{"id":66,"date":"2025-12-10T10:30:22","date_gmt":"2025-12-10T02:30:22","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/10\/2025-12-09\/"},"modified":"2025-12-10T10:30:22","modified_gmt":"2025-12-10T02:30:22","slug":"2025-12-09","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/10\/2025-12-09\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-09"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-09<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2025-12-09<\/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\/FYPVTXGPSLT3SC\" class=\"app-title\">Dapple<\/a><\/p>\n<div class=\"one-liner\">A smart platform to manage awards, contests and applications<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">291<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dapple\u662f\u4e00\u4e2a\u9762\u5411\u521b\u610f\u884c\u4e1a\u7684\u667a\u80fd\u4e00\u4f53\u5316\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u5f81\u96c6\u3001\u8bc4\u5ba1\u3001\u7ba1\u7406\u548c\u62a5\u544a\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5956\u9879\u3001\u6bd4\u8d5b\u548c\u4f5c\u54c1\u5f81\u96c6\u6d3b\u52a8\u4e2d\u56e0\u4f7f\u7528\u5206\u6563\u5de5\u5177\uff08\u5982\u90ae\u4ef6\u3001\u8868\u683c\uff09\u800c\u5bfc\u81f4\u7684\u7ba1\u7406\u6df7\u4e71\u548c\u6548\u7387\u4f4e\u4e0b\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\/7df38227-cb1e-4e4d-9a4f-80370963c69b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbc8e1ca-f48c-40db-8ba1-9356eda17372.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d363246e-4924-439f-bb03-c39ad79292be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0b16bb2-9b87-459e-b102-c3c49dbe6f6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7427566f-cd80-4aeb-8656-409d830bf821.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\/b7de740d-672e-48ec-ab5a-a3858b3941bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jKYBdp9ZQTs\"><source src=\"https:\/\/youtu.be\/jKYBdp9ZQTs\" 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\">CRM<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u521b\u610f\u4ea7\u4e1a\u7ba1\u7406\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5956\u9879\u7ade\u8d5b\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4f5c\u54c1\u5f81\u96c6\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u8bc4\u5ba1\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u8868\u5355\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u7ba1\u7406\u6df7\u4e71\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u6548\u95ee\u9898\u96c6\u4e2d\u5728\u76ee\u6807\u884c\u4e1a\u6269\u5c55\u6027\uff08\u5982\u7535\u7ade\uff09\u3001\u652f\u4ed8\u96c6\u6210\u3001\u76f2\u5ba1\u548c\u53bb\u91cd\u529f\u80fd\u3001\u8868\u5355\u81ea\u5b9a\u4e49\u53ca\u8bc4\u5ba1\u6d41\u7a0b\u7075\u6d3b\u6027\u4e0a\u3002\u56e2\u961f\u56de\u590d\u8bc1\u5b9e\u4e86\u4e0eStripe\u7684\u96c6\u6210\u3001\u9ad8\u5ea6\u53ef\u5b9a\u5236\u7684\u5de5\u4f5c\u6d41\u4ee5\u53ca\u9488\u5bf9\u521b\u610f\u884c\u4e1a\u7684\u6838\u5fc3\u8bbe\u8ba1\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Dapple\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u75db\u70b9\u660e\u786e\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u521b\u610f\u884c\u4e1a\u7684\u8d5b\u4e8b\u4e0e\u5f81\u96c6\u7ba1\u7406\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u521b\u610f\u5de5\u4f5c\u6d41\u201d\u7684\u7cbe\u51c6\u7406\u89e3\u548c\u6d41\u7a0b\u91cd\u6784\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5782\u76f4\u7684\u201c\u6d41\u7a0b\u5f15\u64ce\u201d\uff0c\u5c06\u6563\u843d\u4e8e\u90ae\u4ef6\u3001\u8868\u683c\u3001\u5373\u65f6\u901a\u8baf\u5de5\u5177\u4e2d\u7684\u975e\u6807\u51c6\u5316\u6d41\u7a0b\u4ea7\u54c1\u5316\u3001\u6807\u51c6\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u770b\u4f3c\u5728\u89e3\u51b3\u7ba1\u7406\u8005\u7684\u201c\u6548\u7387\u201d\u95ee\u9898\uff0c\u5b9e\u5219\u8bd5\u56fe\u91cd\u5851\u6574\u4e2a\u751f\u6001\u7684\u201c\u4f53\u9a8c\u201d\u3002\u521b\u59cb\u4eba\u7684\u80cc\u666f\u63ed\u793a\u4e86\u66f4\u6df1\u5c42\u7684\u6d1e\u5bdf\uff1a\u4f20\u7edf\u6d41\u7a0b\u7684\u7b28\u62d9\u4e0d\u4ec5\u62d6\u7d2f\u7ec4\u529e\u65b9\uff0c\u66f4\u4f24\u5bb3\u63d0\u4ea4\u8005\u7684\u70ed\u60c5\u4e0e\u4fe1\u4efb\u3002\u56e0\u6b64\uff0cDapple\u7684\u4ef7\u503c\u4e3b\u5f20\u662f\u53cc\u5411\u7684\uff1a\u4e3a\u7ec4\u529e\u65b9\u964d\u672c\u63d0\u6548\uff08\u5de5\u5177\u4ef7\u503c\uff09\uff0c\u4e3a\u63d0\u4ea4\u8005\u521b\u9020\u900f\u660e\u3001\u4e13\u4e1a\u7684\u4ea4\u4e92\u4f53\u9a8c\uff08\u751f\u6001\u4ef7\u503c\uff09\u3002\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u901a\u7528\u8868\u5355\u6216\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u4e00\u662f\u5e02\u573a\u5e7f\u5ea6\uff1a\u8fc7\u4e8e\u805a\u7126\u521b\u610f\u884c\u4e1a\u53ef\u80fd\u9650\u5236\u521d\u671f\u89c4\u6a21\uff0c\u800c\u5411\u4f53\u80b2\u3001\u7535\u7ade\u7b49\u201c\u76f8\u90bb\u884c\u4e1a\u201d\u62d3\u5c55\uff0c\u53c8\u9700\u9762\u5bf9\u5de5\u4f5c\u6d41\u5dee\u5f02\u5316\u7684\u65b0\u6311\u6218\u3002\u4e8c\u662f\u529f\u80fd\u6df1\u5ea6\uff1a\u8bc4\u8bba\u4e2d\u5173\u4e8e\u76f2\u5ba1\u3001\u53bb\u91cd\u3001\u81ea\u52a8\u5316\u62a5\u544a\u7684\u8ffd\u95ee\uff0c\u6697\u793a\u4e86\u4ece\u201c\u591f\u7528\u201d\u5230\u201c\u7cbe\u4e13\u201d\u4ecd\u6709\u8ddd\u79bb\uff0c\u9700\u6301\u7eed\u6295\u5165\u4ee5\u6784\u5efa\u58c1\u5792\u3002\u4e09\u662f\u7ade\u4e89\u9690\u5fe7\uff1a\u8be5\u9886\u57df\u867d\u65e0\u5de8\u5934\uff0c\u4f46\u4e00\u65e6\u88ab\u9a8c\u8bc1\uff0c\u6613\u88ab\u66f4\u5f3a\u5927\u7684\u901a\u7528\u5e73\u53f0\u901a\u8fc7\u529f\u80fd\u6a21\u5757\u5feb\u901f\u8986\u76d6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cDapple\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u573a\u666f\u9a71\u52a8\u201d\u578b\u4ea7\u54c1\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u5229\u57fa\u5e02\u573a\u4e2d\u6781\u81f4\u5316\u4f53\u9a8c\uff0c\u5f62\u6210\u9ad8\u7c98\u6027\u7684\u7528\u6237\u793e\u7fa4\u548c\u884c\u4e1a\u53e3\u7891\uff0c\u4ece\u800c\u5728\u5782\u76f4\u9886\u57df\u5efa\u7acb\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u975e\u5355\u7eaf\u6bd4\u62fc\u529f\u80fd\u6e05\u5355\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\">Dapple<\/span>\n                <\/div>\n<div class=\"comment-content\">Dapple is an all-in-one management platform helping businesses in the creative industry collect, review, manage and report on submissions. Whether it&#8217;s running calls for entry, awards, accepting applications, managing contests or pitches, Dapple streamlines the whole process into one simple-to-use platform, saving users hours in admin.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH world!&nbsp;<\/p>\n<p>If you\u2019ve ever tried to run an award, contest, open call, or any kind of submission or application process, you probably know the drill: scattered emails, messy spreadsheets, a mixture of forms, reviewers working in different places. If you\u2019ve got software, it\u2019s probably clunky, expensive and built in the 2000s.<\/p>\n<p><strong>Dapple is our answer to that.<br \/><\/strong>It\u2019s a smart, simple platform that brings everything into one place. With beautiful forms for collecting applications, intuitive tools for organising, review panels for scoring, voting and feedback and easy ways of communicating with applicants, it removes the admin chaos.<\/p>\n<p><strong>Who\u2019s it for?<\/strong><\/p>\n<p>Built by creatives <em>for<\/em> creatives, Dapple is aimed at arts organisations, publishers, non-profits, creative institutions &#8211; small teams doing big, meaningful work. We wanted to build a tool that would break the mould of a dry, corporate-based application system and create one that was sleek, intuitive, transparent, and fun to use.&nbsp;<\/p>\n<p>Thanks for checking us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oz_osbaldeston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oz_osbaldeston<\/a>&nbsp;It\u2019s impressive how you addressed the admin chaos creatives deal with. A unified, intuitive system like this can genuinely improve the experience for both organizers and applicants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Who is your target audience? Because first thing that came to my mind are some sport tournaments and online games (esports)<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Hey Nika! Our target audience is the creative industries. Our platform is built to accept any file type and size and is designed for the processes required by those industries. That being said, due to the flexibility of the workflows\/forms\/setup etc, we&#8217;ve have had a mix of inbound from adjacent industries too and so depending on the setup, we could also work with sports tournaments and online games too \ud83d\ude42 <\/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! What was your inspiration or motivation to build Dapple?<\/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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a>&nbsp;Thanks! I&#8217;m originally a musician and a writer, and always found the process of either submitting demos or articles\/manuscripts very cumbersome. I&#8217;d often send work off and not hear back (if at all) for months. It quickly transpired this was because creative orgs were being overwhelmed with submissions and had no real way to manage them. This then led us to try and fix the route issue &#8211; a better way to manage submissions. If we could improve the ability for businesses running creative applications, awards or contests then the net effect would be an all-around better experience for the people submitting material too!<\/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\">Super clean idea \u2014 love how Dapple removes the usual chaos of scattered emails, inconsistent forms, and overcomplicated legacy tools. The focus on simplicity + creative user needs really stands out. Excited to see how this evolves! What\u2019s the biggest improvement you\u2019re working on right now?<\/div>\n<div class=\"comment-actions\">\n<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\/@eric_ukeje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_ukeje<\/a>&nbsp;Thanks for the feedback Eric. There&#8217;s lots in the pipeline but our review panel feature (building teams of reviewers or judges to independently score, vote, comment on submissions) will be taken to the next level in subsequent releases with advanced automations and reporting. Cheers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so needed. Managing awards and contests manually is actually a nightmare &#8211; spreadsheets everywhere, email chaos.<\/p>\n<p>Quick q &#8211; does it integrate with payment tools? Like if people submit work and we need to collect fees? Also how do you handle judging workflows?<\/p>\n<p>Looking good! \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Hey Raju &#8211; Thanks for your feedback! Great question. Yes, we have a direct integration with Stripe. You can connect your Stripe account through the platform and start taking payments (such as submission fees or entry fees) in a matter of minutes. As you connect your own account, payments are deposited immediately (so no future payouts or invoicing etc). You can create different projects within the system, each with its own set of payment(s) and can run multiple contests\/awards etc, simultaneously. <\/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>That&#8217;s a great idea to have a management platform for reward stuff. Congrats on the launch \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a>&nbsp;Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ah, flashbacks. Ran a small arts award with Google Forms + messy sheets. Total chaos. Nice to see review panels + comms in one place. How\u2019s blind judging handled and dupes deduped? Screens feel clean, not corporate. Could\u2019ve used this last year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;Ah shame we weren&#8217;t around then to help you out! Personal creator details can be hidden for blind reviews. Previous submissions are stored against their profile and using filters and bulk select, you can easily archive dupes en masse (although it doesn&#8217;t tend to be too much of an issue so far with early customers). Thanks for taking a look and the feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <a href=\"https:\/\/www.producthunt.com\/@oz_osbaldeston\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"oz_osbaldeston\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oz_osbaldeston<\/a> really useful tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So exciting! Good luck with your journey! My question is how customizable are the forms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@djolexv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djolexv<\/a>&nbsp;Hey! Forms are fully customizable. You can create an unlimited number of fields with all the field options such as dropdowns, selection boxes, single\/radio etc. You can also brand all the forms with backgrounds, headers and themes etc. Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Dapple allow custom review workflows for different types of submissions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Hey Abdul! Indeed it does. For each submission type (we call them &#8220;projects&#8221;), you can create your own customised workflow, based on that project&#8217;s needs. E.g you could have a project with multiple payments and automations at each stage of the submission journey. You could simultaneously run a separate project with no payments and different (or no) automations set. Thanks for the question. