u5b9a\u4e8e\u672c\u5730\u6536\u4ef6\u7bb1\uff0c\u5e76\u6807\u699c\u201c\u9690\u79c1\u4f18\u5148\u201d\u548c\u5f00\u6e90\uff0c\u662f\u5176\u5728\u4fe1\u4efb\u7f3a\u5931\u5e02\u573a\u4e2d\u7684\u660e\u667a\u7b56\u7565\uff0c\u65e8\u5728\u4ee5\u6280\u672f\u900f\u660e\u6027\u6362\u53d6\u7528\u6237\u5bf9\u654f\u611f\u6570\u636e\u5904\u7406\u7684\u6388\u6743\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u5b58\u5728\u6df1\u5c42\u77db\u76fe\u4e0e\u6311\u6218\u3002\u9996\u5148\uff0c\u4f9d\u8d56\u90ae\u7bb1\u626b\u63cf\u7684\u201c\u8d26\u6237\u6e05\u5355\u201d\u5fc5\u7136\u4e0d\u5b8c\u6574\uff0c\u5927\u91cf\u4e0d\u901a\u8fc7\u90ae\u7bb1\u6ce8\u518c\u6216\u4f7f\u7528\u5355\u70b9\u767b\u5f55\u7684\u670d\u52a1\u65e0\u6cd5\u88ab\u8986\u76d6\uff0c\u5176\u201c\u6570\u5b57\u5730\u56fe\u201d\u4ece\u8bde\u751f\u8d77\u5c31\u5b58\u5728\u76f2\u533a\u3002\u5176\u6b21\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u662f\u201c\u6267\u884c\u6743\u201d\u95ee\u9898\u3002\u6b63\u5982\u552f\u4e00\u8bc4\u8bba\u6240\u5c16\u9510\u6307\u51fa\u7684\uff0c\u5b83\u80fd\u5426\u771f\u6b63\u201c\u5220\u9664\u201d\u8d26\u6237\uff1f\u4ece\u6280\u672f\u73b0\u5b9e\u770b\uff0c\u81ea\u52a8\u5b8c\u6210\u8de8\u5e73\u53f0\u8d26\u6237\u6ce8\u9500\u51e0\u4e4e\u4e0d\u53ef\u80fd\uff0c\u8fd9\u6d89\u53ca\u5404\u7f51\u7ad9\u5404\u5f02\u7684\u6d41\u7a0b\u3001\u9a8c\u8bc1\u3001\u4e8c\u6b21\u786e\u8ba4\u751a\u81f3\u4eba\u5de5\u5ba2\u670d\u3002\u5de5\u5177\u66f4\u53ef\u80fd\u6b62\u6b65\u4e8e\u63d0\u4f9b\u94fe\u63a5\u4e0e\u6307\u5f15\uff0c\u5c06\u6700\u7e41\u7410\u3001\u6700\u4e0d\u53ef\u63a7\u7684\u4eba\u5de5\u64cd\u4f5c\u629b\u56de\u7528\u6237\u3002\u8fd9\u4f7f\u5176\u4ef7\u503c\u4ece\u201c\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u201d\u964d\u7ef4\u4e3a\u201c\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u58c1\u5792\u4e0e\u672a\u6765\u4ef7\u503c\uff0c\u6216\u8bb8\u5728\u4e8e\u5176\u201c\u672c\u5730\u5316\u201d\u67b6\u6784\u3002\u82e5\u80fd\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u53d1\u5c55\u51fa\u6807\u51c6\u5316\u7684\u3001\u7528\u6237\u6388\u6743\u7684\u81ea\u52a8\u5316\u4ea4\u4e92\u534f\u8bae\uff08\u5982\u4e0e\u5bc6\u7801\u7ba1\u7406\u5668\u8054\u52a8\uff09\uff0c\u6216\u6210\u4e3a\u805a\u5408\u7528\u6237\u6570\u636e\u6743\u5229\u8bf7\u6c42\uff08\u5982GDPR\u5220\u9664\u6743\uff09\u7684\u4e2d\u4ecb\uff0c\u624d\u53ef\u80fd\u89e6\u53ca\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u6765\u770b\uff0cPaperweight\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u610f\u8bc6\u5524\u9192\u201d\u5de5\u5177\uff0c\u4f46\u79bb\u6210\u4e3a\u6570\u5b57\u8db3\u8ff9\u7684\u201c\u7ec8\u7ed3\u8005\u201d\u8fd8\u6709\u5f88\u8fdc\u7684\u8def\u8981\u8d70\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u591a\u4e48\u70ab\u9177\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5c06\u6df7\u4e71\u7684\u73b0\u5b9e\u4e16\u754c\u89c4\u5219\uff0c\u5c01\u88c5\u6210\u7528\u6237\u53ef\u4e00\u952e\u5b8c\u6210\u7684\u7b80\u5355\u64cd\u4f5c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Paperweight<\/span>\n                <\/div>\n<div class=\"comment-content\">Every account you create, every service you sign up for, every online purchase is connected to your email address. Most people have 100+ accounts they&#8217;ve forgotten about, creating security risks and privacy exposure. Paperweight scans your inbox to map your digital footprint, then helps you take back control and delete your data. Features &#8211; Bulk Unsubscribe &#8211; Breach Alerts &#8211; Account Inventory &#8211; GDPR Deletion &#8211; Privacy-First &#8211; Open Source Respects your privacy. All data stays on your computer.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it actually delete accounts for you or just surface them? Great tool btw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/QMKOQHIBQPEFU7\" class=\"app-title\">Nibbo<\/a><\/p>\n<div class=\"one-liner\">Family hub with a 3D pet that grows as you get things done<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nibbo\u662f\u4e00\u6b3e\u96c6\u4efb\u52a1\u3001\u65e5\u5386\u3001\u81b3\u98df\u8ba1\u5212\u3001\u8d2d\u7269\u6e05\u5355\u548c\u9884\u7b97\u529f\u80fd\u4e8e\u4e00\u4f53\u7684\u5bb6\u5ead\u534f\u4f5c\u4e2d\u5fc3\uff0c\u901a\u8fc7\u4e00\u4e2a\u72ec\u7279\u76843D\u5ba0\u7269\u89d2\u8272\u201cNibby\u201d\u5c06\u5bb6\u5ead\u4e92\u52a8\u6e38\u620f\u5316\uff0c\u65e8\u5728\u89e3\u51b3\u591a\u4eba\u7fa4\u804a\u6c9f\u901a\u6df7\u4e71\u3001\u8d23\u4efb\u4e0d\u6e05\u3001\u52a8\u529b\u4e0d\u8db3\u7684\u75db\u70b9\uff0c\u4e3a\u5bb6\u5ead\u63d0\u4f9b\u4e00\u4e2a\u6709\u5e8f\u4e14\u6709\u8da3\u7684\u5171\u4eab\u7a7a\u95f4\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\/c76a5545-fa26-4e46-8b28-c3bc54229152.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56ba9c28-37aa-49e8-88e4-6139ff99d9c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c37142e-3aed-4bea-9888-1a5c569f027d.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\/cf678042-32a1-46dc-82bb-de59660d75a1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IbK1Hu3NJzA\"><source src=\"https:\/\/youtu.be\/IbK1Hu3NJzA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Family<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5bb6\u5ead\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5bb6\u5ead\u65e5\u5386<\/span><br \/>\n            <span class=\"tag\">\u81b3\u98df\u8ba1\u5212<\/span><br \/>\n            <span class=\"tag\">\u5171\u4eab\u8d2d\u7269\u6e05\u5355<\/span><br \/>\n            <span class=\"tag\">\u5bb6\u5ead\u9884\u7b97<\/span><br \/>\n            <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n            <span class=\"tag\">3D\u5ba0\u7269<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5e94\u7528<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u7406\u5ff5\u548c\u5177\u4f53\u529f\u80fd\u7ec6\u8282\u4e0a\u3002\u521b\u59cb\u4eba\u81ea\u8ff0\u5f00\u53d1\u521d\u8877\u5e76\u83b7\u5f97\u795d\u8d3a\uff0c\u6709\u7528\u6237\u8ba4\u4e3a3D\u5ba0\u7269\u5f88\u53ef\u7231\u3002\u552f\u4e00\u6709\u6548\u7684\u63d0\u95ee\u662f\u5173\u4e8e\u9884\u7b97\u529f\u80fd\u5982\u4f55\u5177\u4f53\u5904\u7406\u5171\u540c\u5f00\u9500\u7684\u5206\u644a\uff08\u5982 groceries \u6216\u5916\u51fa\u5c31\u9910\uff09\uff0c\u8fd9\u6307\u5411\u4e86\u6838\u5fc3\u534f\u4f5c\u529f\u80fd\u7684\u5b9e\u9645\u843d\u5730\u9700\u6c42\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Nibbo\u7684\u53d9\u4e8b\u5145\u6ee1\u4e86\u6e29\u60c5\u4e0e\u7cbe\u51c6\u7684\u75db\u70b9\u6355\u6349\u2014\u2014\u201c\u7531\u4e00\u4f4d\u5355\u8eab\u7236\u4eb2\u4e3a\u81ea\u5bb6\u6253\u9020\u201d\u7684\u6545\u4e8b\u6781\u5177\u611f\u67d3\u529b\uff0c\u76f4\u6307\u73b0\u4ee3\u5bb6\u5ead\u5728\u6570\u5b57\u5316\u534f\u4f5c\u4e2d\u7684\u666e\u904d\u56f0\u5883\uff1a\u4fe1\u606f\u6563\u843d\u4e8e\u591a\u4e2a\u7fa4\u804a\uff0c\u8d23\u4efb\u6a21\u7cca\uff0c\u7f3a\u4e4f\u6301\u7eed\u53c2\u4e0e\u7684\u7c98\u6027\u3002\u5176\u771f\u6b63\u7684\u521b\u65b0\u4e0e\u98ce\u9669\uff0c\u90fd\u62bc\u6ce8\u5728\u201cNibby\u201d\u8fd9\u4e2a3D\u5ba0\u7269\u8eab\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u5c06\u5de5\u5177\u5c5e\u6027\uff08\u4efb\u52a1\u3001\u65e5\u5386\u3001\u9884\u7b97\uff09\u4e0e\u6e38\u620f\u5316\u673a\u5236\u8fdb\u884c\u4e86\u6df1\u5ea6\u6346\u7ed1\uff0c\u8bd5\u56fe\u7528\u60c5\u611f\u5316\u4e92\u52a8\uff08\u5ba0\u7269\u6210\u957f\u3001\u53cd\u5e94\uff09\u66ff\u4ee3\u4ee4\u4eba\u53cd\u611f\u7684\u201c\u5520\u53e8\u5f0f\u201d\u7763\u4fc3\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5728\u7406\u8bba\u4e0a\u9887\u5177\u5de7\u601d\uff0c\u5c24\u5176\u9488\u5bf9\u6709\u5b69\u5b50\u7684\u5bb6\u5ead\uff0c\u53ef\u80fd\u6709\u6548\u63d0\u5347\u513f\u7ae5\u53c2\u4e0e\u5bb6\u52a1\u7684\u79ef\u6781\u6027\u3002\u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u201c\u6e38\u620f\u5316\u201d\u7684\u957f\u671f\u6709\u6548\u6027\u3002\u5ba0\u7269\u4e92\u52a8\u7684\u65b0\u9c9c\u611f\u80fd\u7ef4\u6301\u591a\u4e45\uff1f\u5f53\u6210\u957f\u4f53\u7cfb\u89e6\u53ca\u5929\u82b1\u677f\uff0c\u6216\u5bb6\u5ead\u6d3b\u52a8\u8fdb\u5165\u5e73\u6de1\u671f\uff0cNibby\u662f\u5426\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u7ba1\u7406\u201d\u7684\u9759\u6001\u56fe\u6807\uff1f\u8fd9\u8003\u9a8c\u7740\u5f00\u53d1\u56e2\u961f\u540e\u7eed\u7684\u5185\u5bb9\u66f4\u65b0\u4e0e\u4e92\u52a8\u8bbe\u8ba1\u6df1\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ea7\u54c1\u67b6\u6784\u770b\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u5bb6\u5ead\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u4f46\u6bcf\u4e2a\u5782\u76f4\u529f\u80fd\uff08\u5982\u4e13\u4e1a\u9884\u7b97\u3001\u590d\u6742\u65e5\u5386\uff09\u90fd\u53ef\u80fd\u9762\u4e34\u5355\u4e00\u529f\u80fd\u5e94\u7528\u7684\u7ade\u4e89\u3002\u5176\u6700\u5927\u4f18\u52bf\u5728\u4e8e\u201c\u6574\u5408\u201d\u4e0e\u201c\u6c1b\u56f4\u201d\uff0c\u5c06\u5de5\u5177\u7406\u6027\u5305\u88f9\u5728\u60c5\u611f\u4f53\u9a8c\u4e4b\u4e2d\u3002\u7528\u6237\u5173\u4e8e\u201c\u5982\u4f55\u5206\u644a\u8d39\u7528\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u63ed\u793a\u4e86\u4ece\u7f8e\u597d\u6982\u5ff5\u5230\u4e25\u8c28\u529f\u80fd\u843d\u5730\u7684\u5173\u952e\u4e00\u6b65\u3002\u5bb6\u5ead\u8d22\u52a1\u7684\u900f\u660e\u4e0e\u516c\u5e73\u662f\u654f\u611f\u5730\u5e26\uff0c\u5904\u7406\u4e0d\u5f53\u4f1a\u76f4\u63a5\u7834\u574f\u5176\u5021\u5bfc\u7684\u201c\u548c\u8c10\u201d\u6c1b\u56f4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u800c\u8a00\u4e4b\uff0cNibbo\u662f\u4e00\u6b3e\u7406\u5ff5\u5148\u884c\u3001\u8bbe\u8ba1\u611f\u7a81\u51fa\u7684\u4ea7\u54c1\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u529f\u80fd\u5217\u8868\u662f\u5426\u9f50\u5168\uff0c\u800c\u5728\u4e8e\u201cNibby\u201d\u8fd9\u4e2a\u6570\u5b57\u751f\u547d\u80fd\u5426\u771f\u6b63\u878d\u5165\u5bb6\u5ead\u60c5\u611f\uff0c\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6570\u5b57\u5bb6\u5ead\u6210\u5458\u201d\uff0c\u800c\u975e\u4e00\u65f6\u65b0\u9c9c\u7684\u7535\u5b50\u73a9\u5177\u3002\u5176\u201c\u5b8c\u5168\u514d\u8d39\u201d\u7684\u6a21\u5f0f\uff0c\u5728\u4e3a\u521d\u671f\u589e\u957f\u626b\u6e05\u969c\u788d\u7684\u540c\u65f6\uff0c\u4e5f\u4e3a\u672a\u6765\u7684\u53ef\u6301\u7eed\u6027\u8499\u4e0a\u4e86\u4e00\u5c42\u95ee\u53f7\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\">Nibbo<\/span>\n                <\/div>\n<div class=\"comment-content\">Nibbo replaces the family group chat chaos with one calm space \u2014 tasks, calendar, meal planning, shopping lists, and budgeting, all shared. At the heart of it is Nibby: a living 3D mascot unique to your family, generated from your activity DNA. It reacts to what you do, earns XP, and keeps everyone gently motivated \u2014 without the nagging. Kids and adults share the same plan. Responsibilities are clear. Cozy time goes up. 100% free. Built by a solo dad, for his own family \u2014 now shared with yours.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Nibbo for my own family \u2014 we kept drowning in group chats trying to coordinate meals, tasks, and shopping. Nothing stuck.<\/p>\n<p>So I built one calm space for all of it: tasks, calendar, menus, budgets, shopping lists. And to make it actually fun, I added Nibby \u2014 a procedurally generated 3D pet that&#8217;s unique to your family and reacts to how engaged everyone is.<\/p>\n<p>It&#8217;s completely free. No catch. I&#8217;m a solo dev and this started as a personal project \u2014 now I want to share it with other families.<\/p>\n<p>Would love early feedback: what&#8217;s the one thing your family always drops the ball on? That&#8217;s what I want to fix next. \ud83c\udfe0<\/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\/@bostonleek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bostonleek<\/a>&nbsp;Congratulations. How does the budget tracker handle shared costs, like splitting a grocery run or dinner out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">Nibby is so cute!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/M7JEDPMEZXOHID\" class=\"app-title\">Fixa.dev<\/a><\/p>\n<div class=\"one-liner\">A cloud-native AI agent that can build literally anything<\/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\u5728\u4e91\u7aef\u5f00\u53d1\u73af\u5883\u4e2d\u81ea\u4e3b\u7814\u7a76\u3001\u7f16\u7801\u548c\u90e8\u7f72\u7684AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u771f\u5b9e\u3001\u751f\u4ea7\u7ea7\u8f6f\u4ef6\u65f6\u9762\u4e34\u7684\u5de5\u5177\u94fe\u590d\u6742\u548c\u73af\u5883\u914d\u7f6e\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae2bd85-b929-4ce1-9564-b2f9e4c537cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a56d397-d3b2-4d20-ab8e-045c6648ccdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03753355-207e-4c7d-8793-c6202cf31039.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cea3e16-423b-4dde-a786-cccf63729fb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddd1eae1-6e4f-4484-82de-d89833801467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4e91\u7aef\u5f00\u53d1\u73af\u5883<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">Agentic AI<\/span><br \/>\n            <span class=\"tag\">Web\u5f00\u53d1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u4e91\u7aef\u90e8\u7f72\u548c\u5f3a\u5927\u81ea\u4e3b\u6027\uff0c\u4f46\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\u5b89\u5168\u6027\uff08\u4f9d\u8d56\u5305\u5ba1\u67e5\u3001\u4ee3\u7801\u6f0f\u6d1e\uff09\u548c\u5b9e\u9645\u5e94\u7528\u98ce\u9669\uff08AI\u81ea\u4e3b\u51b3\u7b56\u53ef\u80fd\u5e26\u6765\u7684\u957f\u671f\u6280\u672f\u503a\u52a1\uff09\uff0c\u5e76\u8be2\u95ee\u4e86\u4e0e\u79c1\u6709\u4ee3\u7801\u5e93\u96c6\u6210\u7684\u5177\u4f53\u65b9\u5f0f\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                Fixa.dev\u6240\u6807\u699c\u7684\u201c\u6784\u5efa\u4e00\u5207\u201d\u7684\u4e91\u539f\u751fAI\u667a\u80fd\u4f53\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u53d6\u4ee3\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u5c06\u8f6f\u4ef6\u5f00\u53d1\u7684\u57fa\u7840\u8bbe\u65bd\u548c\u521d\u59cb\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e86\u6781\u81f4\u7684\u201c\u670d\u52a1\u5316\u201d\u5c01\u88c5\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u642d\u8f7d\u4e86\u524d\u6cbf\u6a21\u578b\u3001\u5177\u5907\u6d4f\u89c8\u5668\u548c\u547d\u4ee4\u884c\u6743\u9650\u7684\u201c\u4e91\u7aef\u6570\u5b57\u52b3\u5de5\u201d\uff0c\u5176\u7a81\u7834\u70b9\u5728\u4e8e\u5c06Claude Code\u7b49\u667a\u80fd\u7f16\u7801\u526f\u9a7e\u9a76\u7684\u201c\u5efa\u8bae\u201d\u80fd\u529b\uff0c\u5347\u7ea7\u4e3a\u5728\u9694\u79bb\u6c99\u76d2\u4e2d\u76f4\u63a5\u201c\u6267\u884c\u201d\u7684\u80fd\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u79cd\u4ece\u201c\u987e\u95ee\u201d\u5230\u201c\u6267\u884c\u8005\u201d\u7684\u8dc3\u8fc1\uff0c\u5e26\u6765\u4e86\u5de8\u5927\u7684\u4fbf\u5229\u6027\uff0c\u4e5f\u57cb\u4e0b\u4e86\u66f4\u6df1\u7684\u9690\u60a3\u3002\u4ea7\u54c1\u6700\u5927\u7684\u5356\u70b9\u2014\u2014\u81ea\u4e3b\u6d4f\u89c8\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u7f16\u5199\u751f\u4ea7\u4ee3\u7801\u2014\u2014\u6070\u6070\u662f\u5b83\u6700\u5371\u9669\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u521b\u59cb\u4eba\u5bf9\u5b89\u5168\u95ee\u9898\u7684\u56de\u5e94\uff08\u201c\u53ef\u4ee5\u63d0\u793a\u5b83\u505a\u5b89\u5168\u5ba1\u8ba1\u201d\uff09\u66b4\u9732\u4e86\u5f53\u524dAgent\u8303\u5f0f\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u8d23\u4efb\u4e3b\u4f53\u7684\u6a21\u7cca\u3002\u5c06\u5b89\u5168\u5ba1\u67e5\u5bc4\u6258\u4e8e\u5bf9\u540c\u4e00\u4e2a\u4e0d\u53ef\u63a7AI\u7684\u201c\u63d0\u793a\u201d\uff0c\u662f\u4e00\u79cd\u903b\u8f91\u6096\u8bba\u3002\u5b83\u628a\u9700\u8981\u4e25\u8c28\u5224\u65ad\u548c\u7ecf\u9a8c\u7684\u6280\u672f\u51b3\u7b56\uff08\u5982\u4f9d\u8d56\u9009\u62e9\u3001\u67b6\u6784\u6a21\u5f0f\uff09\uff0c\u4ea4\u7ed9\u4e86\u7f3a\u4e4f\u957f\u671f\u9879\u76ee\u7ef4\u62a4\u89c6\u89d2\u7684\u7edf\u8ba1\u6a21\u578b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u7528\u6b66\u4e4b\u5730\uff0c\u53ef\u80fd\u5e76\u975e\u4ece\u96f6\u6784\u5efa\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\uff0c\u800c\u662f\u4f5c\u4e3a\u8d85\u7ea7\u52a0\u901f\u5668\uff0c\u7528\u4e8e\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u3001\u642d\u5efa\u6f14\u793a\u9879\u76ee\u3001\u6216\u5904\u7406\u90a3\u4e9b\u5b9a\u4e49\u6e05\u6670\u3001\u8fb9\u754c\u660e\u786e\u7684\u201c\u6807\u51c6\u5316\u201d\u5f00\u53d1\u4efb\u52a1\uff08\u5982\u914d\u7f6e\u652f\u4ed8\u3001\u8fde\u63a5\u7279\u5b9aSaaS\uff09\u3002\u5b83\u6240\u96c6\u6210\u7684Stripe\u3001Vercel\u7b49\u4e00\u952e\u90e8\u7f72\uff0c\u6070\u6070\u8bf4\u660e\u4e86\u5176\u5b9a\u4f4d\uff1a\u670d\u52a1\u4e8e\u9ad8\u5ea6\u4f9d\u8d56\u73b0\u4ee3\u4e91\u670d\u52a1\u751f\u6001\u3001\u8ffd\u6c42\u4e0a\u7ebf\u901f\u5ea6\u7684\u654f\u6377\u573a\u666f\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u8bbe\u8ba1\u3001\u53ef\u6301\u7eed\u7ef4\u62a4\u7684\u590d\u6742\u5de5\u7a0b\uff0c\u8d4b\u4e88AI\u8fc7\u9ad8\u7684\u81ea\u4e3b\u6743\uff0c\u65e0\u5f02\u4e8e\u5728\u6280\u672f\u6808\u4e2d\u5f15\u5165\u4e86\u4e00\u4e2a\u65e0\u6cd5\u95ee\u8d23\u4e14\u53d8\u5316\u65e0\u5e38\u7684\u201c\u9ed1\u76d2\u201d\u67b6\u6784\u5e08\u3002Fixa.dev\u5c55\u793a\u4e86AI\u878d\u5165\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6fc0\u52a8\u4eba\u5fc3\u7684\u672a\u6765\u5f62\u6001\uff0c\u4f46\u4e5f\u63d0\u524d\u9884\u6f14\u4e86\u968f\u4e4b\u800c\u6765\u7684\u6280\u672f\u4f26\u7406\u4e0e\u5de5\u7a0b\u7ba1\u7406\u6311\u6218\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\">Fixa.dev<\/span>\n                <\/div>\n<div class=\"comment-content\">Fixa is the most powerful autonomous AI agent on the web, operating inside a full cloud dev environment to build real software. Powered by frontier models, it autonomously browses the web to read live documentation and dynamically installs whatever dependencies your app needs. Fixa writes production-ready backends and features one-click integrations for Stripe, Supabase, Clerk, and Vercel. With our universal MCP connector, you can link any MCP server to integrate deeply with your workflows.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I am Etai, a 16-year-old solo developer, and I spent the last few months building Fixa.<\/p>\n<p>I have been testing all the new AI coding tools lately, and while UI generators are great for scaffolding, they hit a hard wall. You cannot build real software without a real environment. I wanted to build something closer to Claude Code, but entirely web-native and capable of building anything.<\/p>\n<p>So, I built Fixa. It is essentially a full autonomous software engineer with its own cloud dev environment.<\/p>\n<p>Because it operates in a full cloud sandbox powered by frontier models, it is not restricted by what I pre-programmed. Here is what it can actually do:<\/p>\n<p>&#8211; Autonomous Research: It has a built-in browser. If you ask it to use an API it does not know, it will search the web, read the live documentation, and implement it.<br \/>\n&#8211; Build (almost) Anything: It has raw access to its cloud environment to dynamically install whatever languages, frameworks, or dependencies it needs.<br \/>\n&#8211; Universal MCP Connector: You can connect any MCP server to let the agent run complex data analytics or interact directly with your existing workflows.<br \/>\n&#8211; Production Backends: It writes real, production-ready backend code, wires up databases, and gives you a live preview.<br \/>\n&#8211; One-Click Everything: It has native one-click integrations for Stripe, Supabase, Clerk, OpenAI, Google AI, and Anthropic and deploys your full-stack app straight to Vercel in one click.<\/p>\n<p>Building a cloud-native agentic loop that can browse the web, read docs, and write error-free production code was the hardest thing I have ever built. Since it is just me working on this, I would love for the Product Hunt community to push it to its limits.<\/p>\n<p>Ask it to build something complex, let it research the docs, and let me know what you think of the results! I will be hanging out in the comments all day to answer any technical questions.<\/p>\n<p>Thank you,<br \/>\nEtai<\/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\/@etai_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@etai_g<\/a>&nbsp;This is powerful, no doubt. But it also feels like the kind of tool I would approach carefully before using in anything serious.<\/p>\n<\/p>\n<p>An agent that can browse docs, install dependencies, and wire up a backend on its own is making a lot of decisions that normally require experience and context. In a real project, small choices around libraries, configs, or structure can have long term impact.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Moving the coding agent to the cloud is a smart play since running large context loops locally always sets my laptop fan on fire. I am really curious how Fixa manages secure access to existing private repos to understand an established codebase. Letting this loose on a backlog of minor UI bug tickets would be a perfect way to test its actual reasoning limits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@y_taka Hey Takahito. Absolutely, just prompt Fixa: \u201cClone into (your repo url)\u201d and then just prompt whatever you need done. Agent, via its read file tool, performs greatly at contextualizing in repos, even large ones. Let me know how it goes! The feedback button on my site goes straight to me, or shoot me a PM<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! This is genuinely impressive. Quick question &#8211; when Fixa autonomously installs dependencies and writes backend code, how do you handle security validation? Like, are there guardrails to prevent it from installing malicious packages or introducing vulnerabilities, or does it require human review before deployment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@osakasaul Hey Saul. That\u2019s a great question. Usually the agent just installs what it wants and runs whatever commands it needs. However, you could definitely prompt it to do a security audit, and that should do. In the future, I could integrate Snyk and have it inspect for malicious packages.<\/div>\n<div class=\"comment-actions\">\n<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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/SVBS7WLPRZY2GP\" class=\"app-title\">Wyndo<\/a><\/p>\n<div class=\"one-liner\">Weather app that tells you when to walk, bike or eat outside<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wyndo\u662f\u4e00\u6b3e\u901a\u8fc7\u76f4\u63a5\u7ed9\u51fa\u201c\u73b0\u5728\u51fa\u53d1\u201d\u3001\u201c\u7b49\u5f85\u201d\u6216\u201c\u53d6\u6d88\u201d\u5efa\u8bae\uff0c\u6765\u5e2e\u52a9\u7528\u6237\u51b3\u5b9a\u4f55\u65f6\u8fdb\u884c\u6237\u5916\u6d3b\u52a8\u7684\u5929\u6c14\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u5929\u6c14\u6570\u636e\u524d\u51b3\u7b56\u56f0\u96be\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\/b147278d-3cba-4a63-af9b-bfe90116efba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84eccc34-9532-47fb-be5a-e718f0b5c1e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c263063a-3698-401c-bd3d-26cebe26a77b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1ea38d1-d395-4382-994c-5f47898bb1cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dffcee90-3c02-4825-9a1e-f1f980019d09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Web App<\/span><br \/>\n            <span class=\"tag\">Weather<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5929\u6c14\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u6237\u5916\u6d3b\u52a8\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u7528\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5373\u65f6\u5efa\u8bae<\/span><br \/>\n            <span class=\"tag\">\u573a\u666f\u5316\u5929\u6c14<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u6548\u7387<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u76f4\u89c2\u7684\u201c\u884c\u52a8\u5efa\u8bae\u201d\u6982\u5ff5\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u89e3\u91ca\u4e86\u4ea7\u54c1\u903b\u8f91\u4e0e\u6570\u636e\u6e90\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u6d3b\u52a8\u7c7b\u522b\u7684\u6269\u5c55\u4e0a\uff0c\u5982\u5efa\u8bae\u52a0\u5165\u7f51\u7403\u3001\u76ae\u5212\u8247\u7b49\u8fd0\u52a8\uff0c\u5e76\u5bf9\u672a\u6765\u662f\u5426\u5f15\u5165\u673a\u5668\u5b66\u4e60\u4f18\u5316\u4e2a\u6027\u5316\u89c4\u5219\u63d0\u51fa\u4e86\u63a2\u8ba8\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                Wyndo\u7684\u950b\u8292\u5728\u4e8e\u5176\u201c\u53cd\u76f4\u89c9\u201d\u7684\u4ea7\u54c1\u54f2\u5b66\uff1a\u5728AI\u6cdb\u6ee5\u7684\u65f6\u4ee3\uff0c\u5b83\u523b\u610f\u9009\u62e9\u4e86\u4e00\u6761\u786e\u5b9a\u6027\u7684\u3001\u89c4\u5219\u9a71\u52a8\u7684\u8def\u5f84\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u5929\u6c14\u9884\u62a5\u2014\u2014\u5176\u6570\u636e\u6e90\u5e76\u65e0\u7279\u6b8a\u4e4b\u5904\u2014\u2014\u800c\u5728\u4e8e\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u4e13\u5c5e\u6c14\u8c61\u5206\u6790\u5458\u201d\u7684\u89d2\u8272\uff0c\u5c06\u6666\u6da9\u7684\u767e\u5206\u6bd4\u548c\u56fe\u8868\u7ffb\u8bd1\u6210\u4eba\u7c7b\u80fd\u7acb\u5373\u7406\u89e3\u7684\u884c\u52a8\u6307\u4ee4\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u7528\u6237\u4f53\u9a8c\u7684\u964d\u7ef4\u6253\u51fb\uff0c\u7528\u660e\u786e\u7684\u51b3\u7b56\u66ff\u4ee3\u590d\u6742\u7684\u4fe1\u606f\uff0c\u5207\u4e2d\u4e86\u7528\u6237\u201c\u51b3\u7b56\u75b2\u52b3\u201d\u7684\u6df1\u5c42\u9700\u6c42\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u201c\u4e13\u4e1a\u4e0e\u7280\u5229\u201d\u7684\u6311\u6218\u4e5f\u6839\u690d\u4e8e\u6b64\u3002\u89c4\u5219\u5f15\u64ce\u7684\u4f18\u52a3\u5b8c\u5168\u53d6\u51b3\u4e8e\u89c4\u5219\u7684\u5b8c\u5907\u6027\u4e0e\u7cbe\u7ec6\u5316\u7a0b\u5ea6\u3002\u5f53\u524d\u652f\u6301\u7684\u51e0\u5927\u7c7b\u6d3b\u52a8\u4ec5\u662f\u5f00\u7aef\uff0c\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u9762\u5bf9\u7f51\u7403\u5bf9\u5730\u9762\u6e7f\u5ea6\u3001\u76ae\u5212\u8247\u5bf9\u98ce\u901f\u6c34\u6d41\u7b49\u9ad8\u5ea6\u4e13\u4e1a\u5316\u7684\u9700\u6c42\uff0c\u5176\u901a\u7528\u89c4\u5219\u5e93\u5c06\u9762\u4e34\u6307\u6570\u7ea7\u81a8\u80c0\u7684\u538b\u529b\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u6709\u8fd0\u7528ML\u7684\u201c\u673a\u4f1a\u201d\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u4ea7\u54c1\u7684\u6218\u7565\u5341\u5b57\u8def\u53e3\uff1a\u5f15\u5165\u673a\u5668\u5b66\u4e60\u4f18\u5316\u4e2a\u6027\u5316\u504f\u597d\uff0c\u662f\u5426\u4f1a\u727a\u7272\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u786e\u5b9a\u6027\u3001\u53ef\u89e3\u91ca\u6027\u53ca\u54cd\u5e94\u901f\u5ea6\uff1f\u5728\u201c\u7b80\u5355\u53ef\u9760\u7684\u5de5\u5177\u201d\u4e0e\u201c\u61c2\u4f60\u7684\u667a\u80fd\u52a9\u624b\u201d\u4e4b\u95f4\uff0cWyndo\u5fc5\u987b\u8c28\u614e\u9009\u62e9\u5176\u8fdb\u5316\u65b9\u5411\u3002\u76ee\u524d\uff0c\u5b83\u6210\u529f\u5b9a\u4e49\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u54c1\u7c7b\uff0c\u4f46\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff0c\u5176\u957f\u671f\u7ade\u4e89\u529b\u5c06\u53d6\u51b3\u4e8e\u5728\u5782\u76f4\u573a\u666f\u4e2d\u89c4\u5219\u6df1\u8015\u7684\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\uff0c\u800c\u975e\u6280\u672f\u7684\u65f6\u9ae6\u6807\u7b7e\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\">Wyndo<\/span>\n                <\/div>\n<div class=\"comment-content\">Every weather app tells you there&#8217;s a 60% chance of rain. None of them answer the question you&#8217;re actually asking: should I go right now? Wyndo is a weather app that answers that question with a direct answer: go now, wait, or skip it Instead of handing you hourly graphs and percent-chance bars, Wyndo scores the next few hours against what you&#8217;re actually doing \u2014 walking, running, biking, driving, or eating outside \u2014 and gives you a direct recommendation with the reasoning behind it.