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Your team has truly delivered an amazing product that is now a critical, indispensable part of my toolkit. Thank you once more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a>&nbsp;Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! Thank you for the product. Just a quick note, I think the images on your website are poor quality, which detracts from the visual experience. Just an idea for upgrading your product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diana_mirrorapp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_mirrorapp<\/a>&nbsp;Hi Diana, thanks for the feedback! We&#8217;ll certainly look at upgrading the website image quality asap! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/2R5HXCYWCUT2AP\" class=\"app-title\">BON Credit<\/a><\/p>\n<div class=\"one-liner\">Reduce your debt with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">256<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BON Credit\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4fe1\u7528\u5361\u503a\u52a1\u7ba1\u7406\u5e94\u7528\uff0c\u5b83\u901a\u8fc7\u6574\u5408\u591a\u5361\u4fe1\u606f\u3001\u5206\u6790\u5229\u7387\u4e0e\u6d88\u8d39\uff0c\u4e3a\u7528\u6237\u5236\u5b9a\u4e2a\u6027\u5316\u8fd8\u6b3e\u8ba1\u5212\uff0c\u5728\u7528\u6237\u9762\u5bf9\u591a\u5361\u9ad8\u606f\u3001\u8fd8\u6b3e\u6df7\u4e71\u7684\u503a\u52a1\u56f0\u5883\u65f6\uff0c\u63d0\u4f9b\u6e05\u6670\u3001\u81ea\u52a8\u5316\u7684\u884c\u52a8\u65b9\u6848\uff0c\u65e8\u5728\u51cf\u5c11\u5229\u606f\u652f\u51fa\u5e76\u52a0\u901f\u503a\u52a1\u6e05\u507f\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\/cb380880-5276-43f6-990b-7262ee75164c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5715fbe3-9cec-429f-b880-2d33f7f489aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd29fa23-1250-447d-8123-163cf69f9eb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f49b32e1-4f64-4529-80de-118c05acc8df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d2ac26f0-e970-4765-b594-b7b7404bef91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b731ab10-4949-4aff-b9b9-1b3e10b3327b.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\/095f5491-ef55-4523-b93e-c1ce590fb1d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=K7TRSCdLOpw\"><source src=\"https:\/\/www.youtube.com\/watch?v=K7TRSCdLOpw\" 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\">Finance<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u7528\u5361\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u8fd8\u6b3e\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u503a\u52a1\u51cf\u514d<\/span><br \/>\n            <span class=\"tag\">\u8d26\u5355\u6574\u5408<\/span><br \/>\n            <span class=\"tag\">\u884c\u4e3a\u91d1\u878d\u5b66<\/span><br \/>\n            <span class=\"tag\">\u8d22\u52a1\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7f8e\u56fd\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u589e\u503c\u6a21\u5f0f<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u884c\u52a8\u800c\u975e\u5206\u6790\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5173\u6ce8AI\u7b56\u7565\u903b\u8f91\uff08\u5982\u662f\u5426\u52a8\u6001\u8c03\u6574\u3001\u517c\u987e\u6570\u5b66\u6700\u4f18\u4e0e\u884c\u4e3a\u6fc0\u52b1\uff09\u3001\u6570\u636e\u5b89\u5168\u3001\u5546\u4e1a\u6a21\u5f0f\u3001\u56fd\u9645\u6269\u5c55\uff08\u5982\u52a0\u62ff\u5927\uff09\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Cred\uff09\u7684\u5dee\u5f02\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u4e86\u7b56\u7565\u7684\u6df7\u5408\u6027\u4e0e\u6570\u636e\u901a\u8fc7Plaid\u5904\u7406\u4e14\u4e0d\u5b58\u50a8\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                BON Credit\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u4f20\u7edf\u503a\u52a1\u7ba1\u7406\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u5b83\u4eec\u64c5\u957f\u7528\u56fe\u8868\u5236\u9020\u7126\u8651\uff0c\u5374\u541d\u4e8e\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u9003\u751f\u8def\u7ebf\u3002\u5176\u5ba3\u79f0\u7684\u201cAI\u5c42\u201d\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u6709\u591a\u9ad8\u6df1\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u51b7\u9759\u3001\u5168\u77e5\u7684\u8d22\u52a1\u526f\u9a7e\uff0c\u5728\u7528\u6237\u4e0e\u94f6\u884c\u590d\u6742\u89c4\u5219\u6784\u6210\u7684\u8ff7\u5bab\u4e2d\u5bfc\u822a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7684\u771f\u6b63\u98a0\u8986\u6027\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u96ea\u7403\u6cd5\u201d\u6216\u201c\u96ea\u5d29\u6cd5\u201d\u7684\u7b97\u6cd5\u6df7\u5408\u2014\u2014\u8fd9\u5df2\u662f\u7406\u8d22\u5e38\u8bc6\u2014\u2014\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u5b9e\u73b0\u7684\u201c\u7cfb\u7edf\u7ea7\u5e72\u9884\u201d\u3002\u5b83\u5c06\u5206\u6563\u7684\u4fe1\u7528\u5361\u8d26\u6237\u3001\u5404\u5f02\u7684\u8fd8\u6b3e\u65e5\u4e0e\u5229\u7387\u9677\u9631\u6574\u5408\u8fdb\u4e00\u4e2a\u754c\u9762\uff0c\u5e76\u5185\u5d4c\u652f\u4ed8\u529f\u80fd\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u7528\u6237\u4e0e\u94f6\u884c\u4f53\u7cfb\u4e4b\u95f4\u63d2\u5165\u4e86\u4e00\u4e2a\u4f18\u5316\u4ee3\u7406\u3002\u5176\u627f\u8bfa\u7684\u52a8\u6001\u91cd\u89c4\u5212\uff0c\u662f\u5bf9\u6297\u4eba\u6027\u5f31\u70b9\u4e0e\u6536\u5165\u6ce2\u52a8\u7684\u5173\u952e\uff0c\u82e5\u5b9e\u73b0\u53ef\u9760\uff0c\u5c06\u4ece\u201c\u8ba1\u5212\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5b9e\u65f6\u534f\u7ba1\u201d\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**\u4fe1\u4efb\u58c1\u5792**\uff1a\u8fde\u63a5\u6240\u6709\u4fe1\u7528\u5361\u5e76\u96c6\u4e2d\u652f\u4ed8\uff0c\u5bf9\u5b89\u5168\u6027\u4e0e\u53ef\u9760\u6027\u7684\u8981\u6c42\u6781\u9ad8\uff0c\u4efb\u4f55\u6570\u636e\u6cc4\u9732\u6216\u652f\u4ed8\u5ef6\u8fdf\u90fd\u53ef\u80fd\u5f15\u53d1\u707e\u96be\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca**\uff1a\u4f5c\u4e3a\u4e00\u6b3e\u58f0\u79f0\u514d\u8d39\u4e14\u63d0\u4f9b\u5956\u52b1\u7684\u5e94\u7528\uff0c\u5176\u957f\u671f\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u672a\u6765\u662f\u901a\u8fc7\u63a8\u8350\u91d1\u878d\u4ea7\u54c1\u62bd\u4f63\u3001\u8ba2\u9605\u9ad8\u7ea7\u529f\u80fd\uff0c\u8fd8\u662f\u5904\u7406\u503a\u52a1\u91cd\u7ec4\u670d\u52a1\u76c8\u5229\uff1f\u8fd9\u5173\u4e4e\u4ea7\u54c1\u4e2d\u7acb\u6027\u4e0e\u7528\u6237\u5229\u76ca\u7684\u6839\u672c\u3002\u6700\u540e\uff0c**\u6548\u679c\u9a8c\u8bc1**\uff1a\u5728\u201c\u51cf\u5c11\u5229\u606f\u201d\u7684\u627f\u8bfa\u80cc\u540e\uff0c\u5b9e\u9645\u8282\u7701\u91d1\u989d\u662f\u5426\u663e\u8457\u5230\u8db3\u4ee5\u6539\u53d8\u7528\u6237\u884c\u4e3a\uff1fAI\u7684\u201c\u4e2a\u6027\u5316\u201d\u662f\u5426\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u5efa\u8bae\uff0c\u800c\u65e0\u6cd5\u771f\u6b63\u6297\u8861\u94f6\u884c\u4ece\u5faa\u73af\u5229\u606f\u4e2d\u76c8\u5229\u7684\u5e95\u5c42\u5546\u4e1a\u52a8\u673a\uff1f\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8c08\u5224\u201d\u529f\u80fd\u7684\u63a2\u95ee\uff0c\u70b9\u660e\u4e86\u66f4\u6df1\u5c42\u7684\u53ef\u80fd\u6027\uff1a\u5982\u679cBON\u4ec5\u6b62\u4e8e\u4f18\u5316\u65e2\u5b9a\u89c4\u5219\u4e0b\u7684\u8fd8\u6b3e\uff0c\u5176\u4ef7\u503c\u5929\u82b1\u677f\u660e\u663e\uff1b\u82e5\u80fd\u5229\u7528\u805a\u5408\u7684\u7528\u6237\u6570\u636e\u4e0e\u6d1e\u5bdf\uff0c\u4ee3\u8868\u7528\u6237\u4e0e\u94f6\u884c\u8fdb\u884c\u8d39\u7387\u534f\u5546\u6216\u503a\u52a1\u91cd\u7ec4\uff0c\u624d\u7b97\u771f\u6b63\u201c\u6df1\u5165\u7cfb\u7edf\u201d\u3002\u76ee\u524d\u770b\u6765\uff0cBON\u66f4\u50cf\u4e00\u4e2a\u9ad8\u5ea6\u667a\u80fd\u7684\u8fd8\u6b3e\u7b56\u7565\u5f15\u64ce\u4e0e\u652f\u4ed8\u805a\u5408\u5668\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u4fe1\u606f\u6df7\u4e71\u201d\u4e0e\u201c\u6267\u884c\u7e41\u7410\u201d\u7684\u75db\u70b9\uff0c\u4f46\u5c1a\u672a\u89e6\u53ca\u4fe1\u7528\u5361\u503a\u52a1\u751f\u6001\u4e2d\u66f4\u575a\u56fa\u7684\u6743\u529b\u7ed3\u6784\u4e0e\u5229\u76ca\u94fe\u6761\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5b89\u5168\u3001\u76c8\u5229\u4e0e\u5b9e\u6548\u4e09\u8005\u95f4\u627e\u5230\u7a33\u56fa\u7684\u652f\u70b9\uff0c\u5e76\u8bc1\u660e\u5176AI\u9a71\u52a8\u7684\u201c\u884c\u52a8\u201d\u80fd\u4ea7\u751f\u8db3\u591f\u98a0\u8986\u6027\u7684\u8d22\u52a1\u7ed3\u679c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5fc3\u7406\u5b89\u6170\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\">BON Credit<\/span>\n                <\/div>\n<div class=\"comment-content\">BON helps you reduce your credit card debt using AI. It analyzes your cards, balances, interest rates, and spending, then gives you a simple plan to pay less interest and clear debt faster. You get guidance, reminders, and personalized options that traditional apps never show. The best fintech app designed.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey\ud83d\udc4b I\u2019m Abhinav, one of the makers of BON Credit.<\/p>\n<p>Over the last year, I kept seeing the same pattern: people weren\u2019t drowning in debt because they were irresponsible; they were drowning because the system is confusing, fragmented, and full of traps.<\/p>\n<p>Multiple cards. Different due dates. High APRs. Zero clarity on what to pay first.<br \/>Most tools show you charts. None of them actually help you get out of debt faster.<\/p>\n<p>So we built BON Credit, an AI layer that sits on top of all your credit cards and does the heavy lifting for you.<\/p>\n<p>What BON Credit does<\/p>\n<ul>\n<li>\n<p>Connects all your credit cards (securely)<\/p>\n<\/li>\n<li>\n<p>Plans the smartest payoff path based on APR, utilization, due dates, and your cash flow<\/p>\n<\/li>\n<li>\n<p>Lets you pay all your credit cards inside one app<\/p>\n<\/li>\n<li>\n<p>Rewards you for paying on time with real perks.<\/p>\n<\/li>\n<\/ul>\n<p>What makes BON different<\/p>\n<ul>\n<li>\n<p>Action, not analytics; BON actually helps you get out of debt<\/p>\n<\/li>\n<li>\n<p>Zero-interest strategies optimized by AI<\/p>\n<\/li>\n<li>\n<p>Unified bill pay &#8211; all cards, one flow<\/p>\n<\/li>\n<li>\n<p>Positive incentives for good habits<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019ve been building BON Credit for months with a small, obsessive team; talking to users, shipping weekly, and learning fast.<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, and what you\u2019d want BON Credit to do next.<\/p>\n<p>Thank you for checking us out \u2764\ufe0f<br \/>&#8211; Abhinav<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinav_jain_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav_jain_<\/a>&nbsp;Does BON Credit handle multiple card types from different banks seamlessly? Would love to know how smooth the setup is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinav_jain_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav_jain_<\/a>&nbsp;The debt management apps really needed a tool that acts, not just tracks. BON seems to be filling that gap. Many congrats! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinav_jain_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav_jain_<\/a>&nbsp;Curious how BON adapts payoff strategies when users\u2019 spending patterns change \u2014 does the AI replan dynamically?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious about the AI optimization logic here. Does the model prioritize strictly by highest APR, or does it factor in cash flow\/psychological wins?<\/p>\n<\/p>\n<p>We deal with similar optimizing for human behavior challenges at SquarePact, so I\u2019m interested in whether the AI optimizes for <em>math<\/em> or for <em>habits<\/em>. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@abhinav_jain_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abhinav_jain_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav_jain_<\/a>!<\/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\/@anighojkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anighojkar<\/a>&nbsp;Great question. We do both. BON\u2019s AI starts with the math (APR, balances, due dates) but adjusts the plan based on real-world behavior. Some people stick better to small early wins, others to pure interest optimization. The model picks the path that keeps you consistent while still reducing total interest paid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a thoughtful approach. Debt tools usually overwhelm, BON actually guides.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;^_^<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is fantastic &#8211; does the app also teach you about how to improve your credit score?  In the theme of confusing information &#8211; there&#8217;s so much to learn around what&#8217;s impacting your credit &#8230; is it opening cards, having multiple lines of credit, closing a card?? Can&#8217;t wai tto check it ou <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Does the AI automatically replan the payoff strategy when income or spending patterns shift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a>&nbsp;Yes. BON updates the plan automatically when your spending or cash flow changes. If you pay more one month, pay less, or a new balance shows up, the AI recalculates the fastest, cheapest path and adjusts your strategy in real time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Abhinav, that line they were drowning because the system is confusing, not because they were irresponsible really hits. Was there a specific person or moment that made that click for you?