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I&#8217;m Jeremy, and I built Wyndo.<\/p>\n<\/p>\n<p>Here&#8217;s the problem I kept having: I&#8217;d check the weather before a run, see &#8220;60% chance of rain,&#8221; then squint at the hourly graph trying to figure out when in the next three hours that 60% actually lives. I&#8217;d re-open the app three more times before heading out. Sometimes I&#8217;d leave too early. Sometimes I&#8217;d get caught in it anyway.<\/p>\n<\/p>\n<p>Wyndo is the weather app I wanted. Pick your activity \u2014 walk, run, bike, drive, or eat outside \u2014 and it scores the next few hours and tells you go, wait, or skip it, with the reasoning right there on screen. Every recommendation cites the weather factors you can already see: precipitation timing, wind, temperature, visibility, alerts. A light drizzle that&#8217;s fine for a drive gets flagged for outdoor dining.<\/p>\n<\/p>\n<p>The engine is deterministic and rule-based. No AI guessing at the forecast. LLMs help parse questions and phrase answers. Data comes from OpenWeatherMap for minute-by-minute precipitation, Open-Meteo for hourly and daily forecasts, and the National Weather Service for alerts. Free, no ads.<\/p>\n<\/p>\n<p>Try it at <a href=\"http:\/\/wyndo.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wyndo.app<\/a> \u2014 no signup needed to ask your first question. I&#8217;d love to hear what you ask it, and especially where the answer felt wrong or thin. The feedback form is one click from anywhere in the app, and responses feed back into the eval for future recommendations. <\/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\/@jeremyg22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeremyg22<\/a>&nbsp;Big congrats. How does it weigh humidity\/surface wetness for court sports like tennis on clay, or is that next on the rule tweaks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@jeremyg22 What about adding in paddle boarding\/kayaking as an activity?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Simple but cool product! Btw you explicitly avoided ai for decision making, so do you see a future where learned preferences (using ml or something) outperform deterministic rules here??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a>&nbsp;I think there are opportunities for both, yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Big congrats on the launch! \ud83d\ude80 I love the &#8216;go, wait, or avoid&#8217; approach. I\u2019m constantly looking at the 40% chance of rain and trying to do the math in my head on whether I\u2019ll get soaked if I take the dog out now or in an hour.<\/p>\n<p>Taking that mental work out of the equation is such a smart 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gokhan_elgun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokhan_elgun<\/a>&nbsp;Thanks for the feedback. As you use it, let us know if you run into any bugs or inaccurate recommendations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/K5MMPCBEXZZ63A\" class=\"app-title\">Assemble<\/a><\/p>\n<div class=\"one-liner\">One \/go command for AI work that remembers \u2014 zero runtime<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Assemble\u662f\u4e00\u6b3e\u5f00\u6e90AI\u5de5\u4f5c\u914d\u7f6e\u751f\u6210\u5668\uff0c\u901a\u8fc7\u201c\/go\u201d\u547d\u4ee4\u89e6\u53d1\uff0c\u80fd\u6839\u636e\u4efb\u52a1\u96be\u5ea6\u81ea\u52a8\u8def\u7531\u3001\u4fdd\u7559\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff0c\u5e76\u5728\u590d\u6742\u4efb\u52a1\u65f6\u8f6c\u4e3a\u89c4\u683c\u9a71\u52a8\u7684\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4e86\u901a\u7528AI\u5de5\u5177\u5728\u957f\u4e0a\u4e0b\u6587\u3001\u591a\u6b65\u9aa4\u590d\u6742\u9879\u76ee\u4e2d\u8f93\u51fa\u80a4\u6d45\u3001\u6d41\u7a0b\u5d29\u6e83\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\/c8407055-4535-4766-9c83-006209cb5463.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38bd94c5-717b-41f3-aa29-729855a088b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8da303a-1a3a-44a5-a174-ee37c24a3b34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6bc7a96-1693-4806-9a5a-dac1d18bede4.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\/bf516a85-0dd4-4f93-9091-622b75c57ce3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=O3Z_shCM_XA\"><source src=\"https:\/\/www.youtube.com\/watch?v=O3Z_shCM_XA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u914d\u7f6e\u751f\u6210\u5668<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u96f6\u8fd0\u884c\u65f6<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u89c4\u683c\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u6309\u96be\u5ea6\u8def\u7531\u548c\u201c\u7ed3\u6784\u6027\u5f02\u8bae\u201d\uff08\u5982Deadpool\u89d2\u8272\uff09\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u80fd\u663e\u8457\u63d0\u5347\u590d\u6742\u4efb\u52a1\u8f93\u51fa\u8d28\u91cf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u7684\u5177\u4f53\u673a\u5236\u3001\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\u6d41\u8f6c\uff0c\u4ee5\u53ca\u4efb\u52a1\u590d\u6742\u5ea6\u8bef\u5224\u65f6\u7684\u81ea\u6211\u7ea0\u6b63\u80fd\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Assemble\u7684\u5ba3\u79f0\u76f4\u6307\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u7684\u6d6e\u5938\u6838\u5fc3\uff1a\u5b83\u4e0d\u63d0\u4f9b\u53c8\u4e00\u4e2a\u81c3\u80bf\u7684\u201c\u8fd0\u884c\u65f6\u201d\uff0c\u800c\u662f\u751f\u6210\u914d\u7f6e\u3002\u8fd9\u770b\u4f3c\u6280\u672f\u964d\u7ea7\uff0c\u5b9e\u5219\u662f\u6218\u7565\u6e05\u9192\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u73b0\u6709AI\u5e73\u53f0\uff0c\u800c\u662f\u6210\u4e3a\u5b83\u4eec\u7684\u201c\u795e\u7ecf\u4e2d\u67a2\u201d\uff0c\u901a\u8fc7\u53ef\u79fb\u690d\u7684Markdown\u6587\u4ef6\u5b9e\u73b0\u8bb0\u5fc6\u548c\u6d41\u7a0b\u7684\u6807\u51c6\u5316\uff0c\u5c06\u667a\u80fd\u4ece\u5c01\u95ed\u7684\u3001\u6613\u5931\u7684\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff0c\u6c89\u6dc0\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u5ba1\u8ba1\u7684\u7ed3\u6784\u5316\u8d44\u4ea7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u201c\u7ed3\u6784\u6027\u5f02\u8bae\u201d\u673a\u5236\u662f\u4ea7\u54c1\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\u5f53\u524dLLM\u503e\u5411\u4e8e\u8ba8\u597d\u4e0e\u9644\u548c\uff0c\u5bfc\u81f4\u5ba1\u67e5\u548c\u5ba1\u8ba1\u6d41\u4e8e\u5f62\u5f0f\u3002\u5185\u5efa\u201c\u6b7b\u4f8d\u201d\u548c\u201c\u6bc1\u706d\u535a\u58eb\u201d\u89d2\u8272\u8fdb\u884c\u6311\u6218\u4e0e\u5347\u7ea7\uff0c\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u5c06\u4eba\u7c7b\u534f\u4f5c\u4e2d\u7684\u5236\u8861\u4e0e\u590d\u5ba1\u673a\u5236\u4ee3\u7801\u5316\u3001\u63d0\u793a\u5316\u3002\u8fd9\u8bd5\u56fe\u89e3\u51b3\u7684\u662fAI\u534f\u4f5c\u7684\u201c\u7fa4\u4f53\u601d\u7ef4\u201d\u75fc\u75be\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u8fd0\u884c\u65f6\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5c06\u590d\u6742\u6027\u8f6c\u79fb\u5230\u4e86\u914d\u7f6e\u548c\u63d0\u793a\u5de5\u7a0b\u672c\u8eab\uff0c\u8fd9\u8981\u6c42\u7528\u6237\u5177\u5907\u76f8\u5f53\u7684\u67b6\u6784\u7406\u89e3\u529b\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5176\u6846\u67b6\u591a\u7cbe\u5de7\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u9884\u8bbe\u7684\u201c\u89c4\u683c\u9a71\u52a8\u5de5\u4f5c\u6d41\u201d\u6a21\u677f\u662f\u5426\u771f\u6b63\u8986\u76d6\u4e86\u4ece\u4ee3\u7801\u8bc4\u5ba1\u5230\u5408\u540c\u8d77\u8349\u7b49\u573a\u666f\u7684\u6df1\u5c42\u903b\u8f91\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u201c\u901a\u7528AI\u5de5\u5177\u7684\u80a4\u6d45\u201d\u66ff\u6362\u4e3a\u201c\u590d\u6742\u914d\u7f6e\u7684\u80a4\u6d45\u201d\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u90a3\u4e9b\u5ba3\u79f030\u5206\u949f\u89e3\u51b310\u5929\u96be\u9898\u7684\u6848\u4f8b\uff0c\u80fd\u5426\u88ab\u666e\u901a\u7528\u6237\u590d\u73b0\uff0c\u8fd8\u662f\u9ad8\u5ea6\u4f9d\u8d56\u521b\u59cb\u56e2\u961f\u81ea\u8eab\u7684\u63d0\u793a\u5de5\u7a0b\u79d8\u65b9\u3002\u5f00\u6e90\u662f\u5176\u5efa\u7acb\u4fe1\u4efb\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u793e\u533a\u80fd\u5426\u8d21\u732e\u51fa\u9ad8\u8d28\u91cf\u3001\u53ef\u590d\u7528\u7684\u5de5\u4f5c\u6d41\u89c4\u683c\uff0c\u624d\u662f\u5176\u751f\u6001\u58c1\u5792\u6240\u5728\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\">Assemble<\/span>\n                <\/div>\n<div class=\"comment-content\">Assemble is an open-source configuration generator for AI work: \/go, memory, spec-driven workflows, and zero runtime across 21 platforms.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt,<\/strong><\/p>\n<p>I\u2019m R\u00e9nald, founder of Cohesium AI.<\/p>\n<p>I built Assemble because I was tired of AI tools that sound helpful but stay generic. A code review becomes a polite summary. A security audit becomes a reformatted checklist. A multi-step project starts strong, then falls apart as soon as context gets longer or the work gets more complex.<\/p>\n<p>So I built what I actually needed: <strong>a structured AI work system<\/strong>, not just another assistant.<\/p>\n<p>With Assemble, you type \/go&nbsp;and describe what you need. From there, it routes the task by difficulty, keeps useful <strong>cross-session memory<\/strong>, and switches into a <strong>spec-driven workflow<\/strong>&nbsp;when the work is complex. For bigger delivery, it can even move execution into a board with review and test stages.<\/p>\n<p>What makes it different from most agent frameworks:<\/p>\n<p>\u2022 <strong>it\u2019s a configuration generator, not a runtime<\/strong><br \/>\u2022 <strong>zero daemon, zero SDK, zero dependencies, zero lock-in<\/strong><br \/>\u2022 <strong>native configs for 21 platforms<\/strong>&nbsp;including Cursor, Claude Code, Codex, Gemini CLI, Copilot, and Windsurf<br \/>\u2022 it works beyond coding too: <strong>docs, contracts, proposals, email, and client operations<\/strong><\/p>\n<p>The Marvel framework isn\u2019t branding \u2014 it\u2019s a prompt-engineering choice. In testing, it gave us stronger role identity, better consistency, and less generic output than traditional agent setups.<\/p>\n<p>And because LLMs naturally agree too easily, Assemble bakes in structural dissent: <strong>Deadpool challenges assumptions by default, and Doctor Doom escalates high-stakes decisions.<\/strong><\/p>\n<p>A real turning point for me: a client project that was supposed to take 2 days turned into 10 days of failed attempts with generic AI tools. With Assemble, it took <strong>30 minutes<\/strong>.<\/p>\n<p>If you try it, I\u2019d genuinely love your feedback \u2014 especially on the workflows, platforms, and specialist roles you\u2019d want next.<\/p>\n<p><strong>MIT licensed. Open source. Built for real work.<\/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\/@cohesiumai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cohesiumai<\/a>&nbsp;For non-coding flows like client proposals where you&#8217;re balancing tone, data, and stakeholder alignment, how does the cross-session memory handle evolving feedback loops? Does Deadpool\/Doom kick in to stress-test assumptions mid-draft, or is that more for execution phases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cohesiumai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cohesiumai<\/a>&nbsp;The routing by difficulty is the part that actually matters here. Most AI tools treat a two line task and a two week project exactly the same way and that is where everything falls apart on longer work.<\/p>\n<\/p>\n<p>The Marvel framework as a prompt engineering choice is interesting. Structural dissent baked in by default is a genuinely different approach. Most tools are built to agree and confirm. Having Deadpool challenge assumptions automatically changes the quality of output in ways that are hard to get otherwise.<\/p>\n<\/p>\n<p>The 2 days to 10 days failure story followed by 30 minutes with Assemble is exactly the kind of before and after that makes this real rather than just another AI wrapper claim.<\/p>\n<p>Curious about a few things though.<\/p>\n<\/p>\n<p>How does the cross session memory actually work in practice? Does it persist context across completely different projects or just within the same workflow? And when it routes a task by difficulty, what happens when it misjudges the complexity, does it self correct or do you have to manually override?<\/p>\n<p>Congrats on the launch. The zero daemon zero SDK approach is the right call for adoption. Nobody wants another thing running in the background.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! This looks really impressive. I&#8217;m curious about the memory component &#8211; when you say it &#8220;remembers,&#8221; does that persist across different AI platforms automatically, or do users need to configure how context flows between integrations? Also, how does the zero runtime constraint work with platforms that have inherent 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<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;Thanks, appreciate it.<\/p>\n<p>For memory, Assemble keeps things simple: it uses Markdown files (.md) as the persistence layer. So yes, memory can persist across platforms and LLMs, because it\u2019s not tied to any provider\u2019s hidden internal state.<\/p>\n<p>That continuity comes from portable, readable files rather than model-specific memory.<\/p>\n<p>On the zero runtime side, Assemble doesn\u2019t add a daemon or always-on orchestration layer between the user and the target platform. The logic lives in the config and files, so execution still happens natively in the tool you use \u2014 which means latency stays the platform\u2019s latency.<\/p>\n<p>If helpful, I can also explain how we separate persistent memory from session context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/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\/QET7BSAUYA6DFY\" class=\"app-title\">AGG Loop<\/a><\/p>\n<div class=\"one-liner\">Secure, forever-free localhost tunnels (ex-Deposure).<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AGG Loop\u662f\u4e00\u6b3e\u5373\u65f6\u3001\u96f6\u914d\u7f6e\u7684\u672c\u5730\u4e3b\u673a\u96a7\u9053\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u5b89\u5168\u3001\u514d\u8d39\u7684\u516c\u5171URL\u6620\u5c04\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8c03\u8bd5Webhook\u3001\u6d4b\u8bd5API\u7b49\u573a\u666f\u4e2d\u9700\u8981\u4e34\u65f6\u66b4\u9732\u672c\u5730\u670d\u52a1\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\/7a3dd395-5b5b-4b3c-b9e5-4a59c6990ddd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5080e642-3d08-4ba8-a27d-6de5070887c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d79a9aa5-99f5-4ac6-9f11-246b8d43b0ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14795769-32ee-4f02-a62e-b4e3ce2625d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d111164-a5e2-4d2d-bee3-669af360a650.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40550f1d-91e1-4a75-b3e0-2bbf6e033331.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\">API<\/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\">\u672c\u5730\u96a7\u9053<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7edc\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">API\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u7aef\u53e3\u8f6c\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u96f6\u914d\u7f6e<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5b98\u7f51\u5b58\u5728\u5931\u6548\u94fe\u63a5\uff08\u5982GitHub\u4ed3\u5e93\uff09\uff0c\u56e2\u961f\u5df2\u56de\u5e94\u5e76\u66f4\u6b63\u3002\u53e6\u6709\u8bc4\u8bba\u63d0\u53ca\u6ce8\u518c\u95ee\u9898\u5df2\u5168\u90e8\u4fee\u590d\u3002\u6574\u4f53\u8bc4\u8bba\u4e92\u52a8\u8f83\u5c11\uff0c\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u53d1\u5e03\u516c\u544a\u548c\u95ee\u9898\u62a5\u544a\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                AGG Loop\u4f5c\u4e3a\u4e00\u6b3e\u201c\u6c38\u4e45\u514d\u8d39\u201d\u7684\u672c\u5730\u96a7\u9053\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u662f\u201c\u6536\u8d2d\u5e76\u91cd\u751f\u201d\u4e86\u4e00\u4e2a\u5df2\u6709\u4ea7\u54c1\uff08Deposure\uff09\uff0c\u5e76\u5f3a\u8c03\u7531\u6bcd\u516c\u53f8\u5b9e\u9a8c\u5ba4\u9879\u76ee\u8d44\u52a9\uff0c\u4ece\u800c\u6446\u8131\u4e86SaaS\u5e38\u89c1\u7684\u6536\u8d39\u9650\u5236\u3002\u8fd9\u65e2\u662f\u5176\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4ef7\u503c\u6e05\u6670\uff1a\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5373\u5f00\u5373\u7528\u3001\u65e0\u9700\u62c5\u5fc3\u5e26\u5bbd\u548c\u6210\u672c\u7684\u4e34\u65f6\u516c\u5f00\u6d4b\u8bd5\u73af\u5883\uff0c\u5176\u201c\u4f01\u4e1a\u7ea7\u5b89\u5168\u201d\u7684\u5f3a\u8c03\u65e8\u5728\u6253\u6d88\u5bf9\u514d\u8d39\u670d\u52a1\u5b89\u5168\u6027\u7684\u7591\u8651\u3002\u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u6bcd\u516c\u53f8\u7684\u201c\u5b9e\u9a8c\u5ba4\u9879\u76ee\u201d\u8f93\u8840\uff0c\u800c\u975e\u81ea\u8eab\u9020\u8840\uff0c\u8fd9\u4e3a\u5176\u957f\u671f\u53ef\u6301\u7eed\u6027\u753b\u4e0a\u4e86\u4e00\u4e2a\u95ee\u53f7\u3002\u8fd9\u79cd\u6a21\u5f0f\u80fd\u6301\u7eed\u591a\u4e45\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8e\u6bcd\u516c\u53f8\u7684\u6218\u7565\u8010\u5fc3\uff0c\u4e00\u65e6\u8d44\u52a9\u4e2d\u65ad\uff0c\u4ea7\u54c1\u547d\u8fd0\u582a\u5fe7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u4e0a\u7ebf\u4ecd\u663e\u4ed3\u4fc3\uff0c\u5b58\u5728\u94fe\u63a5\u9519\u8bef\u7b49\u6280\u672f\u6027\u7455\u75b5\uff0c\u867d\u7136\u56e2\u961f\u54cd\u5e94\u8fc5\u901f\uff0c\u4f46\u66b4\u9732\u4e86\u5728\u54c1\u724c\u8fc1\u79fb\u548c\u8d44\u6e90\u6574\u5408\u4e0a\u7684\u7ec6\u8282\u758f\u6f0f\u3002\u5f53\u524d\u5e02\u573a\u5df2\u6709Ngrok\u7b49\u6210\u719f\u7ade\u54c1\uff0cAGG Loop\u4ee5\u201c\u6c38\u8fdc\u514d\u8d39\u201d\u4f5c\u4e3a\u5dee\u5f02\u5316\u5229\u5203\uff0c\u77ed\u671f\u5185\u80fd\u5feb\u901f\u5438\u5f15\u4ef7\u683c\u654f\u611f\u548c\u8f7b\u5ea6\u4f7f\u7528\u7684\u5f00\u53d1\u8005\u3002\u4f46\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u96f6\u6536\u5165\u6a21\u5f0f\u4e0b\uff0c\u6301\u7eed\u4fdd\u969c\u7f51\u7edc\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u5347\u7ea7\u548c\u7528\u6237\u652f\u6301\uff0c\u5e76\u6784\u5efa\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u4ec5\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u3001\u4f46\u968f\u65f6\u53ef\u80fd\u5173\u95ed\u7684\u201c\u5b9e\u9a8c\u6027\u798f\u5229\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u503c\u5f97\u957f\u671f\u4f9d\u8d56\u7684\u5f00\u53d1\u57fa\u7840\u8bbe\u65bd\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">AGG Loop<\/span>\n                <\/div>\n<div class=\"comment-content\">We acquired Deposure and rebuilt it from the ground up! AGG Loop provides instant, highly secure localhost tunneling with zero config. 100% free forever with no bandwidth limits, fully backed by the Aeolink Group Inc. lab program.<\/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>If you remember Deposure, you already know how incredibly useful it was for exposing local servers to the public internet instantly. We loved the simplicity of that tool so much that AGG Labs officially acquired it.<\/p>\n<p>Today, we are thrilled to relaunch it as AGG Loop! <\/p>\n<p>We kept the minimal, frictionless CLI experience you loved, but we completely overhauled the underlying network architecture. We know that routing local traffic to the outside world requires absolute trust, so we implemented rigorous, enterprise-grade security protocols under the hood. Whether you&#8217;re debugging webhooks, testing APIs, or doing low-level network configurations on Linux, your data is now routed safely.<\/p>\n<p>Why are we doing this, and what\u2019s the catch?<br \/>\nThere is no catch. AGG Loop is 100% free forever. No bandwidth throttles, no artificial session cuts, and no premium paywalls.<\/p>\n<p>This is possible because the project is fully funded by the laboratory program of Aeolink Group Inc. We wanted to give back to the developer community and provide a powerful, secure networking tool without the usual SaaS limitations.<\/p>\n<p>TL;DR of what AGG Loop gives you:<br \/>\n\u26a1 Instant localhost to public URL routing.<br \/>\n\ud83d\udee1\ufe0f Upgraded, hardened security architecture.<br \/>\n\ud83d\udcbb Native, lightweight CLI experience.<br \/>\n\ud83d\udcb8 100% Free forever (Funded by Aeolink Group).<\/p>\n<p>We\u2019d love for you to fire up your terminals, test it out, and let us know your thoughts in the comments. Happy tunneling!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>some of the links in <a href=\"https:\/\/www.agglabs.com\/loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.agglabs.com\/loop<\/a> are returning a 404 &#8211; i.e: <a href=\"https:\/\/github.com\/agglabs\/loop-client\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/agglabs\/loop-client<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farmisen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farmisen<\/a>&nbsp;Hi, Thanks for letting us know, we will take care of that immediately. Correct path is: <a href=\"https:\/\/github.com\/deposure-lab\/Loop-Client\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/deposure-lab\/Loop-Client<\/a>. Migrating old Github wasn&#8217;t sucessfully done yet, so it&#8217;s still hosted on old account. We apologise for inconvenience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Changelog: All issues with signing up has been resolved. Platform is operational in 100%. We apologise for inconvenience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/72JAQOASRLWZPG\" class=\"app-title\">Confetti Burst Chrome Extension<\/a><\/p>\n<div class=\"one-liner\">Everything you need for a joyful browsing experience<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u4efb\u4f55\u7f51\u9875\u70b9\u51fb\u6dfb\u52a0\u53ef\u5b9a\u5236\u5316\u793c\u82b1\u52a8\u753b\u6548\u679c\u7684Chrome\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u65e8\u5728\u5c06\u67af\u71e5\u7684\u7f51\u9875\u6d4f\u89c8\u8f6c\u5316\u4e3a\u5145\u6ee1\u60ca\u559c\u7684\u4e92\u52a8\u4f53\u9a8c\uff0c\u89e3\u51b3\u65e5\u5e38\u4e0a\u7f51\u7f3a\u4e4f\u8da3\u5473\u6027\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\/70f92293-77f5-4426-afc8-b18aae32ee6f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FrZZlyLAg4c\"><source src=\"https:\/\/www.youtube.com\/watch?v=FrZZlyLAg4c\" 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\/cdd8c757-0ae5-47c0-a7d5-3703d856c221.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e461632f-524a-4a29-923e-ab02db0cfec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0bf235d-54ae-4bbc-802a-0299e3c89ef1.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\">Chrome Extensions<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u8da3\u5473\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u53cd\u9988<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u53cb\u597d<\/span><br \/>\n            <span class=\"tag\">\u4e92\u52a8\u52a8\u753b<\/span><br \/>\n            <span class=\"tag\">Chrome\u63d2\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>\u5f00\u53d1\u8005\u4eb2\u81ea\u4ecb\u7ecd\u521b\u4f5c\u521d\u8877\uff0c\u6e90\u4e8e\u5176\u4e3b\u8425\u7684ConfettiSaaS\u4e1a\u52a1\uff0c\u5e0c\u671b\u5c06\u793c\u82b1\u4e50\u8da3\u666e\u53ca\u5230\u6240\u6709\u7f51\u7ad9\u3002\u6709\u4e00\u6761\u795d\u8d3a\u8bc4\u8bba\uff0c\u4e92\u52a8\u53cb\u597d\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u53d1\u73b0\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6570\u5b57\u7cd6\u679c\u201d\u2014\u2014\u63d0\u4f9b\u5373\u65f6\u7684\u611f\u5b98\u6109\u60a6\uff0c\u4f46\u7f3a\u4e4f\u5b9e\u9645\u529f\u80fd\u6df1\u5ea6\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u89e3\u51b3\u4e00\u4e2a\u521a\u6027\u75db\u70b9\uff0c\u800c\u662f\u654f\u9510\u5730\u6355\u6349\u5e76\u5546\u54c1\u5316\u4e86\u201c\u5fae\u4ea4\u4e92\u201d\u7684\u60c5\u611f\u9700\u6c42\u3002\u5728\u6548\u7387\u5de5\u5177\u6a2a\u884c\u7684\u8d5b\u9053\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u7528\u7eaf\u7cb9\u7684\u3001\u65e0\u610f\u4e49\u7684\u8da3\u5473\u4f5c\u4e3a\u5356\u70b9\uff0c\u8fd9\u6070\u6070\u662f\u5176\u7280\u5229\u4e4b\u5904\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\uff1a novelty effect\uff08\u65b0\u5947\u6548\u5e94\uff09\u8870\u9000\u540e\uff0c\u7528\u6237\u7559\u5b58\u5c06\u662f\u5de8\u5927\u6311\u6218\u3002\u793c\u82b1\u52a8\u753b\u5728\u521d\u6b21\u4f7f\u7528\u65f6\u5e26\u6765\u60ca\u559c\uff0c\u4f46\u5f88\u5feb\u53ef\u80fd\u88ab\u89c6\u4e3a\u89c6\u89c9\u5e72\u6270\uff0c\u5c24\u5176\u662f\u201c\u6df7\u6c8c\u201d\u5f3a\u5ea6\u6a21\u5f0f\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u5355\u4e00\u7684\u60c5\u611f\u4ef7\u503c\uff0c\u7f3a\u4e4f\u4e0e\u7f51\u9875\u5185\u5bb9\u6216\u7528\u6237\u884c\u4e3a\u7684\u667a\u80fd\u7ed3\u5408\uff0c\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u4f5c\u4e3a\u5176SaaS\u4e1a\u52a1\u7684\u5f15\u6d41\u54c1\u6216\u54c1\u724c\u5c55\u793a\u7a97\u53e3\u6216\u8bb8\u66f4\u4e3a\u5408\u7406\u3002\u5b83\u9a8c\u8bc1\u4e86\u201c\u6109\u60a6\u611f\u201d\u4f5c\u4e3a\u4e00\u79cd\u4ea7\u54c1\u7ef4\u5ea6\u7684\u5e02\u573a\u5b58\u5728\uff0c\u4f46\u540c\u65f6\u4e5f\u66b4\u9732\u4e86\u72ec\u7acb\u6210\u54c1\u7684\u5355\u8584\u3002\u82e5\u60f3\u7a81\u7834\u5de5\u5177\u5c5e\u6027\uff0c\u672a\u6765\u6216\u9700\u63a2\u7d22\u4e0e\u6e38\u620f\u5316\u3001\u6210\u5c31\u7cfb\u7edf\u6216\u751a\u81f3\u5fc3\u7406\u5065\u5eb7\uff08\u7f13\u89e3\u70b9\u51fb\u7126\u8651\uff09\u7b49\u66f4\u6df1\u5c42\u573a\u666f\u7684\u7ed3\u5408\uff0c\u5426\u5219\u6050\u96be\u9003\u88ab\u7528\u6237\u4e00\u65f6\u5174\u8d77\u5b89\u88c5\uff0c\u800c\u540e\u9ed8\u9ed8\u7981\u7528\u7684\u547d\u8fd0\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\">Confetti Burst Chrome Extension<\/span>\n                <\/div>\n<div class=\"comment-content\">Add fun confetti bursts to every click on any website. Customize intensity from subtle to chaotic. Free and privacy-friendly.