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;Exactly. We talked to 100+ people and the pattern was the same. They were trying to pay down debt, but their balance kept growing because of how the system works. One example that shocked us was someone who paid before the due date and still got hit with interest because the payment didn\u2019t \u2018post\u2019 in time. The bank then suggested paying an extra fee to credit it instantly. And I was like wth!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Absolutely love your product! Any chance you\u2019ll be making it available in Canada soon?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is an incredible idea and such a widespread need. How do you handle data safety?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great concept and the UI looks sleek and meaningful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Your app looks great and it certainly is needed in today&#8217;s climate. If you don&#8217;t mind me asking, the app is free and offering rewards, what is the commercial model behind it? Is there one, will there be one in the future? I wonder how this valuable offering can be viable as a free service.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>When BON Credit uses its AI assistant to recommend credit cards or loans, how deep does the recommendation go? Does it consider long-term costs, interest rates, and credit-score 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a>&nbsp;Yes. BON looks beyond surface perks. The AI models long-term cost, APR, fees, credit-score impact, utilization changes, and how the new card or loan fits your existing debt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I see your main advantage is to help people understand the credit system easily. Apart from that, is it same as Cred?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;We reduce debt faster and cheaper for US citizens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. The debt problem is crazy broken right now. Banks don&#8217;t make it easy to understand your options and most people end up paying way too much in interest.<\/p>\n<p>What&#8217;s the actual savings number you&#8217;re seeing per person? And are you guys handling the full negotiation piece or just giving advice? Just curious how deep into the system you&#8217;re going.<\/p>\n<p>Keeping an eye on this one! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On the security side, how are card connections handled and what data does BON actually store vs. just read?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a>&nbsp;We use Plaid for credit card connections and we don&#8217;t store any financial data of the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does BON decide between different payoff strategies (avalanche, snowball, utilization-based, etc.) when creating a plan for someone with multiple maxed-out cards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a>&nbsp;Hey Nuseir, It runs all the major strategies in parallel, then picks the version that saves you the most interest while keeping you consistent. If someone needs early wins, it leans snowball. If the goal is pure cost reduction, it leans avalanche. For high utilization risk, it blends both.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 app looks looks sleek and purposeful! Would love to see future integrations maybe with savings accounts for a full financial snapshot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a>&nbsp;It already have that \ud83d\ude42<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e68d1be-1476-4eab-b0e1-82b796c213c0.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<\/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\/LRF3VS4CLAMUT7\" class=\"app-title\">TubeGuide<\/a><\/p>\n<div class=\"one-liner\">Convert YouTube to step-by-step notes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">222<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TubeGuide\u662f\u4e00\u6b3e\u5c06\u5197\u957f\u7684YouTube\u6559\u7a0b\u89c6\u9891\u5373\u65f6\u8f6c\u6362\u4e3a\u53ef\u64cd\u4f5c\u6b65\u9aa4\u6307\u5357\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5b66\u4e60\u8005\u56e0\u89c6\u9891\u5185\u5bb9\u5197\u6742\u3001\u8282\u594f\u62d6\u6c93\u800c\u4e0d\u5f97\u4e0d\u53cd\u590d\u89c2\u770b\u3001\u96be\u4ee5\u63d0\u70bc\u6838\u5fc3\u6b65\u9aa4\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\/a1bdcee8-68b5-4aaf-84e0-6ec3f346d51a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/875dfaae-9d9c-47b7-a3ee-ad21a891666e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8adf1cea-79bc-4883-8024-2f5d6a658e4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7fa8672-7c7b-420b-ba1d-1e83a67dc976.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\/6433cb8e-cbfa-4d91-a8cf-082ece248c6e.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/f19ac365fe634c3b8661bd053b6f0341\"><source src=\"https:\/\/www.loom.com\/share\/f19ac365fe634c3b8661bd053b6f0341\" 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\">Notes<\/span><br \/>\n            <span class=\"tag\">YouTube<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u89c6\u9891\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">YouTube\u7b14\u8bb0\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6559\u7a0b\u8f6c\u6362<\/span><br \/>\n            <span class=\"tag\">\u6b65\u9aa4\u6307\u5357<\/span><br \/>\n            <span class=\"tag\">\u5b66\u751f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5b66\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u63d0\u70bc<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u53cd\u590d\u89c2\u770b\u89c6\u9891\u201d\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u8282\u7701\u65f6\u95f4\u3001\u975e\u5e38\u5b9e\u7528\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u63d0\u53d6\u65f6\u95f4\u6233\u548c\u4ee3\u7801\u7247\u6bb5\uff0c\u4f18\u5316\u5bf9\u8d85\u957f\u89c6\u9891\u548c\u6280\u672f\u6559\u7a0b\u7684\u5904\u7406\u80fd\u529b\uff0c\u5e76\u8003\u8651\u589e\u52a0\u5b66\u751f\u4f18\u60e0\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u90e8\u5206\u529f\u80fd\u5df2\u5feb\u901f\u8fed\u4ee3\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                TubeGuide\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u5e7f\u6cdb\u5b58\u5728\u7684\u9700\u6c42\u7f1d\u9699\uff1a\u4fe1\u606f\u5a92\u4ecb\u4e0e\u5b66\u4e60\u4e60\u60ef\u7684\u9519\u914d\u3002YouTube\u662f\u89c6\u89c9\/\u542c\u89c9\u7684\u7ebf\u6027\u4fe1\u606f\u6d41\uff0c\u800c\u6df1\u5ea6\u5b66\u4e60\u548c\u64cd\u4f5c\u5374\u4f9d\u8d56\u53ef\u53cd\u590d\u6d4f\u89c8\u3001\u7ed3\u6784\u5316\u3001\u53ef\u68c0\u7d22\u7684\u6587\u672c\u3002\u8be5\u4ea7\u54c1\u672c\u8d28\u662f\u5145\u5f53\u201c\u8ba4\u77e5\u8f6c\u7801\u5668\u201d\uff0c\u5c06\u4f4e\u4fe1\u606f\u5bc6\u5ea6\u7684\u89c6\u9891\u6d41\u538b\u7f29\u4e3a\u9ad8\u5bc6\u5ea6\u7684\u884c\u52a8\u6e05\u5355\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6458\u8981\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5b66\u4e60\u5de5\u4f5c\u6d41\u201d\u7684\u7cbe\u51c6\u89e3\u6784\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u6cdb\u6cdb\u7684\u201c\u89c6\u9891\u603b\u7ed3\u201d\uff0c\u800c\u662f\u9ad8\u5ea6\u573a\u666f\u5316\u7684\u201c\u6559\u7a0b\u62c6\u89e3\u201d\uff0c\u627f\u8bfa\u8f93\u51fa\u201c\u53ef\u9075\u5faa\u7684\u6b65\u9aa4\u3001\u5de5\u5177\u548c\u9700\u6c42\u201d\uff0c\u8fd9\u4f7f\u5176\u4ece\u4f17\u591a\u6458\u8981\u5de5\u5177\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u5177\u5907\u4e86\u6210\u4e3a\u7279\u5b9a\u9886\u57df\uff08\u5982\u7f16\u7a0b\u3001\u6280\u80fd\u5b66\u4e60\uff09\u521a\u9700\u5de5\u5177\u7684\u6f5c\u529b\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\u6280\u672f\u5929\u82b1\u677f\u660e\u663e\uff1a\u5904\u7406\u590d\u6742\u903b\u8f91\u5d4c\u5957\u7684\u6280\u672f\u6559\u7a0b\u65f6\uff0cAI\u80fd\u5426\u51c6\u786e\u7406\u89e3\u5e76\u6392\u5e8f\u64cd\u4f5c\u6b65\u9aa4\uff1f\u80fd\u5426\u533a\u5206\u53d9\u8ff0\u3001\u4e3e\u4f8b\u548c\u6838\u5fc3\u6307\u4ee4\uff1f\u5f53\u524d\u201c\u5206\u5757\u6458\u8981\u201d\u7684\u65b9\u5f0f\u5bf9\u957f\u89c6\u9891\u7684\u903b\u8f91\u8fde\u8d2f\u6027\u662f\u5de8\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u89c4\u6a21\u5316\u7684\u77db\u76fe\uff1a\u4f5c\u4e3a\u89e3\u51b3\u201c\u65f6\u95f4\u6d6a\u8d39\u201d\u7684\u5de5\u5177\uff0c\u5176\u81ea\u8eab\u5fc5\u987b\u6781\u5ea6\u5feb\u901f\u3001\u5ec9\u4ef7\u3002\u4e00\u65e6\u8bd5\u56fe\u8986\u76d6\u66f4\u590d\u6742\u7684\u89c6\u9891\u7c7b\u578b\u6216\u8ffd\u6c42\u66f4\u9ad8\u51c6\u786e\u7387\uff0c\u8ba1\u7b97\u6210\u672c\u5c06\u98d9\u5347\u3002\u7528\u6237\u613f\u610f\u4e3a\u201c\u8282\u7701\u7684\u65f6\u95f4\u201d\u652f\u4ed8\u591a\u5c11\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u4e0e\u7528\u6237\u7684\u79ef\u6781\u4e92\u52a8\u663e\u793a\u5176\u654f\u6377\u7684\u201c\u89e3\u51b3\u95ee\u9898\u201d\u59ff\u6001\uff0c\u8fd9\u662f\u65e9\u671f\u4ea7\u54c1\u7684\u5b9d\u8d35\u8d44\u4ea7\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u6709\u8da3\u7684AI\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u8fd9\u9700\u8981\u5728AI\u80fd\u529b\u3001\u4ea7\u54c1\u8bbe\u8ba1\uff08\u5982\u793e\u533a\u3001\u7b14\u8bb0\u96c6\u6210\uff09\u548c\u53ef\u6301\u7eed\u5546\u4e1a\u6a21\u578b\u4e0a\u627e\u5230\u66f4\u575a\u5b9e\u7684\u652f\u70b9\u3002\u5b83\u63ed\u793a\u7684\u8d8b\u52bf\u662f\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\uff0c\u5de5\u5177\u7684\u4ef7\u503c\u6b63\u4ece\u201c\u63d0\u4f9b\u4fe1\u606f\u201d\u8f6c\u5411\u201c\u4f18\u5316\u4e2a\u4eba\u7684\u4fe1\u606f\u6d88\u5316\u7cfb\u7edf\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\">TubeGuide<\/span>\n                <\/div>\n<div class=\"comment-content\">Turn YouTube tutorials into actionable step-by-step guides instantly. The #1 YouTube notes generator for students, developers, and self-learners. Paste a link, get a guide.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I was trying to learn something from a YouTube tutorial a few weeks ago. 47 minutes long, lots of talking, sponsor promos, side tangents, \u201csmash that like button\u201d\u2026 and at the end I realised I still didn\u2019t have the actual steps written down.<br \/>\nI had to watch it again. \ud83d\ude29<\/p>\n<p>So I built this.<\/p>\n<p>Paste a YouTube link \u2192 it turns the whole thing into a step-by-step guide you can actually follow.<br \/>\nNo fluff, no filler, just the actions and tools you need.<\/p>\n<p>It\u2019s honestly a little ridiculous that this didn\u2019t already exist. But I know it&#8217;s a bit stupid as well \ud83d\ude05<\/p>\n<p>I made it for myself because I learn visually but I work text-first. And now I can grab the guide, copy it to my notes, save it for later, or follow it like a recipe. It\u2019s weirdly addictive.<\/p>\n<p>Is this silly?<br \/>\nYes.<\/p>\n<p>Will it save people hours of rewinding, pausing, and scrubbing?<br \/>\nAlso yes.<\/p>\n<p>\ud83e\udde0 What it does:<\/p>\n<p>Summarises any YouTube tutorial into clear steps<\/p>\n<p>Pulls out tools, requirements, actions<\/p>\n<p>Lets you copy\/export the guide instantly<\/p>\n<p>Saves past guides so you never lose anything<\/p>\n<p>Why I\u2019m sharing it today:<\/p>\n<p>Because I built this for fun. But the first time it worked, I got chills and thought I had to share it.<br \/>\nIt felt like learning finally bent to me, not the other way around.<\/p>\n<p>If you try it, I\u2019d love your feedback. Brutal honesty is always welcome.<br \/>\nIf it helps you skip one long video, mission accomplished.<\/p>\n<p>Thanks for reading. Now go learn something in 1\/10th the time.<br \/>\n\ud83d\udc47<\/p><\/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\/@robin_gustafsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_gustafsson<\/a>&nbsp;Love the concept. Super practical tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robin_gustafsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_gustafsson<\/a>&nbsp;Interesting! Solving a big problem not sometimes everytime when we forget what was the next step then we need to watch the video again and again and it is really very hectic. Your solution is go to go \ud83d\ude42 Congrats on your launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robin_gustafsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_gustafsson<\/a>&nbsp;Curious how TubeGuide handles more technical tutorials\u2014does it extract tool names or steps differently for coding videos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Hopefully, will learn coding with this! \ud83d\ude00<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;That would be amazing! What would this help you with in that sense you think, and what else could we do to help you even further? <\/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>Fed it a 40-min React hooks video. Got a sane checklist + tools in 10s. Pasted into Obsidian. Might save my spacebar from pause-scrub hell. Curious how it handles code snippets\/timestamps, but yeah&#8230; solid little win.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;Thanks for testing it out and offering your feedback! Let me know if you find anything else. We can manage timestamps, so that&#8217;s a good idea! <\/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\">I really loved that you gave the feature to copy paste the Guide to Notion. I would love to see, if you also add timestamps, which will help us go to that particular part of the video when required.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;That&#8217;s a great idea. We&#8217;ll make it happen <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;We actually just fixed this. Try it out and let us know what you think! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves such a real problem. I&#8217;ve been there &#8211; watch a 30 min tutorial and still confused about what to do.<\/p>\n<p>Love that you&#8217;re making it AI-powered. Quick question &#8211; does it work for technical tutorials too? Like coding or design? That&#8217;s where I think the real value is.<\/p>\n<p>Great product! \ud83d\ude1f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imraju\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imraju<\/a>&nbsp;Thanks Raju! I figured someone else was also living my pain haha. That&#8217;s a really good use case. Please try it out and see how you find it in those specific use cases, we will test and see how we can improve as well! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It&#8217;s a great tool. Highly useful for making notes.<\/p>\n<p>Congrats on the launch \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a>&nbsp;Thank you so much! I&#8217;m happy you found it useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow, for coding tutorials do you also export the code snippets?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;That&#8217;s a really smart feature. Will look into it! Thank you for that! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you handling the context window for 2+ hour podcasts? Do you chunk the transcript and summarize loosely, or are you using a model with a massive context window (like Gemini 1.5\/Claude) to keep the thread of the argument intact?<\/p>\n<\/p>\n<p>We struggle with this long-context retention problem at SquarePact (analyzing 100+ page contracts), so I\u2019m curious how others prevent the AI from forgetting the first 10 minutes by the time it gets to the end. Good luck <a href=\"https:\/\/www.producthunt.com\/@robin_gustafsson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robin_gustafsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_gustafsson<\/a>!<\/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\/@anighojkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anighojkar<\/a>&nbsp;Currently we chunk the transcript and summarise loosely. Tweaking all the time though. Good luck to you as well! <\/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>very interesting. would definitely check it out!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darsh_vaidya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darsh_vaidya<\/a>&nbsp;Please do and let me know what you think! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very impressive feature, especially for students and people who enjoy self-study. Have you considered expanding your pricing options in the future? For example, special prices for students and pupils?<\/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\/@diana_mirrorapp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_mirrorapp<\/a>&nbsp;Thanks for checking it out! Absolutely, students can have it for free, just let me know!<\/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>Very useful tool, I often found myself needing a bit of info from a video in text format. Plug this into an AI and you can do awesome things \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nightshiftdebug\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nightshiftdebug<\/a>&nbsp;That&#8217;s exactly right!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is easily one of the most practical tools I\u2019ve seen in a while. Everyone learns from YouTube, nobody has time for the fluff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;I guess I&#8217;m not the only one feeling this way. Thank you for engaging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks interesting&#8230; we indeed, waste a lot of time watching and rewatching tutorial videos and this can be an absolute timesaver.. Good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dkspeaks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkspeaks<\/a>&nbsp;Thank you for the support! Hope you&#8217;ll like it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is an incredible product. Helps shorten time without loosing quality. Great job Robin. But I&#8217;m wondering, Tube Guide has a generic identity &#8211; Just a play button icon. Nothing specific or tailored to the brand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charis123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charis123<\/a>&nbsp;This is correct. I may have to export a guide from YouTube on how to improve brand identity \ud83d\ude01 But in all honesty.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does your tool handle tutorials that mix instructions with storytelling or fast screen changes? Does it still manage to pull out accurate step by step actions or are there cases where the structure gets messy?<\/p>\n<\/p>\n<p>Wishing you a strong launch today! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@why_tahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@why_tahir<\/a>&nbsp;Appreciate you support an comment. We don&#8217;t extract visuals so it shouldn&#8217;t be an issue. Please try it on a video like that and let us know the results! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>TubeGuide could save tons of time by generating notes for videos! that is so useful in this fast paced era lol <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;I really hope it can \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow. A lot more people than I thought seemed to have had this issue, we&#8217;ve got a LOT of new users today so far. Keep trying it, keep writing in the &#8220;Feedback&#8221; window at the bottom left once logged in. Love it! Such a stupid and silly idea haha. Happy it resonated<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool. I tested it with a recipe I keep coming back to. Life saver that I could easily copy and paste into Notion. Awesome job <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nicklas_eriksson123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicklas_eriksson123<\/a>&nbsp;I&#8217;m really glad you found it useful! Let us know if you&#8217;re missing anything! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 actually really useful. As someone who learns a lot from YouTube, having clear step-by-step guides would save a lot of time. I\u2019m definitely going to try this out, looks honestly really promissing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mona_hooshmand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_hooshmand<\/a>&nbsp;I know right?! I am the same type of learner. I hope you will find it as useful as I have. Let us know once you&#8217;ve tried 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\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/YKIXD2LWFXGJTO\" class=\"app-title\">GLM-4.6V<\/a><\/p>\n<div class=\"one-liner\">Open-source multimodal model with native tool use<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">197<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-4.6V\u662f\u4e00\u6b3e\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7\u539f\u751f\u5de5\u5177\u8c03\u7528\u529f\u80fd\uff0c\u5728\u590d\u6742\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff08\u5982\u7f51\u9875\u641c\u7d22\u3001\u7f16\u7a0b\uff09\u573a\u666f\u4e2d\uff0c\u5b9e\u73b0\u4e86\u4ece\u89c6\u89c9\u611f\u77e5\u5230\u53ef\u6267\u884c\u884c\u52a8\u7684\u76f4\u63a5\u8f6c\u5316\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u591a\u6a21\u6001\u6a21\u578b\u9700\u8981\u989d\u5916\u7f16\u6392\u624d\u80fd\u64cd\u4f5c\u5de5\u5177\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2607b48a-2d00-4132-bbbd-2f5d4050bf5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5e5f022-1f83-46a9-9a84-135e4772a8a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d72d41c4-6566-40f0-b2d2-1b92844f76e9.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\/3d03dcb7-b0b3-4871-ad81-fdbe5db74d59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23d1a1fd-62d3-467a-a4a8-ff0b93337a8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/144ced04-7168-4dce-af70-919ffcf54cbe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b31ed622-5c23-4bc0-b757-75da8d384f81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b5d969d-0520-43b4-89e7-8725daae0e28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcccbd6c-3eb7-4ed5-8aa9-742dfc8aa49c.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\/38e4f42e-4fb0-43e1-8ef2-aa0468c2c097.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=bOM2Buzqsms\"><source src=\"https:\/\/www.youtube.com\/watch?v=bOM2Buzqsms\" 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\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Development<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n            <span class=\"tag\">\u539f\u751f\u5de5\u5177\u8c03\u7528<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u7406\u89e3<\/span><br \/>\n            <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u51fd\u6570\u8c03\u7528<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/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\u5173\u6ce8\u5176\u539f\u751f\u5de5\u5177\u8c03\u7528\u7684\u5b9e\u9645\u6548\u679c\u3001\u4e0eGPT-4V\/Claude\u7684\u5bf9\u6bd4\u3001\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e2d\u7684\u63a8\u7406\u4e00\u81f4\u6027\u4ee5\u53caAPI\u5b9a\u4ef7\u3002\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728128k\u514d\u8d39\u4e0a\u4e0b\u6587\u3001MIT\u8bb8\u53ef\u8bc1\u548c\u7b80\u6d01\u7684UI\u4e0a\uff0c\u8ba4\u4e3a\u5176\u662f\u6784\u5efa\u771f\u6b63AI\u667a\u80fd\u4f53\u7684\u53d8\u9769\u8005\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                GLM-4.6V\u7684\u5ba3\u79f0\u4eae\u70b9\u5728\u4e8e\u201c\u539f\u751f\u5de5\u5177\u8c03\u7528\u201d\u4e0e\u201c128K\u4e0a\u4e0b\u6587\u201d\u7684\u7ed3\u5408\uff0c\u8bd5\u56fe\u5c06\u89c6\u89c9\u6a21\u578b\u4ece\u201c\u89c2\u5bdf\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u8005\u201d\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u6838\u5fc3\u684e\u688f\uff1a\u611f\u77e5\u4e0e\u884c\u52a8\u4e4b\u95f4\u7684\u5272\u88c2\u3002\u82e5\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u52a8\u751f\u6210\u56fe\u6587\u4ea4\u9519\u5185\u5bb9\u201d\u548c\u201c\u72ec\u7acb\u5904\u7406\u5b8c\u6574\u5de5\u4f5c\u6d41\u201d\u80fd\u7a33\u5b9a\u5b9e\u73b0\uff0c\u786e\u5b9e\u80fd\u663e\u8457\u7f29\u77ed\u4ece\u60f3\u6cd5\u5230\u529f\u80fd\u5b9e\u73b0\u7684\u8def\u5f84\uff0c\u5c24\u5176\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\u5e76\u5b58\u3002\u6240\u8c13\u201c\u539f\u751f\u201d\uff0c\u662f\u5426\u610f\u5473\u7740\u5de5\u5177\u8c03\u7528\u7684\u53ef\u9760\u6027\u3001\u51c6\u786e\u6027\u548c\u903b\u8f91\u94fe\u6761\u7684\u8fde\u8d2f\u6027\u8fbe\u5230\u4e86\u5de5\u4e1a\u7ea7\u5e94\u7528\u6c34\u51c6\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u591a\u6b65\u9aa4\u89c6\u89c9\u4efb\u52a1\u4e00\u81f4\u6027\u201d\u7684\u8d28\u7591\u5207\u4e2d\u8981\u5bb3\u3002\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\uff0c\u4e00\u6b21\u9519\u8bef\u7684\u5de5\u5177\u8c03\u7528\u6216\u7406\u89e3\u504f\u5dee\u5c31\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u6d41\u7a0b\u5d29\u6e83\u3002\u6b64\u5916\uff0c\u5c3d\u7ba1\u62e5\u6709128K\u4e0a\u4e0b\u6587\uff0c\u4f46\u6a21\u578b\u5982\u4f55\u5728\u957f\u5e8f\u5217\u4e2d\u4fdd\u6301\u5bf9\u89c6\u89c9\u4fe1\u606f\u4e0e\u5de5\u5177\u8c03\u7528\u6307\u4ee4\u7684\u7cbe\u51c6\u5173\u8054\u4e0e\u6301\u4e45\u63a8\u7406\uff0c\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u5de5\u7a0b\u96be\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u751f\u6001\u89d2\u5ea6\u770b\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u4e0eMIT\u8bb8\u53ef\u8bc1\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u624b\u6bb5\uff0c\u65e8\u5728\u5438\u5f15\u5f00\u53d1\u8005\u548c\u7814\u7a76\u8005\u6784\u5efa\u751f\u6001\uff0c\u5bf9\u6297\u95ed\u6e90\u5de8\u5934\u7684API\u7ed1\u5b9a\u3002\u4f46\u201c\u5f00\u6e90\u6a21\u578b\u201d\u4e0e\u201c\u53ef\u9760\u7684\u751f\u4ea7\u7ea7\u667a\u80fd\u4f53\u5e73\u53f0\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0c\u9700\u8981\u6301\u7eed\u7684\u5de5\u7a0b\u8fed\u4ee3\u3001\u5de5\u5177\u751f\u6001\u5efa\u8bbe\u548c\u793e\u533a\u652f\u6301\u3002\u76ee\u524d\u6765\u770b\uff0cGLM-4.6V\u66f4\u50cf\u4e00\u4e2a\u9887\u5177\u6f5c\u529b\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u5b83\u6307\u51fa\u4e86\u591a\u6a21\u6001\u6a21\u578b\u8fdb\u5316\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u5411\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\u5730\u4f4d\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u4efb\u52a1\u73af\u5883\u4e2d\u7ecf\u53d7\u4e25\u82db\u8003\u9a8c\uff0c\u8bc1\u660e\u5176\u4e0d\u4ec5\u201c\u80fd\u8c03\u7528\u5de5\u5177\u201d\uff0c\u66f4\u80fd\u201c\u6b63\u786e\u3001\u9ad8\u6548\u3001\u53ef\u9760\u5730\u201d\u5b8c\u6210\u7aef\u5230\u7aef\u7684\u4efb\u52a1\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\">GLM-4.6V<\/span>\n                <\/div>\n<div class=\"comment-content\">GLM-4.6V is GLM&#8217;s newest open-source multimodal model with a 128k context window. It features native function calling, bridging visual perception with executable actions for complex agentic workflows like web search and coding.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>GLM-4.6V is a significant iteration for the GLM multimodal series. It scales the training context window to 128k and hits SOTA visual understanding for its size.