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH folks \ud83d\udc4b<\/p>\n<p>Me again with a fun project.<br \/>\nRunning ConfettiSaaS is super fun seeing all those great projects  using confetti! But the downside is every website without confetti becomes boring \ud83d\ude05<\/p>\n<p>To fix this I build the Confetti Burst Extension!<br \/>\nIt adds confetti to every click on any website \ud83c\udf89\ud83c\udf89<\/p>\n<p>I hope you enjoy it!<br \/>\nHappy confetti popping \ud83e\udd73\ud83e\udd73<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch Lars!<\/p>\n<p>exciting one here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misterrpink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misterrpink<\/a>&nbsp;thank you! happy confetti popping \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/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\/K52ZPTLNYSO3UR\" class=\"app-title\">Today for Mobile<\/a><\/p>\n<div class=\"one-liner\">Write today. Let your past thoughts find you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3b\u6253\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u65e5\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u201c\u6bcf\u65e5\u4e00\u9875\u3001\u5348\u591c\u9501\u5b9a\u201d\u7684\u6781\u7b80\u5f3a\u5236\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u8fc7\u5ea6\u7ba1\u7406\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u7b14\u8bb0\u7cfb\u7edf\u800c\u758f\u4e8e\u771f\u5b9e\u601d\u8003\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u79fb\u52a8\u7aef\u5b9e\u73b0\u65e0\u538b\u529b\u3001\u4e13\u6ce8\u7684\u65e5\u5e38\u8bb0\u5f55\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\/92b2e3b0-a996-43ce-b6b6-281507dd8723.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/638ba0f3-19a6-444c-9c5c-73001e3e25c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2eb1e82-5114-4c19-90a1-bd7d6c9dfec1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8637bbb-e1f2-4d96-bc28-4e8f52f24de2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b35dad0f-c6bc-48f1-bb5c-b3550e048136.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30a756dd-8a4f-454f-9463-3a0cdd46f90f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/686befe4-6661-4be4-bd6f-18e7905c4a0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df42e4ff-a63c-422e-b8ba-f7e7aeb1cef8.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\/7279d42c-1d27-4b6e-a06b-9431f01c518d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WuKIZuUeeY8\"><source src=\"https:\/\/www.youtube.com\/watch?v=WuKIZuUeeY8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Privacy<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u65e5\u8bb0\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u5fc3\u667a\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6bcf\u65e5\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5353\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u65e0\u538b\u529b\u5199\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u53cd\u7b2c\u4e8c\u5927\u8111<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6781\u7b80\u8bbe\u8ba1\u5e26\u6765\u7684\u4e13\u6ce8\u611f\u548c\u201c\u5348\u591c\u9501\u5b9a\u201d\u4fc3\u6210\u7684\u8bb0\u5f55\u7eaa\u5f8b\u3002\u6838\u5fc3\u53cd\u9988\u662f\uff1a\u8be5\u5e94\u7528\u6709\u6548\u89e3\u51b3\u4e86\u7b14\u8bb0\u5de5\u5177\u5e26\u6765\u7684\u201c\u7ba1\u7406\u8d1f\u62c5\u201d\uff0c\u4ece\u201c\u7ba1\u7406\u7cfb\u7edf\u201d\u56de\u5f52\u201c\u771f\u5b9e\u601d\u8003\u201d\u3002\u201c\u8bb0\u5fc6\u8f68\u9053\u201d\u529f\u80fd\u83b7\u5f97\u597d\u8bc4\uff0c\u88ab\u8ba4\u4e3a\u80fd\u667a\u80fd\u5173\u8054\u8fc7\u5f80\u60f3\u6cd5\u3002\u7528\u6237\u671f\u5f85\u79fb\u52a8\u7aef\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5176\u9002\u5408\u5feb\u901f\u65e5\u5e38\u8bb0\u5f55\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                Today for Mobile \u770b\u4f3c\u662f\u53c8\u4e00\u6b3e\u65e5\u8bb0\u5e94\u7528\uff0c\u5b9e\u5219\u662f\u9488\u5bf9\u201c\u77e5\u8bc6\u7ba1\u7406\u7126\u8651\u201d\u7684\u4e00\u5242\u731b\u836f\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u65b9\u6cd5\u8bba\u7684\u4e00\u4e2a\u9634\u6697\u9762\uff1a\u5de5\u5177\u5f02\u5316\u3002\u5f53\u6784\u5efa\u548c\u7ef4\u62a4\u7b14\u8bb0\u7cfb\u7edf\u672c\u8eab\u6210\u4e3a\u76ee\u7684\uff0c\u601d\u8003\u4e0e\u8bb0\u5f55\u7684\u672c\u6e90\u4ef7\u503c\u4fbf\u5df2\u4e27\u5931\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u6bcf\u65e5\u4e00\u9875\u3001\u5348\u591c\u9501\u5b9a\u3001\u4e0d\u53ef\u7f16\u8f91\u201d\u8fd9\u4e09\u91cd\u8fd1\u4e4e\u4e13\u5236\u7684\u89c4\u5219\uff0c\u5f3a\u884c\u622a\u65ad\u4e86\u7528\u6237\u8fdb\u884c\u65e0\u4f11\u6b62\u4f18\u5316\u3001\u6574\u7406\u548c\u8868\u6f14\u5f0f\u8bb0\u5f55\u7684\u884c\u4e3a\u8def\u5f84\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u8ba4\u77e5\u51cf\u8d1f\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u201c\u8bb0\u5fc6\u8f68\u9053\u201d\u529f\u80fd\u662f\u70b9\u775b\u4e4b\u7b14\uff0c\u5b83\u5e76\u975e\u7b80\u5355\u7684\u641c\u7d22\uff0c\u800c\u662f\u88ab\u52a8\u3001\u667a\u80fd\u7684\u5173\u8054\u63d0\u9192\u3002\u8fd9\u5de7\u5999\u5730\u56de\u7b54\u4e86\u201c\u4e0d\u7ba1\u7406\u5982\u4f55\u68c0\u7d22\u201d\u7684\u8d28\u7591\u2014\u2014\u7cfb\u7edf\u66ff\u4f60\u5b8c\u6210\u5173\u8054\uff0c\u800c\u4f60\u53ea\u9700\u4e13\u6ce8\u5f53\u4e0b\u4e66\u5199\u3002\u8fd9\u6697\u5408\u4e86\u4eba\u7c7b\u8bb0\u5fc6\u672c\u8eab\u7684\u8fd0\u4f5c\u65b9\u5f0f\uff1a\u975e\u7ebf\u6027\u7684\u3001\u7531\u60c5\u5883\u89e6\u53d1\u7684\u3002\u5e94\u7528\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u5fc3\u667a\u7a7a\u95f4\u201d\u800c\u975e\u5de5\u5177\uff0c\u5176\u201c\u5b8c\u5168\u79bb\u7ebf\u4e0e\u9690\u79c1\u201d\u7684\u7279\u6027\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u8fd9\u4e00\u7acb\u573a\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u514d\u53d7\u6570\u5b57\u5e72\u6270\u7684\u7eaf\u7cb9\u5185\u7701\u73af\u5883\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u524d\u666f\u4e0e\u666e\u9002\u6027\u5b58\u7591\u3002\u8fd9\u79cd\u9ad8\u5ea6\u89c4\u8bad\u3001\u653e\u5f03\u63a7\u5236\u611f\u7684\u6a21\u5f0f\uff0c\u53ef\u80fd\u53ea\u5438\u5f15\u7279\u5b9a\u7fa4\u4f53\u2014\u2014\u90a3\u4e9b\u5df2\u6df1\u9677\u5de5\u5177\u590d\u6742\u6027\u5e76\u611f\u5230\u75b2\u60eb\u7684\u201c\u53cd\u601d\u8005\u201d\u3002\u5bf9\u4e8e\u4e60\u60ef\u81ea\u7531\u7f16\u8f91\u3001\u5e0c\u671b\u6784\u5efa\u4e2a\u4eba\u77e5\u8bc6\u5e93\u7684\u7528\u6237\u800c\u8a00\uff0c\u5b83\u663e\u5f97\u8fc7\u4e8e\u50f5\u5316\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u660e\u786e\u7684\u201c\u6570\u5b57\u51a5\u60f3\u5de5\u5177\u201d\uff0c\u800c\u975e\u901a\u7528\u7684\u7b14\u8bb0\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u6709\u591a\u5c11\u7528\u6237\u613f\u610f\u7528\u5f62\u5f0f\u4e0a\u7684\u81ea\u7531\uff0c\u4ea4\u6362\u5fc3\u667a\u4e0a\u7684\u4e13\u6ce8\u3002\u8fd9\u662f\u4e00\u573a\u9488\u5bf9\u6570\u5b57\u65f6\u4ee3\u8bb0\u5f55\u4e60\u60ef\u7684\u6fc0\u8fdb\u5b9e\u9a8c\uff0c\u7ed3\u679c\u5982\u4f55\uff0c\u6709\u5f85\u89c2\u5bdf\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\">Today for Mobile<\/span>\n                <\/div>\n<div class=\"comment-content\">Today is a privacy-first journaling app built for thinking clearly, without managing a system. I built it after realizing I was spending more time tweaking my \u201csecond brain\u201d than using my first. One page a day, locked at midnight. No edits, no cleanup. Memory Rail brings back relevant past thoughts as you write. Fully offline and private. Now available on Android.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I spent more time tweaking my \u201csecond brain\u201d than actually using my first \ud83d\ude05<\/p>\n<p>Every time an old idea came back, I\u2019d go blank, then waste time digging through notes that never really helped.<\/p>\n<p>That frustration led to a simple question:<br \/>\nWhat if journaling didn\u2019t require any system at all?<\/p>\n<p>So I built the opposite:<\/p>\n<p>&#8211; One page per day<br \/>\n&#8211; Locks at midnight<br \/>\n&#8211; Fully offline<\/p>\n<p>At first it felt restrictive, but it actually made thinking easier. No editing, no organizing, no pressure.<\/p>\n<p>Memory Rail came later, almost as a correction to my original problem. Instead of searching your past, it brings the right parts back while you write.<\/p>\n<p>After launching on desktop, a lot of people asked for a mobile version, so this is that step.<\/p>\n<p>Curious how this feels on Android, especially for quick, everyday journaling.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using the desktop app for some time now and was eagerly waiting for the mobile version, awesome to see it finally launched! Looking forward to using it on the go \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayushpatil0810\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushpatil0810<\/a>&nbsp;<\/p>\n<p>Really appreciate that \ud83d\ude4c<br \/>Excited to hear how it feels once you start using it on the go \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It&#8217;s been a few days since I have started using the &#8220;Today&#8221; app. Unlike any other note making app, this is straightforward, minimalistic and yet has gorgeous themes. While the features like memory rail are indeed attractive, its core theme of locked notes per day truly makes for honest journaling discipline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@parthgithub_byte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parthgithub_byte<\/a>&nbsp;<br \/>Thank you , this captures the intent behind the app clearly.<br \/>Glad it\u2019s helping you stay consistent and intentional with your journaling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this since beta and it genuinely feels different. No clutter, no pressure to organize, just open it and think. The midnight reset is underrated, it actually helps you move on instead of over-editing yesterday. Feels more like a mental space than an app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@siddhesh_rane6<br \/>\nReally glad it\u2019s clicking for you. \u2018Mental space, not an app\u2019 is exactly what we were aiming for.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 midnight lock is the reality check I didn&#8217;t know I needed. I used to spend hours &#8216;cleaning up&#8217; my notes, but Today forced me to stop performing and start actually thinking. The Memory Rail is like a conversation with my past self\u2014it pulls up exactly what I forgot I knew, right when I need it. If you\u2019re tired of managing a complex &#8216;second brain&#8217; and just want your first one to work better, this is 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sudarshan_khot<br \/>\nThat\u2019s a great way to put it. Less managing, more thinking. Happy the midnight lock + Memory Rail are working for you.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/WXJOUP5E4YRNRE\" class=\"app-title\">Celaro<\/a><\/p>\n<div class=\"one-liner\">A code-first newsletter CMS, with a UI for content.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Celaro\u662f\u4e00\u6b3e\u4ee3\u7801\u4f18\u5148\u7684\u65b0\u95fb\u90ae\u4ef6CMS\uff0c\u901a\u8fc7\u4ee3\u7801\u5757\u5b9a\u4e49\u7ed3\u6784\u3001UI\u754c\u9762\u5904\u7406\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4e0e\u5f00\u53d1\u4eba\u5458\u5728\u521b\u5efa\u590d\u6742\u90ae\u4ef6\u65f6\u56e0\u7f16\u8f91\u5668\u7b28\u62d9\u3001\u683c\u5f0f\u9519\u4e71\u800c\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\/58e266be-620b-45f2-a46f-b58e37f0012b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95ecbb43-6f59-4605-9966-1bee805ed6ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e119fc6-6595-49e6-916a-9f5bf9aba92b.