<\/p>\n<p>The biggest update here is the native Function Calling. For the first time in the GLM architecture, tool use is integrated directly into the visual model. This effectively bridges the gap from &#8220;visual perception&#8221; to &#8220;executable action.&#8221;<\/p>\n<p>It can automatically generate high-quality image-text interleaved content and handle complete workflows independently, like viewing products, comparing prices, and generating shopping lists. The frontend replication and visual interaction capabilities are also impressive, which significantly shortens the path from design to code for developers.<\/p>\n<p>Try it on <a href=\"http:\/\/Z.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Z.ai<\/a> or find the <a href=\"https:\/\/huggingface.co\/collections\/zai-org\/glm-46v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open weights on HF<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp;So this actually lets the model interact with tools directly? That could save so much back-and-forth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp;Curious whether you\u2019ve tested GLM-4.6V on longer agentic tasks that require persistent reasoning across the full 128k context\u2014any early insights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! We used <a href=\"https:\/\/Z.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Z.ai<\/a> for our hackathon in Slovakia (actually, they were our main sponsor), so happy to see how they progress even on PH \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How consistent is the function calling when handling multi-step visual tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Native function calling + 128k context is huge. This could be a game changer for building actual AI agents instead of just chatbots.<\/p>\n<p>Big question &#8211; how does this compare to Claude or GPT-4V in real-world tasks? Any benchmarks? Also curious about API pricing when it goes live.<\/p>\n<p>Seems like solid work! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wait wait wait &#8230;<\/p>\n<\/p>\n<p>It can analyze images and handle tasks for me ? Nice my lazy era has officially begun \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Gave Z.ai a spin on the train. Simple UI, snappy. Rumination mode took a bit but made cleaner steps. 128k context for free is wild. MIT license too. Really want to see how the function calling handles web\/code tools. Bookmarking to test a longer task tonight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Their progress is amazing and I actually love them now more than I loved ChatGPT when it came out. Somehow ChatGPT, even hough they improved GPT models seem to stagnate whereas <a href=\"https:\/\/Z.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Z.ai<\/a> really shines with their Open Source releases. (Which also shows that OpenAI should actually have stayed open, I am pretty sure they would rock the generative AI world by now)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MOX7RZWX2EDLOP\" class=\"app-title\">Kortex<\/a><\/p>\n<div class=\"one-liner\">Organize, import + export NotebookLM sources with a click<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kortex\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u4f5c\u4e3aAI\u804a\u5929\u5de5\u5177\uff08\u5982ChatGPT\u3001Claude\uff09\u4e0e\u77e5\u8bc6\u5e93\u5e94\u7528NotebookLM\u4e4b\u95f4\u7684\u96c6\u6210\u5c42\uff0c\u901a\u8fc7\u4e00\u952e\u5bfc\u5165\/\u5bfc\u51fa\u548c\u7cbe\u51c6\u5185\u5bb9\u6293\u53d6\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u6574\u7406\u548c\u8fc1\u79fbAI\u5bf9\u8bdd\u5185\u5bb9\u65f6\u6d41\u7a0b\u7e41\u7410\u3001\u6570\u636e\u5c01\u95ed\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\/04905e01-1eee-42b5-a478-f75254efca2c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NPG7NfZfOps?si=FmHaVk9mIAM0GgUV\"><source src=\"https:\/\/youtu.be\/NPG7NfZfOps?si=FmHaVk9mIAM0GgUV\" 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\/028ca8ee-e50a-4093-a561-6cc0d5f3bb08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbf8ab92-c01d-4f9e-9038-54b335ee819d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/902173dd-46bf-4f4d-8972-9f31677b32c1.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\">User Experience<\/span><br \/>\n            <span class=\"tag\">Education<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n            <span class=\"tag\">NotebookLM\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u5f52\u6863<\/span><br \/>\n            <span class=\"tag\">Markdown\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u6293\u53d6<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u586b\u8865\u4e86NotebookLM\u5bfc\u51fa\u7b49\u529f\u80fd\u77ed\u677f\u7684\u4ef7\u503c\uff0c\u5e76\u5173\u6ce8\u5176\u6269\u5c55\u6027\uff08\u652f\u6301\u66f4\u591aAI\u6e90\u548c\u81ea\u5b9a\u4e49\u76ee\u6807\uff09\u3001\u6280\u672f\u7ec6\u8282\uff08\u5927\u6587\u6863\u5904\u7406\u3001\u9632AI\u5e7b\u89c9\u3001\u683c\u5f0f\u4fdd\u7559\uff09\u4ee5\u53ca\u957f\u671f\u5dee\u5f02\u5316\u4f18\u52bf\uff08\u4e0e\u666e\u901a\u7f51\u9875\u526a\u8f91\u5668\u7684\u533a\u522b\uff09\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                Kortex\u806a\u660e\u5730\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u586b\u7f1d\u8005\u201d\u89d2\u8272\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u6355\u6349\u5e76\u4ea7\u54c1\u5316\u4e86\u4e00\u4e2a\u65b0\u5174\u7684\u3001\u8f6c\u77ac\u5373\u901d\u7684\u751f\u6001\u4f4d\u9700\u6c42\uff1a\u5728\u5982NotebookLM\u8fd9\u7c7b\u529f\u80fd\u5f3a\u5927\u4f46\u521d\u671f\u5f00\u653e\u5ea6\u4e0d\u8db3\u7684\u201c\u56f4\u5899\u82b1\u56ed\u201d\u5f0fAI\u5e94\u7528\uff0c\u4e0e\u4e3b\u6d41\u4f46\u6570\u636e\u5c01\u95ed\u7684\u901a\u7528AI\u804a\u5929\u754c\u9762\u4e4b\u95f4\uff0c\u642d\u5efa\u4e00\u5ea7\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u6865\u6881\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201cNative LLM Archiving\u201d\u548c\u201c\u6570\u636e\u81ea\u7531\u201d\uff08\u6279\u91cf\u5bfc\u51faMarkdown\uff09\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAI\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u751f\u6210\u5185\u5bb9\u6613\uff0c\u6c89\u6dc0\u548c\u590d\u7528\u96be\u3002\u7528\u6237\u88ab\u56f0\u5728\u591a\u4e2a\u5e73\u53f0\u7684\u4f1a\u8bdd\u5386\u53f2\u4e2d\uff0c\u65e0\u6cd5\u6709\u6548\u6784\u5efa\u4e2a\u4eba\u77e5\u8bc6\u4f53\u7cfb\u3002Kortex\u8bd5\u56fe\u5c06\u788e\u7247\u5316\u7684AI\u5bf9\u8bdd\uff0c\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u8d44\u4ea7\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\u62a4\u57ce\u6cb3\u592a\u6d45\u3002\u5176\u529f\u80fd\u4e25\u91cd\u4f9d\u8d56\u4e0a\u6e38\u5e73\u53f0\uff08NotebookLM\u53ca\u5404\u5927\u804a\u5929\u673a\u5668\u4eba\uff09\u7684\u754c\u9762\u7a33\u5b9a\u6027\uff0c\u4e00\u4e2a\u5b98\u65b9API\u6216\u529f\u80fd\u7684\u66f4\u65b0\u5c31\u53ef\u80fd\u4f7f\u5176\u6838\u5fc3\u529f\u80fd\u5f52\u96f6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u652f\u6301\u5176\u4ed6\u76ee\u7684\u5730\u201d\u548c\u201c\u7f51\u9875\u7248\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u70b9\u51fa\u4e86\u5176\u751f\u5b58\u7126\u8651\u2014\u2014\u5fc5\u987b\u5feb\u901f\u6269\u5c55\uff0c\u4ece\u201cNotebookLM\u4e13\u7528\u63d2\u4ef6\u201d\u5347\u7ea7\u4e3a\u201cAI\u6570\u636e\u901a\u7528\u7ba1\u9053\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u6b21\uff0c\u201c\u7cbe\u51c6\u6293\u53d6\u201d\u4f53\u9a8c\u4e0e\u201c\u9632\u5e7b\u89c9\u201d\u9700\u6c42\u5b58\u5728\u6df1\u5c42\u5f20\u529b\u3002\u5f53\u5b83\u4eceAI\u804a\u5929\u4e2d\u6293\u53d6\u7279\u5b9a\u6587\u672c\u5757\u65f6\uff0c\u8fd9\u4e9b\u5185\u5bb9\u672c\u8eab\u53ef\u80fd\u5df2\u662fAI\u751f\u6210\u7684\u3001\u9700\u8981\u88ab\u6838\u5b9e\u7684\u201c\u4e8c\u624b\u4fe1\u606f\u201d\uff0c\u8fd9\u4e0e\u5904\u7406\u6e90\u6587\u6863\u6709\u672c\u8d28\u533a\u522b\u3002\u8fd9\u4f7f\u5176\u201c\u4fdd\u771f\u5ea6\u201d\u66f4\u591a\u4f53\u73b0\u5728\u683c\u5f0f\u8fd8\u539f\u4e0a\uff0c\u800c\u975e\u4fe1\u606f\u53ef\u4fe1\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u957f\u8fdc\u770b\uff0cKortex\u7684\u51fa\u8def\u5728\u4e8e\u4ece\u201c\u5de5\u5177\u201d\u8d70\u5411\u201c\u534f\u8bae\u201d\u3002\u5b83\u4e0d\u5e94\u6b62\u6b65\u4e8e\u505a\u4e00\u4e2a\u597d\u7528\u7684\u526a\u8f91\u5668\uff0c\u800c\u5e94\u601d\u8003\u5982\u4f55\u5b9a\u4e49AI\u5185\u5bb9\u5f52\u6863\u7684\u5143\u6570\u636e\u6807\u51c6\uff0c\u6210\u4e3a\u7528\u6237\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u7684\u6570\u636e\u6444\u5165\u4e2d\u67a2\u3002\u5426\u5219\uff0c\u4e00\u65e6\u5de8\u5934\u4eec\u7a0d\u52a0\u5173\u6ce8\u6b64\u9700\u6c42\u5e76\u5185\u7f6e\u7c7b\u4f3c\u529f\u80fd\uff0c\u5b83\u4fbf\u6781\u6613\u88ab\u53d6\u4ee3\u3002\u5b83\u7684\u5f53\u524d\u6210\u529f\uff0c\u662f\u654f\u6377\u751f\u6001\u4f4d\u521b\u65b0\u7684\u5178\u8303\uff1b\u5b83\u7684\u672a\u6765\uff0c\u5219\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5de8\u5934\u8f6c\u8eab\u524d\uff0c\u5efa\u7acb\u8d77\u4e0d\u53ef\u66ff\u4ee3\u7684\u6570\u636e\u5904\u7406\u903b\u8f91\u4e0e\u7528\u6237\u4e60\u60ef\u7ed1\u5b9a\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\">Kortex<\/span>\n                <\/div>\n<div class=\"comment-content\">Most extensions are basic web clippers. Kortex acts as an integration layer, bridging active AI chats with NotebookLM storage. Its standout features include Native LLM Archiving, which adds a one-click import button directly inside ChatGPT, Claude, and Gemini. Unlike others, we focus on data freedom with bulk exports to Markdown, and precision sniping to save specific text blocks rather than whole messy webpages.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">NotebookLM has great features, but it is still lagging in many aspects like letting the users download the chat, particular responses, or even the studio notes. Kortex helps user to export these things easily. Also, you can import your LLM chats directly to notebookLM by clicking only one button. Kortex also offers many features along with these above.<\/div>\n<div class=\"comment-actions\">\n<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>Any plans to support custom destinations beyond NotebookLM?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Do you have anything in mind? It might me a good idea to expand beyond NBLM.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! The &#8216;Chat with PDFs&#8217; feature is crucial for a second brain app.<\/p>\n<\/p>\n<p>I\u2019m curious, how are you handling the context retrieval for larger documents? Do you have a way to prevent the AI from hallucinating details not found in the source text? I\u2019m tackling this exact challenge right now with my own tool (SquarePact) for legal contract review, so I&#8217;m always interested in how other makers ensure high-fidelity retrieval.<\/p>\n<p>Excited to try out the new workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>NotebookLM is powerful but there are still those tiny good-to-have features that we usually miss&#8230;. and Kortex seems to be bridging that gap&#8230; Interesting&#8230;<\/p>\n<\/p>\n<p>Best luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Smart move. NotebookLM is great but feels incomplete without easy export. Building on top is the play.<\/p>\n<p>Question &#8211; does it work with other AI chat sources too? Or just NotebookLM for now? Also, any plans for a web version instead of just chrome extension?<\/p>\n<p>Clean product! \ud83d\ude4b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Quite amazing. Do you also preserve the text formatting of the chat generated by LLMs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clean concept. But what\u2019s the real edge here \u2014 is it the native LLM archiving or the precision-sniping workflow? Also, how do you handle formatting consistency when clipping AI chats, and what stops this from becoming just another fancy web clipper? Curious how Kortex stays genuinely differentiated long-term<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/TSZ72CDJVN3KL3\" class=\"app-title\">Lyria Camera by Google DeepMind<\/a><\/p>\n<div class=\"one-liner\">Turn your camera into a musical instrument<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">147<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7531Google DeepMind\u5f00\u53d1\u7684APP\uff0c\u901a\u8fc7\u6444\u50cf\u5934\u6355\u6349\u73af\u5883\u753b\u9762\uff0c\u5e76\u5b9e\u65f6\u751f\u6210\u4e0e\u4e4b\u5339\u914d\u7684\u52a8\u6001\u80cc\u666f\u97f3\u4e50\uff0c\u5c06\u65e5\u5e38\u573a\u666f\u8f6c\u5316\u4e3a\u6c89\u6d78\u5f0f\u7684\u89c6\u542c\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u6e34\u671b\u8f7b\u677e\u521b\u4f5c\u4e2a\u6027\u5316\u6c1b\u56f4\u97f3\u4e50\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\/ba0b62bf-c85a-473f-99dd-5e54e116f467.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\/1b0ca485-c159-455f-b36d-51c317181baf.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\/da231171-0962-4992-99aa-23e6fe8dde7e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Music<\/span><br \/>\n            <span class=\"tag\">Photography<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u97f3\u4e50\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u89c6\u89c9\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6c89\u6d78\u5f0f\u4f53\u9a8c<\/span><br \/>\n            <span class=\"tag\">Google DeepMind<\/span><br \/>\n            <span class=\"tag\">\u73af\u5883\u914d\u4e50<\/span><br \/>\n            <span class=\"tag\">\u4e92\u52a8\u827a\u672f<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u8868\u8fbe<\/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\u666e\u904d\u8868\u8fbe\u4e86\u5bf9\u65b0\u9896\u6982\u5ff5\u7684\u5174\u594b\u4e0e\u8d5e\u8d4f\uff0c\u8ba4\u4e3a\u5176\u5c55\u73b0\u4e86\u591a\u6a21\u6001\u521b\u610f\u7684\u672a\u6765\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\uff1a\u8be2\u95ee\u5e94\u7528\u4e0b\u8f7d\u94fe\u63a5\uff08\u5df2\u7531\u56e2\u961f\u56de\u590d\u63d0\u4f9b\uff09\uff0c\u4ee5\u53ca\u63d0\u51fa\u80fd\u5426\u53cd\u5411\u5c06\u97f3\u4e50\u4e0e\u706f\u5149\u63a7\u5236\u7cfb\u7edf\u7ed3\u5408\u7684\u521b\u610f\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                Lyria Camera\u5e76\u975e\u4e00\u6b3e\u7b80\u5355\u7684\u6ee4\u955c\u6216\u97f3\u4e50\u64ad\u653e\u5668\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06Google\u4e24\u5927\u5c16\u7aef\u6280\u672f\u2014\u2014Gemini\u7684\u591a\u6a21\u6001\u89c6\u89c9\u7406\u89e3\u4e0eLyria RealTime\u7684\u5b9e\u65f6\u97f3\u4e50\u751f\u6210\u2014\u2014\u8fdb\u884c\u4e86\u8f7b\u91cf\u5316\u3001\u573a\u666f\u5316\u7684\u5c01\u88c5\u4e0e\u843d\u5730\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u73af\u5883-\u97f3\u4e50\u201d\u7684\u5b9e\u65f6\u8f6c\u8bd1\u7cfb\u7edf\uff0c\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u964d\u4f4e\u4e86AI\u9a71\u52a8\u7684\u827a\u672f\u521b\u4f5c\u95e8\u69db\uff0c\u5c06\u751f\u6210\u8fc7\u7a0b\u4ece\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u53d8\u4e3a\u66f4\u76f4\u89c9\u7684\u201c\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6280\u672f\u6f14\u793a\uff08Tech Demo\uff09\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u4ece\u8bc4\u8bba\u4e2d\u7528\u6237\u6025\u5207\u5bfb\u627e\u4e0b\u8f7d\u94fe\u63a5\u5373\u53ef\u770b\u51fa\uff0c\u5176\u53d1\u5e03\u6e20\u9053\uff08Google AI Studio\uff09\u4ecd\u504f\u5411\u5f00\u53d1\u8005\u4e0e\u5b9e\u9a8c\u8005\uff0c\u79bb\u5927\u4f17\u5e02\u573a\u5c1a\u6709\u8ddd\u79bb\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u97f3\u4e50\u53cd\u5411\u63a7\u5236\u706f\u5149\u201d\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5176\u66f4\u5927\u7684\u6f5c\u529b\uff1a\u5b83\u4e0d\u5e94\u6b62\u4e8e\u4e00\u4e2a\u5c01\u95ed\u7684\u89c6\u542c\u73a9\u5177\uff0c\u800c\u5e94\u6210\u4e3a\u4e00\u4e2a\u5f00\u653e\u7684\u3001\u53ef\u7f16\u7a0b\u7684\u201c\u611f\u77e5-\u751f\u6210\u201d\u4e2d\u95f4\u4ef6\u3002\u5176\u672a\u6765\u4ef7\u503c\u5728\u4e8eAPI\u5316\uff0c\u8d4b\u80fd\u6e38\u620f\u3001\u73b0\u573a\u6f14\u51fa\u3001AR\/VR\u4e43\u81f3\u7597\u6108\u7b49\u9886\u57df\uff0c\u5b9e\u73b0\u52a8\u6001\u73af\u5883\u7684\u5b9e\u65f6\u97f3\u9891\u6e32\u67d3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u76ee\u524d\u6765\u770b\uff0cLyria Camera\u662fGoogle\u5c55\u793a\u5176AI\u5728\u521b\u610f\u9886\u57df\u5b9e\u65f6\u534f\u540c\u80fd\u529b\u7684\u4e00\u6b21\u534e\u4e3d\u4eae\u76f8\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u6216\u201c\u521b\u610f\u5e73\u53f0\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u7684\u5f00\u653e\u7a0b\u5ea6\u4e0e\u751f\u6001\u6784\u5efa\u3002\u5b83\u63ed\u793a\u4e86AI\u4e0d\u518d\u4ec5\u662f\u5185\u5bb9\u751f\u6210\u5668\uff0c\u800c\u662f\u53ef\u4ee5\u6210\u4e3a\u8fde\u63a5\u7269\u7406\u4e16\u754c\u4e0e\u6570\u5b57\u8868\u8fbe\u7684\u201c\u611f\u77e5\u6027\u4e50\u5668\u201d\u8fd9\u4e00\u672a\u6765\u65b9\u5411\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\">Lyria Camera by Google DeepMind<\/span>\n                <\/div>\n<div class=\"comment-content\">Lyria Camera turns your surroundings into a live soundtrack. Using Gemini\u2019s visual understanding and the Lyria RealTime API, it transforms what your camera sees into evolving music that matches your mood and movement turning every moment into an immersive audiovisual experience.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to share Lyria Camera! \u0410n app that turns your camera into a live musical instrument. <\/p>\n<p>It uses Gemini to interpret what you see and Lyria RealTime to compose music that evolves with your surroundings.<\/p>\n<p>A beautiful glimpse into the future of multimodal creativity.<\/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\">This is something new I got to know, out of the box concept. congrats on the launch. \ud83c\udf89<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is lovely.  But where is the link to your app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;here&#8217;s the link!<\/p>\n<p><a href=\"https:\/\/aistudio.google.com\/apps\/bundled\/lyria_camera?fullscreenApplet=true&amp;showPreview=true&amp;showAssistant=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/aistudio.google.com\/apps\/bundled\/lyria_camera?fullscreenApplet=true&amp;showPreview=true&amp;showAssistant=true<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Here&#8217;s the Lyra page with details: <a href=\"https:\/\/deepmind.google\/models\/lyria\/lyria-realtime\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/deepmind.google\/models\/lyria\/lyria-realtime\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stunning. \ud83d\ude42 I&#8217;m super curious if this can go the other way around, connect music + camera to DMX controllers and light up a stage. Awesome work! Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/WNAN2M7GWZ7FO5\" class=\"app-title\">Cosmic AI Agents<\/a><\/p>\n<div class=\"one-liner\">Autonomous AI that builds, writes, and ships for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosmic AI Agents\u662f\u4e00\u6b3e\u81ea\u4e3bAI\u52a9\u624b\u5e73\u53f0\uff0c\u901a\u8fc7\u4ee3\u7801\u4ee3\u7406\u81ea\u52a8\u6784\u5efa\u529f\u80fd\u3001\u4fee\u590dBug\u5e76\u751f\u6210\u5185\u5bb9\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u5185\u5bb9\u56e2\u961f\u81ea\u52a8\u5316\u5904\u7406\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u4ece\u800c\u805a\u7126\u4e8e\u6838\u5fc3\u521b\u65b0\u5de5\u4f5c\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\/a561948b-0ef0-4742-9d2e-99faf00e4d9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e0c2a7d-c28d-4a8d-9e04-3007f80a3c66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/587b7220-f4ea-48ef-9200-baae628eb59e.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\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4ee3\u7801\u751f\u6210\u7684\u7ed3\u6784\u89c4\u8303\u6027\u3001\u4efb\u52a1\u51b2\u7a81\u5904\u7406\u3001GitHub\u96c6\u6210\u6d41\u7a0b\u7684\u6e05\u6670\u5ea6\u4ee5\u53ca\u65b0\u7528\u6237\u4e0a\u624b\u7684\u6613\u7528\u6027\u3002\u5f00\u53d1\u8005\u62c5\u5fe7AI\u8f93\u51fa\u4ee3\u7801\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u7ef4\u62a4\u6027\uff0c\u56e2\u961f\u5219\u8be2\u95ee\u5927\u89c4\u6a21\u534f\u4f5c\u65f6\u7684\u7ba1\u7406\u673a\u5236\u3002\u4ea7\u54c1\u65b9\u56de\u5e94\u5c06\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\u5e76\u5f3a\u8c03\u4eba\u5de5\u5ba1\u6838\u73af\u8282\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                Cosmic AI Agents\u7684\u91ce\u5fc3\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u201cAI\u52b3\u52a8\u529b\u201d\u7684\u4e2d\u63a7\u7cfb\u7edf\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4ee3\u7801\u6216\u5185\u5bb9\u751f\u6210\uff0c\u800c\u662f\u8bd5\u56fe\u5c06AI\u4ee3\u7406\u8f6c\u5316\u4e3a\u53ef\u8c03\u5ea6\u3001\u53ef\u7ba1\u7406\u3001\u5177\u5907\u6807\u51c6\u5316\u5de5\u4f5c\u6d41\u7684\u6570\u5b57\u5458\u5de5\u3002\u4ea7\u54c1\u5c06\u201c\u9694\u79bb\u5206\u652f\u201d\u548c\u201c\u4eba\u5de5\u5ba1\u6838PR\u201d\u4f5c\u4e3a\u5b89\u5168\u62a4\u680f\uff0c\u662f\u660e\u667a\u4e4b\u4e3e\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u4e86\u5f00\u53d1\u8005\u5bf9\u201c\u9ed1\u7bb1\u81ea\u52a8\u5316\u201d\u7684\u4fe1\u4efb\u7126\u8651\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u53ef\u9884\u6d4b\u6027\u201d\u3002\u9996\u6761\u9ad8\u8d5e\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1aAI\u751f\u6210\u7684\u4ee3\u7801\u7ed3\u6784\u662f\u5426\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\uff0c\u8fd8\u662f\u4f1a\u57cb\u4e0b\u201c\u610f\u5927\u5229\u9762\u6761\u5f0f\u201d\u903b\u8f91\u7684\u9690\u60a3\uff1f\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5b9e\u9a8c\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u80fd\u529b\u589e\u5f3a\u578b\u7684\u81ea\u52a8\u5316\u811a\u672c\u8fd0\u884c\u5668\uff0c\u800c\u975e\u5177\u5907\u6df1\u5ea6\u7406\u89e3\u548c\u7cfb\u7edf\u67b6\u6784\u80fd\u529b\u7684\u201c\u540c\u4e8b\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u4ea7\u54c1\u5c06\u201c\u4ee3\u7801\u4ee3\u7406\u201d\u4e0e\u201c\u5185\u5bb9\u4ee3\u7406\u201d\u5206\u800c\u6cbb\u4e4b\uff0c\u663e\u793a\u4e86\u6e05\u6670\u7684\u573a\u666f\u5207\u5272\uff0c\u4f46\u4e24\u8005\u5728\u5e95\u5c42\u662f\u5426\u5171\u4eab\u540c\u4e00\u5957\u6307\u4ee4\u7406\u89e3\u4e0e\u4efb\u52a1\u5206\u89e3\u5f15\u64ce\uff1f\u82e5\u5426\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u4e24\u4e2a\u72ec\u7acb\u5de5\u5177\u7684\u7b80\u5355\u62fc\u63a5\uff1b\u82e5\u662f\uff0c\u5219\u5982\u4f55\u4fdd\u8bc1\u5728\u4e0d\u540c\u9886\u57df\u8f93\u51fa\u7684\u4e13\u4e1a\u5ea6\uff1f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u51b2\u7a81\u6307\u4ee4\u5904\u7406\u201d\u95ee\u9898\uff0c\u6b63\u662f\u89c4\u6a21\u5316\u5e94\u7528\u65f6\u5fc5\u987b\u89e3\u51b3\u7684\u534f\u8c03\u96be\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u8e29\u5728AI\u5e94\u7528\u6d6a\u6f6e\u6b63\u786e\u65b9\u5411\u4e0a\u7684\u4ea7\u54c1\uff0c\u5b83\u6293\u4f4f\u4e86\u201c\u81ea\u52a8\u5316\u6267\u884c\u5c42\u201d\u7684\u75db\u70b9\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u201c\u80fd\u505a\u4ec0\u4e48\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u201c\u505a\u51fa\u6765\u7684\u4e1c\u897f\u8d28\u91cf\u662f\u5426\u7a33\u5b9a\u53ef\u63a7\u201d\u3002\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u53e6\u4e00\u4e2a\u5236\u9020\u6280\u672f\u503a\u7684\u5feb\u6377\u65b9\u5f0f\uff0c\u800c\u662f\u80fd\u7406\u89e3\u548c\u878d\u5165\u73b0\u6709\u5de5\u7a0b\u4e0e\u5185\u5bb9\u89c4\u8303\u7684\u667a\u80fd\u4f19\u4f34\u3002\u524d\u65b9\u7684\u9053\u8def\u5728\u4e8e\u6301\u7eed\u7684\u6a21\u578b\u5fae\u8c03\u3001\u9886\u57df\u77e5\u8bc6\u704c\u8f93\u4ee5\u53ca\u5f02\u5e38\u590d\u6742\u7684\u4efb\u52a1\u7f16\u6392\u903b\u8f91\u7684\u6253\u78e8\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\">Cosmic AI Agents<\/span>\n                <\/div>\n<div class=\"comment-content\">Autonomous AI assistants that build features, fix bugs, and generate content for you. Give your agent instructions, and let it work in the background to build and optimize your application and content. Code agents create isolated branches and PRs. Content agents generate drafts matching your style. Schedule recurring tasks or run on-demand. Mission control for your AI workforce.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, I was ready to roll my eyes at another &#8220;AI builds everything for you&#8221; promise but the schema generation here is actually slick.<\/p>\n<\/p>\n<p>I\u2019m curious though, when the agent &#8216;ships&#8217; for you, how opinionated is the code structure? Does it stick to standard Next.js patterns, or am I going to find some spaghetti logic in the API routes later?<\/p>\n<\/p>\n<p>I fight this battle daily with SquarePact, so I know how hard it is to get consistent structured outputs. If you nailed the reliability here, that&#8217;s a massive win. Good luck <a href=\"https:\/\/www.producthunt.com\/@tonyspiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anighojkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anighojkar<\/a>&nbsp;We have some good direction here for the agents to use the latest versions and opinionated design \/ engineering principles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! We&#8217;re excited to share <strong>Cosmic AI Agents<\/strong> &#8211; autonomous AI assistants that build features, fix bugs, generate content, and automate workflows while you focus on what matters most.<\/p>\n<p><strong>What are AI Agents?<\/strong><\/p>\n<p>AI Agents work independently in the background to handle development and content tasks. Set up an agent with instructions, and it gets to work &#8211; no supervision required.<\/p>\n<p><strong>Two Types of Agents:<\/strong><\/p>\n<p>\ud83d\udd27 <strong>Code Agents<\/strong> &#8211; Connect to GitHub repositories, work in isolated branches, and create pull requests when done. Perfect for building features, fixing bugs, updating dependencies, and generating documentation.<\/p>\n<p>\ud83d\udcdd <strong>Content Agents<\/strong> &#8211; Generate and manage CMS content at scale. They analyze your existing content to match your tone and create drafts for review. Ideal for blog posts, product descriptions, and content campaigns.<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<p>&#8211; <strong>Unified AI Agents Hub<\/strong> &#8211; Mission control for your AI workforce with real-time status updates<br \/>&#8211; <strong>Isolated Branch Workflow<\/strong> &#8211; Each code agent works on its own branch, preventing conflicts during parallel execution<br \/>&#8211; <strong>Scheduled Automation<\/strong> &#8211; Run agents hourly, daily, weekly, or monthly (Starter plan+)<br \/>&#8211; <strong>Progressive Discovery<\/strong> &#8211; Agents intelligently explore external links for context<br \/>&#8211; <strong>Email Notifications<\/strong> &#8211; Get AI-generated summaries when agents complete tasks<br \/>&#8211; <strong>Saved Prompts<\/strong> &#8211; Reuse your best prompts with one click<\/p>\n<p><strong>Why We Built This<\/strong><\/p>\n<p>Development teams spend countless hours on repetitive tasks &#8211; writing boilerplate code, updating dependencies, generating content, and maintaining documentation. We wanted to give teams an AI workforce that handles these tasks autonomously, so developers can focus on solving complex problems.