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\">Newsletters<\/span><br \/>\n            <span class=\"tag\">Email Marketing<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4ee3\u7801\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u90ae\u4ef6\u901a\u8baf<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">React Email<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u534f\u540c\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\u53cd\u9988\u4e3b\u8981\u5206\u4e3a\u4e24\u70b9\uff1a\u4e00\u662f\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ece\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\uff08\u4f20\u7edf\u7f16\u8f91\u5668\u7b28\u62d9\u3001\u683c\u5f0f\u6613\u5d29\u6e83\uff09\u8f6c\u5411\u5f53\u524d\u201c\u4ee3\u7801\u4f18\u5148+UI\u7f16\u8f91\u201d\u5b9a\u4f4d\u7684\u8fc7\u7a0b\uff0c\u5e76\u5bfb\u6c42\u7528\u6237\u5f53\u524d\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\uff1b\u4e8c\u662f\u6709\u7528\u6237\u6307\u51fa\u5b98\u7f51\u7740\u9646\u9875\u6587\u5b57\u53ef\u8bfb\u6027\u5dee\uff0c\u56e2\u961f\u5df2\u627f\u8bfa\u4fee\u590d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Celaro\u8bd5\u56fe\u5728\u201c\u5b8c\u5168\u53ef\u89c6\u5316\u62d6\u62fd\u201d\u548c\u201c\u7eaf\u624b\u5199\u4ee3\u7801\u201d\u4e24\u4e2a\u6781\u7aef\u4e4b\u95f4\uff0c\u5bfb\u627e\u4e00\u4e2a\u770b\u4f3c\u7cbe\u51c6\u7684\u4e2d\u95f4\u8d5b\u9053\uff1a\u8ba9\u5f00\u53d1\u8005\u7528\u4ee3\u7801\u5b9a\u4e49\u575a\u56fa\u7684\u90ae\u4ef6\u7ed3\u6784\u548c\u7ec4\u4ef6\uff0c\u8ba9\u5185\u5bb9\u8fd0\u8425\u8005\u5728\u6e05\u723d\u7684UI\u4e2d\u586b\u5145\u5185\u5bb9\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6280\u672f\u6808\u7684\u65b0\u9896\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5206\u4e86\u4e00\u4e2a\u7ec6\u5206\u534f\u540c\u573a\u666f\u2014\u2014\u6280\u672f-\u8425\u9500\u56e2\u961f\u7684\u5185\u90e8\u5de5\u4f5c\u6d41\u6469\u64e6\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\u5e02\u573a\u5b9a\u4f4d\u7565\u663e\u5c34\u5c2c\uff1a\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u7528\u6237\uff0cBeehiiv\u6216Substack\u7684\u5b8c\u5168\u53ef\u89c6\u5316\u65b9\u6848\u66f4\u7b80\u5355\uff1b\u5bf9\u4e8e\u91cd\u5ea6\u5b9a\u5236\u5316\u56e2\u961f\uff0c\u76f4\u63a5\u4f7f\u7528React Email\u7b49\u5f00\u6e90\u6846\u67b6\u642d\u914d\u81ea\u5efa\u540e\u53f0\u53ef\u80fd\u66f4\u5f7b\u5e95\u3002Celaro\u7684\u201c\u6df7\u5408\u6a21\u5f0f\u201d\u9700\u8981\u8bf4\u670d\u4e24\u4e2a\u89d2\u8272\u540c\u65f6\u6539\u53d8\u4e60\u60ef\uff0c\u8fc1\u79fb\u6210\u672c\u4e0d\u4f4e\u3002\u5176\u6b21\uff0c\u201c\u4ee3\u7801\u4f18\u5148\u201d\u672c\u8d28\u4e0a\u5c06\u90ae\u4ef6\u6a21\u677f\u7684\u7ef4\u62a4\u8d23\u4efb\u548c\u95e8\u69db\u7559\u7ed9\u4e86\u5f00\u53d1\u8005\uff0c\u4ea7\u54c1\u66f4\u50cf\u4e00\u4e2a\u201c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u7684\u90ae\u4ef6\u5185\u5bb9\u7ba1\u7406API\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u72ec\u7acb\u5b8c\u6574\u7684SaaS\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u9650\u5236\u4e86\u5176\u76ee\u6807\u5e02\u573a\u7684\u5e7f\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u4e3b\u52a8\u5bfb\u6c42\u7528\u6237\u201c\u5f53\u524d frustrations\u201d\u7684\u4e3e\u52a8\u53ef\u4ee5\u770b\u51fa\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u9a8c\u8bc1\u6838\u5fc3\u5047\u8bbe\u7684\u65e9\u671f\u9636\u6bb5\u3002\u90a3\u6761\u5173\u4e8e\u201c\u7740\u9646\u9875\u6587\u5b57\u53ef\u8bfb\u6027\u5dee\u201d\u7684\u53cd\u9988\uff0c\u867d\u770b\u4f3c\u8868\u9762\uff0c\u5374\u9690\u55bb\u7740\u66f4\u6df1\u5c42\u98ce\u9669\uff1a\u5982\u679c\u8fde\u9762\u5411\u65e9\u671f\u91c7\u7eb3\u8005\u7684\u95e8\u9762\u90fd\u5ffd\u89c6\u7528\u6237\u4f53\u9a8c\u7ec6\u8282\uff0c\u53c8\u5982\u4f55\u8ba9\u4eba\u4fe1\u670d\u5176\u80fd\u5f7b\u5e95\u89e3\u51b3\u201c\u90ae\u4ef6\u521b\u5efa fiddly\u201d\u7684\u6838\u5fc3\u627f\u8bfa\uff1f\u4ea7\u54c1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u534f\u540c\u75db\u70b9\uff0c\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u72ed\u7a84\u7684\u8d5b\u9053\u4e2d\uff0c\u5c06\u201c\u4ee3\u7801\u63a7\u5236\u529b\u201d\u4e0e\u201c\u5185\u5bb9\u7f16\u8f91\u4fbf\u6377\u6027\u201d\u7684\u7ed3\u5408\u505a\u5230\u6781\u81f4\uff0c\u5e76\u627e\u5230\u90a3\u7fa4\u6070\u597d\u88ab\u73b0\u6709\u5de5\u5177\u540c\u65f6\u6298\u78e8\u7740\u7684\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u521b\u4f5c\u8005\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\">Celaro<\/span>\n                <\/div>\n<div class=\"comment-content\">Create newsletters using code-based building blocks, with a simple UI for writing and editing content.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, long time no see \ud83d\udc4b<\/p>\n<\/p>\n<p>We originally built Celaro in a different direction. But along the way, we kept running into the same problem:<\/p>\n<p>Creating newsletters is way more fiddly than it should be.<\/p>\n<\/p>\n<p>Clunky editors. Formatting breaks. Constant workarounds.<br \/>You end up fighting the tool more than actually writing.<\/p>\n<\/p>\n<p>So we decided to focus on that.<\/p>\n<\/p>\n<p>Celaro is a code-first newsletter CMS, with a UI for content.<br \/>Think code-based building blocks, edited through a simple admin interface.<\/p>\n<p>You define the structure in code. Everything else happens in a clean admin UI.<\/p>\n<\/p>\n<p>It works especially well if one of you likes working in code, and another just wants to write without touching it.<\/p>\n<\/p>\n<p>If you&#8217;re building emails with React Email, SendGrid, Beehiiv, Mailchimp, or anything similar, this might be for you.<\/p>\n<\/p>\n<p>Would love to hear how you&#8217;re doing it today, and what&#8217;s frustrating about it.<\/p>\n<\/p>\n<p>Cheers \u2764<\/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>Hey, love the idea and branding! One concern though is that this text on the landing is quite difficult to read.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb6004d3-f08d-4de4-877b-77784e182ba2.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahh1539\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahh1539<\/a>&nbsp;Thanks for pointing that out, we&#8217;ll fix it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/RPBPUVEKE4VNKZ\" class=\"app-title\">Petty Court<\/a><\/p>\n<div class=\"one-liner\">Formal justice for completely trivial crimes.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u4e3a\u751f\u6d3b\u4e2d\u5fae\u4e0d\u8db3\u9053\u7684\u201c\u5192\u72af\u201d\u63d0\u4ea4\u6b63\u5f0f\u6295\u8bc9\u3001\u5e76\u83b7\u53d6AI\u751f\u6210\u6cd5\u5ead\u5224\u51b3\u98ce\u683c\u901a\u77e5\u7684\u5e94\u7528\uff0c\u4ee5\u5e7d\u9ed8\u3001\u5f62\u5f0f\u5316\u7684\u65b9\u5f0f\u89e3\u51b3\u4e86\u4eba\u4eec\u56e0\u7410\u4e8b\u5fc3\u751f\u4e0d\u6ee1\u5374\u53c8\u96be\u4ee5\u542f\u9f7f\u7684\u793e\u4ea4\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\/895c290d-b5f0-4d65-8516-5f8f0bf94b2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2d6c9d4-d185-47ca-add3-41f9d9d9cc53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20f26d36-7cf2-45e8-8fb2-3640577a7044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19661b00-e737-4ec1-9098-165273ab4ba2.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\">Free Games<\/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\">\u5a31\u4e50\u793e\u4ea4<\/span><br \/>\n            <span class=\"tag\">\u89e3\u538b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9<\/span><br \/>\n            <span class=\"tag\">\u8da3\u5473\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5173\u7cfb\u4e92\u52a8<\/span><br \/>\n            <span class=\"tag\">\u5e7d\u9ed8\u6295\u8bc9<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u73a9\u5177<\/span><br \/>\n            <span class=\"tag\">\u60c5\u611f\u5ba3\u6cc4<\/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\u4e3b\u8981\u4f53\u73b0\u4e3a\u5b9e\u9645\u4f7f\u7528\uff08\u5df2\u63d0\u4ea4\u591a\u8d77\u201c\u6848\u4ef6\u201d\uff09\u548c\u8da3\u5473\u4e92\u52a8\u3002\u5f00\u53d1\u8005\u8bc4\u8bba\u89e3\u91ca\u4e86\u4ea7\u54c1\u521d\u8877\uff1a\u7528\u6b63\u5f0f\u5f62\u5f0f\u5316\u89e3\u7410\u788e\u6028\u6c14\u3002\u8bc4\u8bba\u4e2d\u672a\u53d1\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\uff0c\u66f4\u591a\u662f\u4f53\u9a8c\u5206\u4eab\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Petty Court \u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u5de5\u5177\uff0c\u800c\u662f\u4e00\u9762\u7cbe\u51c6\u6355\u6349\u5f53\u4ee3\u793e\u4ea4\u60c5\u7eea\u7684\u201c\u6570\u5b57\u54c8\u54c8\u955c\u201d\u3002\u5b83\u5c06\u65e5\u5e38\u751f\u6d3b\u4e2d\u90a3\u4e9b\u5fae\u4e0d\u8db3\u9053\u3001\u4e0a\u4e0d\u4e86\u53f0\u9762\u5374\u53c8\u771f\u5b9e\u5b58\u5728\u7684\u70e6\u8e81\u611f\u2014\u2014\u5982\u4f34\u4fa3\u4e71\u6254\u889c\u5b50\u3001\u670b\u53cb\u5df2\u8bfb\u4e0d\u56de\u2014\u2014\u5305\u88c5\u8fdb\u4e00\u4e2a\u4e25\u8083\u7684\u201c\u6cd5\u5ead\u201d\u8303\u5f0f\u91cc\uff0c\u901a\u8fc7\u6781\u81f4\u7684\u201c\u5f62\u5f0f\u6b63\u4e49\u201d\u6765\u8fbe\u6210\u60c5\u611f\u5ba3\u6cc4\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5bf9\u201c\u8f83\u771f\u201d\u8fd9\u4e00\u884c\u4e3a\u7684\u620f\u8c11\u5316\u89e3\u6784\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5de7\u5999\u5730\u5229\u7528\u4e86\u4e24\u79cd\u53cd\u5dee\u611f\u6765\u5236\u9020\u8da3\u5473\uff1a\u4e00\u662f\u8bae\u9898\u7684\u6781\u7aef\u7410\u788e\u4e0e\u6d41\u7a0b\u7684\u6781\u7aef\u6b63\u5f0f\u4e4b\u95f4\u7684\u53cd\u5dee\uff1b\u4e8c\u662f\u4eba\u7c7b\u7528\u6237\u5fc3\u77e5\u809a\u660e\u7684\u73a9\u7b11\u610f\u56fe\u4e0eAI\u6cd5\u5b98\u201c\u4e00\u4e1d\u4e0d\u82df\u201d\u5ba1\u7406\u4e4b\u95f4\u7684\u53cd\u5dee\u3002\u8fd9\u521b\u9020\u4e86\u4e00\u79cd\u5b89\u5168\u4e14\u5bcc\u6709\u521b\u610f\u7684\u8868\u8fbe\u7a7a\u95f4\uff0c\u8ba9\u8d1f\u9762\u60c5\u7eea\u5f97\u4ee5\u7528\u4e00\u79cd\u65e0\u653b\u51fb\u6027\u3001\u751a\u81f3\u80fd\u4fc3\u8fdb\u4e92\u52a8\u7684\u65b9\u5f0f\u91ca\u653e\u3002\u4e0e\u5176\u8bf4\u5b83\u5728\u63d0\u4f9b\u201c\u6b63\u4e49\u201d\uff0c\u4e0d\u5982\u8bf4\u5b83\u5728\u63d0\u4f9b\u4e00\u79cd\u5177\u6709\u793e\u4ea4\u8d27\u5e01\u5c5e\u6027\u7684\u201c\u60c5\u7eea\u5267\u672c\u201d\u548c\u201c\u5173\u7cfb\u9ecf\u5408\u5242\u201d\u2014\u2014\u90a3\u4efd\u53ef\u5206\u4eab\u7684\u201c\u5224\u51b3\u4e66\u201d\uff0c\u6b63\u662f\u5bf9\u8bdd\u7684\u5ef6\u7eed\u800c\u975e\u7ec8\u7ed3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u5176\u751f\u547d\u529b\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u7684\u65b0\u9c9c\u611f\u4e0e\u5206\u4eab\u6b32\uff0c\u529f\u80fd\u6df1\u5ea6\u6709\u9650\uff0c\u91cd\u590d\u4f7f\u7528\u5bb9\u6613\u5bfc\u81f4\u8da3\u5473\u6027\u8870\u51cf\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u793e\u4ea4\u73a9\u5177\u201d\u6216\u4e00\u6b21\u6027\u8bdd\u9898\u5f15\u7206\u70b9\uff0c\u800c\u975e\u62e5\u6709\u957f\u671f\u7528\u6237\u9ecf\u6027\u7684\u5e73\u53f0\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u6301\u7eed\u6fc0\u53d1\u7528\u6237\u521b\u9020\u548c\u4f20\u64ad\u8fd9\u4e9b\u5e7d\u9ed8\u7684\u201c\u5fae\u578b\u620f\u5267\u201d\u3002\u5728AI\u5e94\u7528\u65e5\u8d8b\u540c\u8d28\u5316\u7684\u5f53\u4e0b\uff0cPetty Court \u4ee5\u56db\u4e24\u62e8\u5343\u65a4\u7684\u59ff\u6001\uff0c\u5c55\u793a\u4e86AI\u4f5c\u4e3a\u201c\u6c1b\u56f4\u8425\u9020\u8005\u201d\u548c\u201c\u793e\u4ea4\u50ac\u5316\u5242\u201d\u7684\u53e6\u4e00\u79cd\u8f7b\u5de7\u53ef\u80fd\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u4e00\u6b3e\u6301\u4e45\u7684\u4ea7\u54c1\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\">Petty Court<\/span>\n                <\/div>\n<div class=\"comment-content\">Justice for the unjustly inconvenienced. File formal complaints about everyday frustrations and receive shareable verdicts styled as real court notices.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Filed 5 cases against my friends and my wife already \ud83d\ude1b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tejas_godboley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tejas_godboley<\/a>&nbsp;I&#8217;ll be counter-filing soon. XD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I built Petty Court because some grievances are too petty for a serious conversation, but too real to just let go. Sometimes you just need the universe to formally acknowledge that yes, what they did was wrong. A court notice with a GUILTY stamp is infinitely more cathartic than a passive-aggressive text.<\/p>\n<p>The court is presided over by two AI judges who take everything completely seriously, with a straight face and everything. Practical question: what would YOU file a complaint about? Drop it below, and I&#8217;ll submit it live and post the verdict here.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/UWCMFMWIHEJ77R\" class=\"app-title\">MedIQGPT<\/a><\/p>\n<div class=\"one-liner\">Your Health Records, Intelligently Organized<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u5b89\u5168\u4e0a\u4f20\u3001\u5b58\u50a8\u3001\u641c\u7d22\u548c\u89e3\u8bfb\u4e2a\u4eba\u533b\u7597\u6587\u6863\u7684\u5e94\u7528\uff0c\u5728\u7528\u6237\u9762\u4e34\u6d77\u91cf\u3001\u6742\u4e71\u533b\u7597\u6587\u4ef6\uff08\u5c24\u5176\u662f\u4e0d\u6613\u8fa8\u8ba4\u7684\u624b\u5199\u5355\u636e\uff09\u65f6\uff0c\u5145\u5f53\u79c1\u5bc6\u3001\u667a\u80fd\u7684\u6863\u6848\u7ba1\u7406\u52a9\u624b\uff0c\u7f13\u89e3\u4fe1\u606f\u6df7\u4e71\u4e0e\u7126\u8651\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\/dc995b05-ac0a-40a3-a6c0-5ca062eb9f11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/945016e1-7cc8-4b04-82f5-24f19137eb32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c79a04a7-f036-4189-9c6d-584c45df578c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6c8e024-c66c-4754-b59a-8ebe682c69b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c9657e-0f4b-4e4b-93a3-66130b106ecb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0092d1cc-e9ef-461b-a44e-86c40114721f.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\/3378668c-56fb-41f4-8151-8417b7dd1794.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FRkfUBoBmN4\"><source src=\"https:\/\/www.youtube.com\/watch?v=FRkfUBoBmN4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Health &#038; Fitness<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Medical<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u8bb0\u5f55\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">AI\u6587\u6863\u89e3\u8bfb<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597\u4fe1\u606f\u7ec4\u7ec7<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u5bb6\u5ead\u5171\u4eab<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u975e\u8bca\u65ad\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6OCR<\/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\u53cd\u9988\u96c6\u4e2d\u5728\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u62c5\u5fe7\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u91c7\u7528\u4f01\u4e1a\u7ea7\u52a0\u5bc6\u3001\u884c\u7ea7\u6570\u636e\u9694\u79bb\u3001\u627f\u8bfa\u6c38\u4e0d\u5229\u7528\u6570\u636e\u8bad\u7ec3AI\u6216\u5c55\u793a\u5e7f\u544a\uff0c\u5e76\u63d0\u4f9b\u6570\u636e\u5220\u9664\/\u5bfc\u51fa\u529f\u80fd\u4ee5\u5efa\u7acb\u4fe1\u4efb\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                MedIQGPT\u7684\u5b9a\u4f4d\u663e\u793a\u51fa\u4e00\u79cd\u5728\u55a7\u56a3\u7684AI\u533b\u7597\u8d5b\u9053\u4e2d\u96be\u5f97\u7684\u201c\u514b\u5236\u201d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6210\u4e3a\u53c8\u4e00\u4e2a\u8bd5\u56fe\u66ff\u4ee3\u533b\u751f\u8bca\u65ad\u7684\u201cAI\u5065\u5eb7\u987e\u95ee\u201d\uff0c\u800c\u662f\u9000\u4e00\u6b65\uff0c\u805a\u7126\u4e8e\u4e00\u4e2a\u66f4\u57fa\u7840\u3001\u66f4\u666e\u904d\u5374\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u4e2a\u4eba\u533b\u7597\u4fe1\u606f\u7684\u7269\u7406\u4e0e\u8ba4\u77e5\u6df7\u4e71\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5176\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u6e05\u6670\u7684\u8fb9\u754c\u611f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5728\u6570\u636e\u5373\u9ec4\u91d1\u7684\u65f6\u4ee3\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u660e\u786e\u5ba3\u79f0\u201c\u96f6AI\u8bad\u7ec3\u201d\uff0c\u8fd9\u65e2\u662f\u5176\u6700\u5927\u7684\u5356\u70b9\uff0c\u4e5f\u53ef\u80fd\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6f5c\u5728\u67b7\u9501\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u667a\u80fd\u6587\u4ef6\u67dc\u201d\u548c\u201c\u672f\u8bed\u7ffb\u8bd1\u5668\u201d\uff0c\u8fd9\u964d\u4f4e\u4e86\u76d1\u7ba1\u98ce\u9669\u548c\u6cd5\u5f8b\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u5e02\u573a\u5929\u82b1\u677f\u9650\u5b9a\u5728\u5de5\u5177\u5c42\u9762\uff0c\u800c\u975e\u8bca\u65ad\u6216\u6cbb\u7597\u670d\u52a1\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u53ef\u4ee5\u770b\u51fa\uff0c\u5373\u4f7f\u7528\u5c3d\u52a0\u5bc6\u4e0e\u5408\u540c\u627f\u8bfa\uff0c\u7528\u6237\u5bf9\u4e91\u7aef\u5b58\u50a8\u533b\u7597\u6570\u636e\u7684\u672c\u80fd\u8b66\u60d5\u4ecd\u662f\u5176\u589e\u957f\u7684\u6700\u5927\u969c\u788d\u3002\u5f00\u53d1\u8005\u7684\u8be6\u7ec6\u56de\u5e94\u662f\u6559\u79d1\u4e66\u7ea7\u7684\u5371\u673a\u516c\u5173\uff0c\u4f46\u5c06\u4fe1\u4efb\u6784\u5efa\u4e8e\u6280\u672f\u7ec6\u8282\uff08\u5982AES-256\uff09\u548c\u5546\u4e1a\u627f\u8bfa\uff0c\u800c\u975e\u5982\u672c\u5730\u5316\u5904\u7406\u7b49\u66f4\u5f7b\u5e95\u7684\u6280\u672f\u8def\u5f84\uff0c\u5176\u957f\u671f\u8bf4\u670d\u529b\u6709\u5f85\u8003\u9a8c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4eceOCR\u5de5\u5177\u6f14\u5316\u4e3a\u201c\u9690\u79c1\u4f18\u5148\u667a\u80fd\u5c42\u201d\u7684\u8def\u5f84\u4e5f\u63ed\u793a\u4e86\u5176\u6d1e\u5bdf\uff1a\u7528\u6237\u6700\u6df1\u5c42\u7684\u75db\u5e76\u975e\u201c\u770b\u4e0d\u61c2\u201d\uff0c\u800c\u662f\u201c\u627e\u4e0d\u5230\u201d\u548c\u201c\u4fe1\u4e0d\u8fc7\u201d\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u6216\u8bb8\u5e76\u975eAI\u7684\u201c\u667a\u80fd\u201d\u6709\u591a\u5f3a\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u4fa7\u7ffc\u201d\u7684\u5b9a\u4f4d\u662f\u5426\u8db3\u591f\u575a\u5b9e\u3002\u5728\u5370\u5ea6\u7b49\u65b0\u5174\u5e02\u573a\uff0c\u9762\u5bf9\u624b\u5199\u5355\u636e\u6cdb\u6ee5\u3001\u533b\u7597\u8bb0\u5f55\u5206\u6563\u7684\u5bb6\u5ead\u573a\u666f\uff0c\u5b83\u63d0\u4f9b\u4e86\u5207\u5b9e\u7684\u79e9\u5e8f\u3002\u7136\u800c\uff0c\u5176\u672a\u6765\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4e0d\u89e6\u78b0\u6570\u636e\u7ea2\u7ebf\u7684\u524d\u63d0\u4e0b\uff0c\u6301\u7eed\u63d0\u5347\u201c\u667a\u80fd\u201d\u9644\u52a0\u503c\uff0c\u907f\u514d\u6ca6\u4e3a\u5355\u7eaf\u7684\u52a0\u5bc6\u4e91\u76d8\uff0c\u5e76\u771f\u6b63\u8de8\u8d8a\u7528\u6237\u5fc3\u4e2d\u90a3\u9053\u5173\u4e8e\u9690\u79c1\u7684\u201c\u4fe1\u4efb\u9e3f\u6c9f\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\">MedIQGPT<\/span>\n                <\/div>\n<div class=\"comment-content\">Upload, store, search and understand your medical documents with AI. Secure storage, AI-powered search, and family sharing &#8211; private by design. Start for free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We&#8217;ve all watched friends and family scramble through stacks of medical reports, prescriptions, and lab results during health scares &#8211; especially in India where handwritten notes are often illegible scribbles. People feel lost, anxious, and clueless about their conditions (or their kids&#8217; or parents&#8217;), needing a trusted companion to explain terms, organize files, and answer day-to-day questions without exploiting their data.<\/p>\n<p>That&#8217;s the problem we solved: No privacy-invasive AI &#8220;health advisor&#8221; that trains on your sensitive info or guesses at messy handwriting (we don&#8217;t; we just store it safely for doctors). Instead, mediqgpt.com is your personal medical data sidekick\u2014a secure organizer for all your docs, reports, and histories (even for pets). It explains jargon clearly, retrieves info instantly, and empowers you (and your doctor) with complete context during urgent moments &#8211; never selling or training on your data.<\/p>\n<p>Our process evolved from a simple OCR tool for prescriptions to this full privacy-first intelligence layer after user tests showed the real pain: disorganized chaos in complex journeys for young kids and elders. We&#8217;re not a doctor replacement, just the confident companion you need to navigate without the fear.<\/p>\n<p>Try it at mediqgpt.com launching now! \ud83d\ude80 #HealthTech #PrivacyFirst #MedIQGPT<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 am a little worried about medical records getting uploaded on a new platform. Even though you seem not to train on the personal data but this data residing somewhere has me worried. How do you handle that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey, <a href=\"https:\/\/www.producthunt.com\/@shardul_lavekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shardul_lavekar<\/a>&nbsp;that&#8217;s a valid concern! Medical data deserves top-tier protection, especially on a new platform like ours. TBH I&#8217;d feel the same way.<\/p>\n<\/p>\n<p><strong>Your data stays YOURS:<\/strong><\/p>\n<ul>\n<li>\n<p>AES-256 encryption + TLS everywhere your data travels<\/p>\n<\/li>\n<li>\n<p>Row-level security in the database, only YOU see your documents (or who you share with)<\/p>\n<\/li>\n<li>\n<p>Zero AI training on your docs (Azure\/Bedrock contracts guarantee this)<\/p>\n<\/li>\n<li>\n<p>Delete\/export anytime. No selling, no sharing.<\/p>\n<\/li>\n<\/ul>\n<p>Internally, we have decided to never showing any ads, because ads can seem very invasive at times, esp on platforms where your medical data resides.<\/p>\n<\/p>\n<p>Full details: [<a href=\"http:\/\/mediqgpt.com\/privacy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mediqgpt.com\/privacy<\/a>]<\/p>\n<\/p>\n<p>Happy to show exactly how it works! \ud83d\ude4c<\/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\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/6BAOXZGJ6FZ3NS\" class=\"app-title\">Crickets<\/a><\/p>\n<div class=\"one-liner\">Every repo&#8217;s health, without bugging your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5de5\u7a0b\u7ecf\u7406\u548c\u6280\u672f\u8d1f\u8d23\u4eba\u63d0\u4f9b\u7684\u6668\u95f4\u4eea\u8868\u76d8\uff0c\u901a\u8fc7\u8fde\u63a5GitHub\u7ec4\u7ec7\uff0c\u65e0\u6253\u6270\u5730\u96c6\u4e2d\u5c55\u793a\u4ee3\u7801\u5e93\u5065\u5eb7\u72b6\u6001\uff0c\u5feb\u901f\u8bc6\u522b\u963b\u585e\u9879\u4e0e\u98ce\u9669\u70b9\uff0c\u89e3\u51b3\u591a\u9879\u76ee\u7ba1\u7406\u4e2d\u4fe1\u606f\u788e\u7247\u5316\u3001\u624b\u52a8\u8ffd\u8e2a\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 single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2958d6d-cae0-4d5a-93c5-570b69888bde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5de5\u7a0b\u7ba1\u7406\u4eea\u8868\u76d8<\/span><br \/>\n            <span class=\"tag\">GitHub\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u5e93\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u7814\u53d1\u6548\u80fd<\/span><br \/>\n            <span class=\"tag\">\u65e0\u6253\u6270\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u503a\u52a1\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">SaaS\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>\u8bc4\u8bba\u8005\u4e3a\u4ea7\u54c1\u521b\u59cb\u4eba\uff0c\u9610\u8ff0\u4e86\u81ea\u8eab\u5728\u591a\u9879\u76ee\u3001\u591a\u56e2\u961f\u7ba1\u7406\u4e2d\u7684\u75db\u70b9\uff0c\u5373\u624b\u52a8\u5728GitHub\u4e2d\u8ffd\u8e2a\u4fe1\u606f\u6548\u7387\u4f4e\u4e0b\u4e14\u6613\u6253\u6270\u56e2\u961f\u3002Crickets\u662f\u5176\u89e3\u51b3\u65b9\u6848\uff0c\u80fd\u5feb\u901f\u6982\u89c8\u963b\u585e\u9879\uff0c\u65e0\u9700\u6253\u6270\u56e2\u961f\u6210\u5458\u3002\u76ee\u524d\u65e0\u5176\u4ed6\u7528\u6237\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                Crickets\u5207\u5165\u7684\u662f\u4e00\u4e2a\u7cbe\u51c6\u4e14\u666e\u904d\u5b58\u5728\u7684\u7ba1\u7406\u7f1d\u9699\uff1a\u6280\u672f\u7ba1\u7406\u8005\u5bf9\u9879\u76ee\u201c\u5065\u5eb7\u5ea6\u201d\u7684\u77e5\u60c5\u6743\u4e0e\u201c\u5fae\u89c2\u7ba1\u7406\u201d\u9a9a\u6270\u56e2\u961f\u4e4b\u95f4\u7684\u8fb9\u754c\u77db\u76fe\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u65b0\u6570\u636e\uff0c\u800c\u662f\u5bf9GitHub\u73b0\u6709\u6570\u636e\u7684\u201c\u964d\u566a\u91cd\u7ec4\u201d\u4e0e\u201c\u98ce\u9669\u63d0\u70bc\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06\u6563\u843d\u5728\u5404\u4ed3\u5e93\u7684Issue\u3001PR\u3001\u914d\u7f6e\u4fe1\u606f\u8f6c\u5316\u4e3a\u201c\u5f85\u529e\u4e8b\u9879\u201d\u4e0e\u201c\u98ce\u9669\u96f7\u8fbe\u201d\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u4ee3\u7801\u3001\u65e0\u4ee3\u7406\u201d\u6a21\u5f0f\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u6697\u793a\u4e86\u5176\u5929\u82b1\u677f\u2014\u2014\u6df1\u5ea6\u4f9d\u8d56GitHub API\u7684\u73b0\u6709\u6570\u636e\u7ef4\u5ea6\uff0c\u96be\u4ee5\u89e6\u53ca\u4ee3\u7801\u8d28\u91cf\u3001\u90e8\u7f72\u6d41\u6c34\u7ebf\u72b6\u6001\u7b49\u66f4\u6df1\u5c42\u5de5\u7a0b\u6307\u6807\u3002\u5176\u5217\u4e3e\u7684\u76d1\u63a7\u9879\uff0c\u5982\u65e0\u4eba\u8ba4\u9886\u7684Bug\u3001\u50f5\u5c38Issue\u3001\u5df4\u58eb\u56e0\u5b50\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u957f\u671f\u5b58\u5728\u7684\u56e2\u961f\u534f\u4f5c\u60f0\u6027\u4e0e\u6280\u672f\u503a\u52a1\u8fdb\u884c\u4e86\u663e\u6027\u5316\u3001\u4eea\u8868\u76d8\u5316\uff0c\u8fd9\u5bf9\u7ba1\u7406\u8005\u662f\u5229\u5668\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u5236\u9020\u7126\u8651\u7684\u201c\u76d1\u63a7\u5de5\u5177\u201d\uff0c\u5173\u952e\u5728\u4e8e\u56e2\u961f\u5982\u4f55\u5171\u8bc6\u6027\u5730\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u770b\uff0c\u5b83\u907f\u5f00\u4e86\u4e0eJira\u3001Linear\u7b49\u91cd\u578b\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5b9a\u4f4d\u4e3a\u8f7b\u91cf\u3001\u4e13\u6ce8\u7684\u201c\u6668\u95f4\u7b80\u62a5\u201d\uff0c\u573a\u666f\u6e05\u6670\u3002\u7136\u800c\uff0c\u201c\u514d\u8d391\u4e2a\u4ed3\u5e93\u201d\u7684\u6a21\u5f0f\u80fd\u5426\u6709\u6548\u8f6c\u5316\u81f3\u4ed8\u8d39\uff08\u5c24\u5176\u662f\u9762\u5411\u7ba1\u7406\u591a\u4e2a\u4ed3\u5e93\u7684\u5de5\u7a0b\u7ecf\u7406\uff09\uff0c\u662f\u5176\u5546\u4e1a\u5316\u7684\u5173\u952e\u8003\u9a8c\u3002\u5f53\u524d\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u8bc4\u8bba\uff0c\u5176\u5b9e\u9645\u4f53\u9a8c\u4e2d\u7684\u4fe1\u606f\u51c6\u786e\u6027\u3001\u8b66\u62a5\u667a\u80fd\u6027\uff08\u907f\u514d\u8bef\u62a5\uff09\u5747\u6709\u5f85\u9a8c\u8bc1\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6784\u601d\u5de7\u5999\u3001\u89e3\u51b3\u771f\u75db\u70b9\u7684\u5de5\u5177\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u98ce\u9669\u62a5\u544a\u5668\u201d\u8fdb\u5316\u6210\u201c\u667a\u80fd\u534f\u4f5c\u5efa\u8bae\u8005\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u201c\u5173\u95ed\u7684\u6807\u7b7e\u9875\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\">Crickets<\/span>\n                <\/div>\n<div class=\"comment-content\">Crickets is the morning dashboard for engineering managers and tech leads. Connect your GitHub org and see what needs attention: unassigned bugs, stale PRs, pending replies, zombie issues, production errors with no ticket. Plus tech stack versions, bus factor, and repo hygiene. Open it, see what&#8217;s blocked, close the tab. No code changes, no agents, no noise.