<\/p>\n<p>AI Agents is currently in Beta and available now. We&#8217;d love to hear your thoughts and feedback!<\/p>\n<p>Learn more: <a href=\"https:\/\/www.cosmicjs.com\/blog\/introducing-ai-agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cosmicjs.com\/blog\/in&#8230;<\/a><\/p>\n<p>What tasks would you automate with AI Agents? Drop a comment below! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a>&nbsp;Wondering how it handles conflicting instructions or overlapping tasks between agents. Could get tricky at scale<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a>&nbsp;<\/p>\n<p>This looks awesome \u2014 love how you\u2019ve separated Code Agents and Content Agents into clear, purpose-built workflows. The isolated branch approach for code is especially smart; parallel automation usually gets messy fast, so having agents work safely in their own branches is a huge win. The unified hub idea also makes it much easier to keep track of what\u2019s happening without babysitting every task.<\/p>\n<p>It\u2019s exciting to see how fast AI execution layers are evolving. I\u2019ve been brushing up on some foundational AI\/Deep Learning concepts lately through resources like the ones at iCertGlobal (<a href=\"https:\/\/www.icertglobal.com\/new-technologies\/artificial-intelligence-and-deep-learning\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.icertglobal.com\/new-technologies\/artificial-intelligence-and-deep-learning<\/a>), and products like Cosmic AI Agents show exactly how those fundamentals turn into real, scalable automation.<\/p>\n<p>Congrats on the launch \u2014 can\u2019t wait to see how teams start using this in real workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im a newbie on the AI build app world and Im trying several. Yours appears to be more set up upfront which may yield better results later&#8230;.But I got lost in the lack of logical steps flow.  In other words&#8230;I cant get it to generate. Just left myself hanging.  It may be entirely on my end.  But the key is too make it dummy proof to increase adoption.  Looking forward to seeing more \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bill_x\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bill_x<\/a>&nbsp;Great feedback. I&#8217;m on the Cosmic team, and I just sent you an email to find a time to connect and get that roadblock taken care of for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8220;Code agents create isolated branches and PRs&#8221; &#8211; How does this work? whats the flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a>&nbsp;The workflow is familiar: It connects to your GitHub account (or shared account) through the Cosmic dashboard and creates a repository. Then creates branches and PRs on your behalf.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do code agents integrate with GitHub\/GitLab and CI\/CD\u2014do they run tests and require human approval before merging PRs? Any guardrails for secrets\/env access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anna_h_ng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_h_ng<\/a>&nbsp;The agents create the PRs then a human approves \/ merges. If new env vars are needed, it requires them in a pending operation. There are security best practices in place for separating code from secrets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/AXLGSLXTAWZSEO\" class=\"app-title\">SidePanel Buddy<\/a><\/p>\n<div class=\"one-liner\">Open any website in chrome side panel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SidePanel Buddy \u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7\u5728\u4fa7\u8fb9\u680f\u56fa\u5b9a\u5e76\u81ea\u52a8\u4fdd\u5b58\u7f51\u9875\u6d4f\u89c8\u4f1a\u8bdd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4efb\u52a1\u5904\u7406\u65f6\u9891\u7e41\u5207\u6362\u6807\u7b7e\u9875\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ddfbd9e9-d1af-4428-8dd6-78e4d304099c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mOxGMUDtsd0\"><source src=\"https:\/\/www.youtube.com\/watch?v=mOxGMUDtsd0\" 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\/936089ad-a994-4921-8566-6a84de4290fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e91ff04-602a-4a5e-ae40-19db7e05904a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36a82208-4685-47b2-970e-9841a4e31814.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1370745-88d5-4563-a5ba-9a5ea866a92e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ceb1a6c-8de0-4e14-8f69-4be7d1b5773d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db797824-7c0c-4527-9824-c4819b123acf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3108d42-f090-4766-a948-774f62a07a8f.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><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Education<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u4fa7\u8fb9\u680f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bdd\u6301\u4e45\u5316<\/span><br \/>\n            <span class=\"tag\">\u591a\u4efb\u52a1\u6d4f\u89c8<\/span><br \/>\n            <span class=\"tag\">Chrome\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u56fa\u5b9a<\/span><br \/>\n            <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u5207\u6362<\/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\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u201c\u81ea\u52a8\u4fdd\u5b58\u4f1a\u8bdd\u201d\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u5b9e\u7528\u6027\u5f3a\u3002\u4e3b\u8981\u6280\u672f\u7591\u95ee\u5728\u4e8e\u5982\u4f55\u7ed5\u8fc7\u7f51\u7ad9\u5bf9iframe\u5d4c\u5165\u7684\u9650\u5236\uff08\u5982X-Frame-Options\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u4f7f\u7528\u4e86Chrome API\u8fdb\u884c\u5934\u90e8\u4fee\u6539\uff0c\u4f46\u5bf9\u6709\u5f3a\u529bBot\u9632\u62a4\u7684\u7f51\u7ad9\u65e0\u6548\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u4e0eChrome\u539f\u751f\u591a\u89c6\u56fe\u529f\u80fd\u7684\u5dee\u5f02\uff0c\u5f00\u53d1\u8005\u5f3a\u8c03\u5176\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u771f\u6b63\u7684\u4f1a\u8bdd\u6301\u4e45\u5316\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                SidePanel Buddy \u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u6d4f\u89c8\u5668\u957f\u671f\u5ffd\u89c6\u7684\u7ec6\u5fae\u75db\u70b9\uff1a\u4e34\u65f6\u6027\u3001\u53c2\u8003\u6027\u7f51\u9875\u6d4f\u89c8\u7684\u72b6\u6001\u4e22\u5931\u95ee\u9898\u3002\u5176\u5ba3\u79f0\u7684\u201cTrue session persistence\u201d\u662f\u4ea7\u54c1\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\uff0c\u5b83\u5e76\u975e\u7b80\u5355\u7684\u4e66\u7b7e\u6216\u5386\u53f2\u8bb0\u5f55\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u4fa7\u8fb9\u680f\u6a21\u62df\u6210\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u6709\u72b6\u6001\u7684\u6d4f\u89c8\u5bb9\u5668\uff0c\u8fd9\u6bd4Chrome\u6b63\u5728\u5b9e\u9a8c\u7684\u539f\u751f\u591a\u89c6\u56fe\u529f\u80fd\u5728\u201c\u72b6\u6001\u4fdd\u6301\u201d\u4e0a\u8d70\u5f97\u66f4\u8fdc\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6280\u672f\u5b9e\u73b0\u8def\u5f84\u6697\u542b\u98ce\u9669\u4e0e\u5c40\u9650\u3002\u4f9d\u8d56 declarativeNetRequest API \u4fee\u6539\u54cd\u5e94\u5934\u4ee5\u7ed5\u8fc7\u5b89\u5168\u7b56\u7565\uff08\u5982X-Frame-Options\u3001CSP\uff09\uff0c\u672c\u8d28\u4e0a\u662f\u4e0e\u7f51\u7ad9\u5b89\u5168\u7b56\u7565\u5bf9\u6297\u3002\u8fd9\u4e0d\u4ec5\u53ef\u80fd\u968f\u7740\u6d4f\u89c8\u5668\u5b89\u5168\u653f\u7b56\u7684\u6536\u7d27\u800c\u5931\u6548\uff0c\u66f4\u53ef\u80fd\u5728\u6cd5\u5f8b\u548c\u9053\u5fb7\u5c42\u9762\u9762\u4e34\u6311\u6218\uff0c\u7279\u522b\u662f\u5904\u7406\u654f\u611f\u4fe1\u606f\u65f6\u3002\u5f00\u53d1\u8005\u5766\u627f\u7684\u201cworks for most sites\u201d\u7b56\u7565\uff0c\u610f\u5473\u7740\u4ea7\u54c1\u4f53\u9a8c\u662f\u8106\u5f31\u4e14\u4e0d\u7a33\u5b9a\u7684\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u76ee\u6807\u7f51\u7ad9\u7684\u201c\u5bbd\u5bb9\u5ea6\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ea7\u54c1\u6f14\u5316\u89d2\u5ea6\u770b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u529f\u80fd\u539f\u578b\u201d\uff0c\u5176\u6838\u5fc3\u521b\u610f\u4ef7\u503c\u5728\u4e8e\u5411\u6d4f\u89c8\u5668\u5382\u5546\u8bc1\u660e\u4e86\u7528\u6237\u5bf9\u201c\u6301\u4e45\u5316\u4fa7\u8fb9\u680f\u201d\u7684\u5f3a\u70c8\u9700\u6c42\u3002\u4e00\u65e6Chrome\u6216\u5176\u4ed6\u6d4f\u89c8\u5668\u5c06\u7c7b\u4f3c\u72b6\u6001\u4fdd\u5b58\u529f\u80fd\u6df1\u5ea6\u96c6\u6210\u5230\u539f\u751f\u591a\u89c6\u56fe\u4e2d\uff0c\u6b64\u7c7b\u6269\u5c55\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6025\u5267\u538b\u7f29\u3002\u5176\u9644\u52a0\u7684\u641c\u7d22\u5f15\u64ce\u5207\u6362\u7b49\u529f\u80fd\uff0c\u5c5e\u4e8e\u4f4e\u58c1\u5792\u7684\u589e\u91cf\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cSidePanel Buddy \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u5f53\u524d\u7684\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5b9a\u4e49\u5e76\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u7ec6\u5206\u573a\u666f\u7684\u9700\u6c42\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u6700\u5927\u7684\u673a\u4f1a\u6216\u8bb8\u662f\u5feb\u901f\u8fed\u4ee3\uff0c\u5c06\u201c\u72b6\u6001\u4fdd\u6301\u201d\u8fd9\u4e00\u6838\u5fc3\u80fd\u529b\u62bd\u8c61\u6210\u66f4\u901a\u7528\u3001\u66f4\u5408\u89c4\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6216\u5bfb\u6c42\u88ab\u6d4f\u89c8\u5668\u751f\u6001\u6574\u5408\u7684\u53ef\u80fd\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u75db\u70b9\u9a8c\u8bc1\u8005\u548c\u4e34\u65f6\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5e76\u975e\u4e00\u4e2a\u7a33\u56fa\u7684\u6280\u672f\u4ea7\u54c1\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">SidePanel Buddy<\/span>\n                <\/div>\n<div class=\"comment-content\">Browse any website in Chrome&#8217;s side panel alongside your main tab. Your browsing session stays exactly where you left it. Unlike other side panel browsers, SidePanel Buddy automatically saves your last visited page &#8211; close the panel, switch tabs, or even restart Chrome, and your page will be right there waiting when you return. Choose your favorite search engine. Quickly switch between Google, Bing, Brave Search, Ecosia, or Yahoo directly from the side panel.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-save is such a small detail, but incredibly useful. Love it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhiqi_shi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhiqi_shi<\/a>&nbsp;Thank you! Really appreciate it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you handling the dreaded X-Frame-Options \/ CSP headers? I know a ton of major sites (GitHub, Notion, etc.) explicitly block being loaded in iframes or side panels. Did you find a workaround to proxy them, or is it a &#8216;works where it works&#8217; situation?<\/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\/@anighojkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anighojkar<\/a>&nbsp;Great question! I use Chrome&#8217;s declarativeNetRequest API to strip X-Frame-Options and CSP headers from response headers. This allows most sites, including GitHub and Notion to load successfully in the side panel.<\/p>\n<\/p>\n<p>That said, it&#8217;s not 100% bulletproof. Sites with aggressive bot protection (like Cloudflare challenges) won&#8217;t pass verification inside the iframe. And ironically, the Chrome Web Store itself blocks embedding regardless of header stripping.<\/p>\n<\/p>\n<p>So yes, it&#8217;s a &#8220;works for most sites&#8221; situation, but in practice, the vast majority of sites people actually want to browse (social media, docs, news, dev tools) work great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 idea but it works! Great job.<\/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\/@john_licato\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_licato<\/a>&nbsp;Thank you! Really appreciate it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p><strong>SidePanel Buddy<\/strong> solves a problem every Chrome user faces: <\/p>\n<blockquote>\n<p>&#8220;Losing your place when you need to quickly reference something.&#8221;<\/p>\n<\/blockquote>\n<p>\ud83c\udfaf The main feature that sets us apart: True session persistence. Unlike other side panel tools, your browsing session automatically saves &#8211; close the panel, switch tabs, restart Chrome, and your page is still there waiting. No more losing that important article or reference page you had open.<\/p>\n<\/p>\n<p><strong>Perfect for:<\/strong><\/p>\n<p><strong>\u2726 <\/strong>Researchers keeping references visible while writing<\/p>\n<p><strong>\u2726 <\/strong>Shoppers comparing products side-by-side<\/p>\n<p><strong>\u2726 <\/strong>Anyone following tutorials while working<\/p>\n<p><strong>\u2726 <\/strong>Multitaskers who need multiple views without tab chaos<\/p>\n<\/p>\n<p>Plus: Multiple search engines (Google, Bing, Brave, Ecosia, Yahoo), drag &amp; drop links, dark mode, and a clean interface that stays out of your way.