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I work at an agency, and like a lot of you I juggle multiple projects, multiple teams, multiple GitHub repos at the same time.<\/p>\n<\/p>\n<p>The thing that was driving me nuts: having to go hunt the info down myself. Open GitHub, filter issues, figure out which PR has been sitting there for 10 days, try to understand why this bug still has no owner. And all of that without wanting to spam the team with &#8220;hey where are we on this?&#8221;.<\/p>\n<\/p>\n<p>Crickets is my answer to that. I open the dashboard in the morning, I see in 30 seconds what&#8217;s blocked, what&#8217;s drifting, what needs me. And I close the tab. Without pinging anyone.<\/p>\n<\/p>\n<p>What it watches:<\/p>\n<\/p>\n<ul>\n<li>\n<p>\ud83d\udc1b Unassigned bugs<\/p>\n<\/li>\n<li>\n<p>\u23f3 PRs with no review<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac Customer issues with no reply<\/p>\n<\/li>\n<li>\n<p>\ud83e\udddf Zombie issues (no activity for weeks)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee0\ufe0f Outdated \/ end-of-life tech stack<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude8c Bus factor (one dev carrying everything)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccb Repo hygiene (CI, Dependabot, security policy\u2026)<\/p>\n<\/li>\n<\/ul>\n<p>You connect your GitHub org and that&#8217;s it.<\/p>\n<p>Free for 1 repo, Pro coming soon.<\/p>\n<\/p>\n<p>Really curious to hear your feedback, especially from folks juggling multiple clients or multiple teams in parallel \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<\/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\/AJTWUALEP6FAAT\" class=\"app-title\">QR by NeoWeb.ai<\/a><\/p>\n<div class=\"one-liner\">Free beautiful QR codes with full design control<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5b8c\u5168\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u7684\u514d\u8d39\u9759\u6001\u4e8c\u7ef4\u7801\u751f\u6210\u5668\uff0c\u901a\u8fc7\u63d0\u4f9b\u6df1\u5ea6\u7684\u89c6\u89c9\u81ea\u5b9a\u4e49\u548c\u6570\u636e\u9690\u79c1\u4fdd\u62a4\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u521b\u5efa\u7f8e\u89c2\u3001\u5b9e\u7528\u4e8c\u7ef4\u7801\u65f6\u9762\u4e34\u7684\u5de5\u5177\u7e41\u7410\u3001\u4ed8\u8d39\u5899\u963b\u788d\u548c\u6570\u636e\u5b89\u5168\u987e\u8651\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\/551a9ec2-fde6-4e83-8256-9226894b67a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/842d105a-1662-4c6b-b105-b4a9437df4b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10e239e7-b7ae-4c73-acbf-6a66523e09b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Web App<\/span><br \/>\n            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">No-Code<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4e8c\u7ef4\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u9759\u6001\u4e8c\u7ef4\u7801<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u7269\u6599<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u672c\u5730\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>\u6709\u6548\u8bc4\u8bba\u4ec5\u4e00\u6761\uff0c\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u3002\u5176\u9610\u8ff0\u4e86\u4ea7\u54c1\u521d\u8877\uff1a\u89e3\u51b3\u73b0\u6709\u5de5\u5177\u9650\u5236\u591a\u3001\u754c\u9762\u6742\u4e71\u3001\u57fa\u7840\u529f\u80fd\u4ed8\u8d39\u5899\u8fc7\u9ad8\u7b49\u95ee\u9898\u3002\u5f3a\u8c03\u4e86\u514d\u8d39\u3001\u514d\u6ce8\u518c\u3001\u6df1\u5ea6\u5b9a\u5236\u3001\u9690\u79c1\u4fdd\u62a4\u7684\u6838\u5fc3\u7279\u70b9\uff0c\u5e76\u4e3b\u52a8\u5411\u793e\u533a\u5f81\u6c42\u5173\u4e8e\u529f\u80fd\u4e0e\u8bbe\u8ba1\u7684\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                \u5728\u4e8c\u7ef4\u7801\u5de5\u5177\u8fd1\u4e4e\u7ea2\u6d77\u7684\u5e02\u573a\u4e2d\uff0cNeoWebQR \u770b\u4f3c\u662f\u4e00\u6b3e\u7b80\u5355\u7684\u7f8e\u5b66\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u4e24\u4e2a\u5e95\u5c42\u884c\u4e1a\u60ef\u6027\u7684\u7cbe\u51c6\u53cd\u51fb\uff1a\u4e00\u662f\u5bf9\u201c\u529f\u80fd\u5206\u7ea7\u8ba2\u9605\u201d\u5546\u4e1a\u6a21\u5f0f\u7684\u98a0\u8986\uff0c\u4e8c\u662f\u5bf9\u201c\u6570\u636e\u5fc5\u987b\u4e0a\u4f20\u201d\u8fd9\u4e00\u9ed8\u8ba4\u8def\u5f84\u7684\u5426\u5b9a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                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           <\/p>\n<p class=\"ai-content\">\n                \u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u201c\u9690\u79c1\u8bbe\u8ba1\u201d\u3002\u5f3a\u8c03\u4e00\u5207\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\uff0c\u6570\u636e\u4e0d\u79bb\u672c\u5730\uff0c\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u5b9e\u73b0\u63cf\u8ff0\uff0c\u800c\u662f\u51fb\u4e2d\u4e86\u5f53\u524d\u7528\u6237\u65e5\u76ca\u654f\u611f\u7684\u6570\u636e\u5b89\u5168\u795e\u7ecf\u3002\u5c24\u5176\u662f\u5728\u5904\u7406Wi-Fi\u5bc6\u7801\u3001\u8054\u7cfb\u65b9\u5f0f\u3001\u65e5\u7a0b\u7b49\u534a\u9690\u79c1\u4fe1\u606f\u65f6\uff0c\u8fd9\u4e00\u7279\u6027\u4ece\u201c\u4e0d\u9519\u7684\u529f\u80fd\u201d\u5347\u7ea7\u4e3a\u201c\u5173\u952e\u51b3\u7b56\u56e0\u7d20\u201d\u3002\u8fd9\u4f7f\u5176\u5728\u653f\u5e9c\u3001\u6559\u80b2\u3001\u9690\u79c1\u5021\u5bfc\u8005\u53ca\u9ad8\u5b89\u5168\u610f\u8bc6\u4f01\u4e1a\u7528\u6237\u4e2d\u53ef\u80fd\u5177\u5907\u72ec\u7279\u5438\u5f15\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u4e00\u6b3e\u5b8c\u5168\u514d\u8d39\u3001\u65e0\u8d26\u53f7\u4f53\u7cfb\u7684\u4ea7\u54c1\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u957f\u671f\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u5b83\u76ee\u524d\u4f9d\u9644\u4e8eNeoWeb.ai\u4e3b\u54c1\u724c\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u83b7\u53d6\u6d41\u91cf\u4e0e\u54c1\u724c\u597d\u611f\u7684\u201c\u94a9\u5b50\u201d\u4ea7\u54c1\u3002\u6b64\u5916\uff0c\u201c\u9759\u6001\u4e8c\u7ef4\u7801\u201d\u65e0\u6cd5\u540e\u671f\u7f16\u8f91\u5185\u5bb9\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u9700\u8981\u8ffd\u8e2a\u6570\u636e\u5206\u6790\u7684\u8425\u9500\u573a\u666f\u4e2d\u7684\u5e94\u7528\uff0c\u4f7f\u5176\u4e3b\u8981\u505c\u7559\u5728\u201c\u89c6\u89c9\u8bbe\u8ba1\u201d\u548c\u201c\u5373\u65f6\u5206\u4eab\u201d\u5c42\u9762\u3002\u82e5\u60f3\u7a81\u7834\uff0c\u672a\u6765\u53ef\u80fd\u9700\u8981\u5728\u4e0d\u635f\u5bb3\u6838\u5fc3\u9690\u79c1\u627f\u8bfa\u7684\u524d\u63d0\u4e0b\uff0c\u63a2\u7d22\u52a8\u6001\u4e8c\u7ef4\u7801\u3001\u57fa\u7840\u6570\u636e\u7edf\u8ba1\u7b49\u589e\u503c\u670d\u52a1\u8def\u5f84\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cNeoWebQR \u662f\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u3001\u4ef7\u503c\u89c2\u9c9c\u660e\u7684\u201c\u72d9\u51fb\u624b\u201d\u5f0f\u4ea7\u54c1\u3002\u5b83\u6216\u8bb8\u4e0d\u4f1a\u8986\u76d6\u6240\u6709\u4e8c\u7ef4\u7801\u4f7f\u7528\u573a\u666f\uff0c\u4f46\u5728\u5176\u9009\u62e9\u7684\u201c\u514d\u8d39\u3001\u7f8e\u89c2\u3001\u9690\u79c1\u201d\u7684\u7ec6\u5206\u6218\u573a\u4e0a\uff0c\u5df2\u7ecf\u6784\u7b51\u4e86\u8db3\u591f\u575a\u56fa\u7684\u7ade\u4e89\u58c1\u5792\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u8feb\u4f7f\u884c\u4e1a\u91cd\u65b0\u601d\u8003\uff1a\u90a3\u4e9b\u6700\u57fa\u7840\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u662f\u5426\u5e94\u8be5\u88ab\u9501\u5728\u4ed8\u8d39\u5899\u4e4b\u540e\uff1f\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">QR by NeoWeb.ai<\/span>\n                <\/div>\n<div class=\"comment-content\">NeoWebQR helps anyone create beautiful static QR codes for free \u2014 with no sign-up, no limits, and no tracking. Customize colors, gradients, dot styles, corners, frames, and logos, then export in PNG, SVG, JPEG, or WebP. It supports 9 content types including links, WiFi, vCards, events, SMS, email, phone, and location. Unlike many QR tools, everything runs in your browser, so your data stays private.<\/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>We built NeoWebQR because most QR tools felt too limiting, too messy, or too aggressive with paywalls for very basic things.<\/p>\n<p>We wanted something simpler:<br \/>\n-free to use<br \/>\n-no sign-up<br \/>\n-beautiful by default<br \/>\n-deeply customizable<br \/>\n-private by design<\/p>\n<p>NeoWebQR lets you generate static QR codes for links, WiFi, contacts, events, SMS, phone numbers, locations, and more. You can customize colors, gradients, shapes, corners, and logos, then export in PNG, SVG, JPEG, or WebP.<\/p>\n<p>One part we cared about a lot was privacy. Everything runs in the browser, so your content stays on your device.<\/p>\n<p>It started as a small sub-product inside NeoWeb.ai, and turned into something we felt should exist as a standalone free tool anyone can use.<\/p>\n<p>Would love your feedback on the product, the design controls, and what content types or export options you\u2019d want next \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/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>    \/\/ 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document.querySelectorAll(\"video.media-content\");\n    videos.forEach(video => {\n        \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n        video.onclick = function(e) {\n            \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n            let isControlClick = false;\n            let target = e.target;<\/p>\n<p>            \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n            while (target && target !== this) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n                if (target.classList.contains('video-js') || \n                    target.tagName.toLowerCase() === 'button' || \n                    target.tagName.toLowerCase() === 'input' || \n                    target.tagName.toLowerCase() === 'select' ||\n                    target.className.includes('control')) {\n                    isControlClick = true;\n                    break;\n                }\n                target = target.parentElement;\n            }<\/p>\n<p>            \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n            if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n                const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            video.addEventListener('touchstart', function(e) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n                let isControlClick = false;\n                let target = e.target;<\/p>\n<p>                while (target && target !== this) {\n                    if (target.tagName.toLowerCase() === 'button' || \n                        target.tagName.toLowerCase() === 'input' || \n                        target.className.includes('control')) {\n                        isControlClick = true;\n                        break;\n                    }\n                    target = target.parentElement;\n                }<\/p>\n<p>                if (!isControlClick) {\n                    e.preventDefault();\n                    const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n    const videoOverlays = document.querySelectorAll('.video-overlay');\n    videoOverlays.forEach(overlay => {\n        overlay.onclick = function(e) {\n            \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n            e.stopPropagation();\n            const video = this.parentElement.querySelector('video.media-content');\n            if (video) {\n                const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            overlay.addEventListener('touchstart', function(e) {\n                e.preventDefault();\n                e.stopPropagation();\n                const video = this.parentElement.querySelector('video.media-content');\n                if (video) {\n                    const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n  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