<\/p>\n<\/p>\n<p>Also check out my other free Chrome tools \ud83d\udc47<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/email-buttons\/launches\/email-buttons?utm_source=other&amp;utm_medium=social\" target=\"_blank\" rel=\"noopener\">Email Buttons<\/a> &#8211; Turn email links into buttons that get clicked<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/seo-copilot-2?utm_source=other&amp;utm_medium=social\" target=\"_blank\" rel=\"noopener\">SEO Copilot<\/a> &#8211; Instant on-page SEO analysis in your side panel<\/p>\n<\/li>\n<\/ul>\n<p>Would love to hear your feedback and answer any questions! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zack_ho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zack_ho<\/a>&nbsp;So if I close Chrome and reopen, everything\u2019s exactly where I left it? Even multiple panels open at once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Session persistence is the killer bit. I always pin a wiki or Notion in the side and Chrome forgets it after a restart. If this keeps the page right where I left it, that&#8217;s a win. Bonus points for quick search switch + dark mode. Installing to try today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;Thanks so much. Hope it works great for you! Let me know what you think after trying it out \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves the constant switching between a Chrome tab and another companion page or, tool where either you are writing something or, doing a comparative evaluation&#8230; I particularly loved that option to research and write on Medium&#8230;<\/p>\n<p>Good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dkspeaks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkspeaks<\/a>&nbsp;Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, this is amazing. <\/p>\n<p>But Google has started to roll out multiple views on Chrome. How is it different and adding value?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;I actually built this before Google started rolling out multiple views, so there is definitely some overlap now. The big difference is still the true session persistence, where your last page always comes back exactly where you left it. Also, SidePanel Buddy adds conveniences like quick search engine switching, which some people find it useful. Anyway, appreciate you giving it a look. Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YJBNWYUVTE2PI6\" class=\"app-title\">EpsteinGPT<\/a><\/p>\n<div class=\"one-liner\">ChatGPT connected to the Epstein Files<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u7231\u6cfc\u65af\u5766\u6587\u4ef6\u6570\u636e\u5e93\u6784\u5efa\u7684\u4e13\u7528AI\u641c\u7d22\u5de5\u5177\uff0c\u5728\u8c03\u67e5\u7814\u7a76\u548c\u4fe1\u606f\u6316\u6398\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4ece\u6d77\u91cf\u89e3\u5bc6\u6587\u4ef6\u4e2d\u5b9a\u4f4d\u5173\u952e\u4fe1\u606f\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\/aa04db40-ab6e-4756-a3bf-5d26785bc6b9.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/nmW9gc8yAb4\"><source src=\"https:\/\/youtube.com\/shorts\/nmW9gc8yAb4\" 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\/e74bb754-daf8-4dc9-b027-a0ad97e23ee5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1107a687-5807-46bc-aa9f-217f99aa21f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63cd496c-a438-4676-b08d-1af43086ca02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2723b373-30dc-4d5e-9894-a7b864ec16f2.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\">Politics<\/span><br \/>\n            <span class=\"tag\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u641c\u7d22\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6587\u4ef6\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5e93\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">\u7231\u6cfc\u65af\u5766\u6587\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span><br \/>\n            <span class=\"tag\">\u6df1\u5ea6\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u65b0\u95fb\u8c03\u67e5<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6316\u6398<\/span><br \/>\n            <span class=\"tag\">\u6982\u5ff5\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7edc\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\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5f00\u53d1\u65f6\u957f\u3001\u5411\u91cf\u6570\u636e\u5e93\u9009\u62e9\uff09\u548c\u5185\u5bb9\u6709\u6548\u6027\uff08\u6587\u4ef6\u662f\u5426\u5927\u91cf\u533f\u540d\u3001\u5982\u4f55\u53d1\u73b0\u672a\u516c\u5f00\u4fe1\u606f\u3001\u641c\u7d22\u63d0\u793a\u5efa\u8bae\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u4f46\u672a\u63d0\u4f9b\u5b9e\u8d28\u6027\u53d1\u73b0\u6848\u4f8b\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                EpsteinGPT\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8e6d\u70ed\u70b9\u4e8b\u4ef6\uff08\u7231\u6cfc\u65af\u5766\u6587\u4ef6\u89e3\u5bc6\uff09\u548c\u70ed\u70b9\u6280\u672f\uff08\u751f\u6210\u5f0fAI\uff09\u7684\u5feb\u901f\u6982\u5ff5\u9a8c\u8bc1\u4ea7\u54c1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u4ee5\u6781\u4f4e\u6210\u672c\u5c06\u4e24\u4e2a\u9ad8\u6d41\u91cf\u8bdd\u9898\u7c97\u66b4\u7ed3\u5408\uff0c\u5236\u9020\u4f20\u64ad\u5671\u5934\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cspeedrun a meme website\u201d\u7684\u81ea\u6211\u5b9a\u4f4d\u5373\u53ef\u7aa5\u89c1\uff0c\u5f00\u53d1\u8005\u7684\u9996\u8981\u76ee\u7684\u5e76\u975e\u6784\u5efa\u4e00\u4e2a\u4e25\u8083\u7684\u8c03\u67e5\u5de5\u5177\uff0c\u800c\u662f\u5feb\u901f\u5b8c\u6210\u4e00\u4e2a\u5177\u6709\u8bdd\u9898\u6027\u7684\u201c\u6897\u201d\u4ea7\u54c1\u3002\u5176\u6280\u672f\u6808\uff08\u8fde\u63a5\u73b0\u6709\u5927\u6a21\u578b\u4e0e\u6587\u6863\u6570\u636e\u5e93\uff09\u5df2\u9ad8\u5ea6\u6a21\u5757\u5316\u548c\u666e\u53ca\uff0c\u5e76\u65e0\u95e8\u69db\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u6587\u4ef6\u5904\u7406\u7684\u8d28\u91cf\uff1a\u5982\u4f55\u5bf9\u5927\u91cf\u53ef\u80fd\u7ecf\u8fc7\u7f16\u8f91\u3001\u683c\u5f0f\u6df7\u4e71\u7684PDF\u6216\u56fe\u7247\u8fdb\u884c\u9ad8\u8d28\u91cf\u7684OCR\u3001\u5b9e\u4f53\u8bc6\u522b\u548c\u7ed3\u6784\u5316\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86AI\u56de\u7b54\u7684\u53ef\u9760\u6027\u3002\u800c\u8bc4\u8bba\u533a\u7684\u6838\u5fc3\u8d28\u7591\u6070\u6070\u5728\u6b64\u2014\u2014\u6587\u4ef6\u4e2d\u7684\u5927\u91cf\u533f\u540d\u5316\u5904\u7406\u662f\u5426\u5bfc\u81f4AI\u53ea\u80fd\u8f93\u51fa\u201c\u65e0\u4fe1\u606f\u201d\u7684\u7ed3\u8bba\uff1f\u5f00\u53d1\u8005\u907f\u800c\u4e0d\u8c08\u5177\u4f53\u53d1\u73b0\uff0c\u66f4\u4f50\u8bc1\u4e86\u5176\u4f5c\u4e3a\u201c\u73a9\u5177\u201d\u800c\u975e\u201c\u5de5\u5177\u201d\u7684\u5c5e\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5728\u4ef7\u503c\u5c42\u9762\uff0c\u8be5\u4ea7\u54c1\u63ed\u793a\u4e86\u5f53\u524dAI\u5e94\u7528\u7684\u4e00\u4e2a\u6d6e\u8e81\u5207\u9762\uff1a\u8fc7\u5ea6\u8ffd\u6c42\u201c\u8fde\u63a5\u4e00\u5207\u201d\u7684\u901f\u6210\u6982\u5ff5\uff0c\u800c\u5ffd\u89c6\u6570\u636e\u8d28\u91cf\u3001\u4f26\u7406\u8fb9\u754c\u4e0e\u5b9e\u9645\u6548\u7528\u3002\u7231\u6cfc\u65af\u5766\u6587\u4ef6\u6d89\u53ca\u5927\u91cf\u654f\u611f\u3001\u672a\u7ecf\u8bc1\u5b9e\u7684\u6307\u63a7\u4e0e\u9690\u79c1\u4fe1\u606f\uff0c\u5c06\u5176\u7b80\u5355\u63a5\u5165\u4e00\u4e2a\u9ed1\u76d2AI\u8fdb\u884c\u201c\u8da3\u5473\u201d\u95ee\u7b54\uff0c\u53ef\u80fd\u5e26\u6765\u4e8b\u5b9e\u626d\u66f2\u3001\u4e8c\u6b21\u4f24\u5bb3\u548c\u6cd5\u5f8b\u98ce\u9669\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5438\u5f15\u70b9\u51fb\u7684\u6570\u5b57\u5947\u89c2\uff0c\u5176\u77ed\u6682\u7684\u751f\u547d\u5468\u671f\u5927\u6982\u7387\u5c06\u968f\u7740\u516c\u4f17\u5174\u8da3\u7684\u6d88\u9000\u800c\u7ec8\u7ed3\uff0c\u96be\u4ee5\u5bf9\u4e25\u8083\u7684\u8c03\u67e5\u5de5\u4f5c\u4ea7\u751f\u5b9e\u8d28\u52a9\u76ca\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\">EpsteinGPT<\/span>\n                <\/div>\n<div class=\"comment-content\">I connected the Epstein files to a deep learning AI researcher. As many of you know, the Epstein files were released a few weeks ago, with over 20,000 individual text and image documents. When I saw this, I thought it would be fun to purchase a domain and speedrun a meme website that connects the Epstein files to an AI agent built specifically for searching the files and finding information.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your fun project is awesome.<br \/>How many days did you take to build this? Also, what VectorDB did you use?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Feel free to ask me any questions and I&#8217;m happy to answer!<\/div>\n<div class=\"comment-actions\">\n<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\">@ryankashi any compelling or interesting discoveries that haven\u2019t been widely reported on?<\/p>\n<p>What prompts do you suggest?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there any known names in the files or are they all redacted which would then make your AI say that there are no known name in it? How do you handle this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/RHAU6BY5SIQZPU\" class=\"app-title\">Kerno<\/a><\/p>\n<div class=\"one-liner\">Testing Co-Pilot for Backend Engineers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kerno\u662f\u4e00\u6b3eIDE\u96c6\u6210\u7684AI\u6d4b\u8bd5\u526f\u9a7e\u9a76\uff0c\u4e3a\u540e\u7aef\u5de5\u7a0b\u5e08\u81ea\u52a8\u5316\u751f\u6210\u3001\u6267\u884c\u548c\u7ef4\u62a4\u96c6\u6210\u6d4b\u8bd5\uff0c\u5728AI\u539f\u751f\u5f00\u53d1\u6d41\u7a0b\u4e2d\u89e3\u51b3\u624b\u52a8\u6d4b\u8bd5\u4f4e\u6548\u3001\u53cd\u9988\u5468\u671f\u957f\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\/95bc148c-15f7-4279-9bda-ac1aa933a443.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd66652c-1861-4180-8fe7-75d354504083.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31a4dae8-6a0d-4fe7-8c57-4e002479e8d7.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/050374b2-30de-4fe6-bb2f-37534bed3b6e.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20cf42a2-357f-4171-bfd8-1ffaf1503fbd.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\/08139304-1c36-4e55-89ca-70e4646143d4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zJBkONhgSRs\"><source src=\"https:\/\/youtu.be\/zJBkONhgSRs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u96c6\u6210\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">IDE\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u540e\u7aef\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u6d4b\u8bd5\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u6301\u7eed\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6d4b\u8bd5<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53efIDE\u5185\u6d4b\u8bd5\u5e26\u6765\u7684\u4f53\u9a8c\u53d8\u9769\uff0c\u8d5e\u8d4f\u5176\u5b9a\u4ef7\u7b56\u7565\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u4ea7\u54c1\u5bf9\u590d\u6742\u9057\u7559\u7cfb\u7edf\uff08\u5982\u6df7\u4e71\u6570\u636e\u5e93\u6a21\u5f0f\uff09\u7684\u517c\u5bb9\u6027\u3001\u5bf9\u5fae\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u7684\u68b3\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u5bf9\u8fd0\u884c\u65f6\u6027\u80fd\u5f00\u9500\u7684\u62c5\u5fe7\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                Kerno\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u5c06\u81ea\u5df1\u951a\u5b9a\u5728\u201cAI\u539f\u751f\u5de5\u4f5c\u6d41\u201d\u7684\u5fc5\u7136\u6f14\u8fdb\u8def\u5f84\u4e0a\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u5b9e\u65f6\u3001\u95ed\u73af\u7684**\u884c\u4e3a\u4e00\u81f4\u6027\u5ba1\u8ba1\u7cfb\u7edf**\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u6df1\u5c42\u77db\u76fe\u662f\uff1aAI\u4ee3\u7801\u751f\u6210\u7684\u901f\u5ea6\u4e0e\u4eba\u7c7b\u4fe1\u4efb\u5efa\u7acb\u901f\u5ea6\u4e4b\u95f4\u7684\u5de8\u5927\u65ad\u5c42\u3002\u4ea7\u54c1\u5c06\u6d4b\u8bd5\u4ece\u201c\u63d0\u4ea4\u540e\u7684\u8d28\u91cf\u5173\u5361\u201d\u524d\u7f6e\u4e3a\u201c\u7f16\u7801\u65f6\u7684\u5b9e\u65f6\u526f\u9a7e\u9a76\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u8303\u5f0f\u8f6c\u79fb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u4ee3\u7801\u5e93\u201d\u3001\u201c\u81ea\u52a8\u4fee\u590d\u6d4b\u8bd5\u201d\u5728\u590d\u6742\u73b0\u5b9e\u9762\u524d\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u7684\u201c\u6df7\u4e71\u7684\u9057\u7559DB\u6a21\u5f0f\u201d\u548c\u201c\u5fae\u670d\u52a1\u72af\u7f6a\u73b0\u573a\u201d\u6070\u6070\u70b9\u4e2d\u4e86\u8981\u5bb3\uff1aAI\u7406\u89e3\u6e05\u6670\u89c4\u8303\u4ee3\u7801\u4e0d\u96be\uff0c\u96be\u5728\u6d88\u5316\u4eba\u7c7b\u591a\u5e74\u7d2f\u79ef\u7684\u201c\u6280\u672f\u503a\u201d\u548c\u9690\u5f0f\u5951\u7ea6\u3002\u5176\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u6d4b\u8bd5\u751f\u6210\u201d\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u5b83\u662f\u4ec5\u9002\u7528\u4e8e\u7eff\u5730\u9879\u76ee\u7684\u73a9\u5177\uff0c\u8fd8\u662f\u80fd\u6539\u9020\u68d5\u5730\u7cfb\u7edf\u7684\u5229\u5668\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u53e6\u4e00\u4e2a\u5173\u952e\u98ce\u9669\u662f\u201c\u900f\u660e\u5ea6\u8fc7\u8f7d\u201d\u3002\u5728IDE\u5185\u5168\u81ea\u52a8\u8fd0\u884c\u6d4b\u8bd5\u5e76\u62a5\u544a\u95ee\u9898\uff0c\u56fa\u7136\u7f29\u77ed\u53cd\u9988\u5faa\u73af\uff0c\u4f46\u4e5f\u53ef\u80fd\u6253\u65ad\u5f00\u53d1\u5fc3\u6d41\uff0c\u6210\u4e3a\u65b0\u578b\u201c\u8b66\u62a5\u75b2\u52b3\u201d\u7684\u6765\u6e90\u3002\u6b64\u5916\uff0c\u5176\u4f9d\u8d56\u56fe\u8c31\u6784\u5efa\u4e0e\u5b9e\u65f6\u6d4b\u8bd5\u6267\u884c\u6240\u5e26\u6765\u7684\u8d44\u6e90\u5f00\u9500\uff08\u7528\u6237\u5df2\u654f\u9510\u63d0\u53ca\uff09\uff0c\u5728\u5927\u578b\u9879\u76ee\u4e2d\u7684\u8868\u73b0\u4ecd\u662f\u672a\u77e5\u6570\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cKerno\u552e\u5356\u7684\u4e0d\u662f\u6d4b\u8bd5\u7528\u4f8b\uff0c\u800c\u662f\u201c\u5728AI\u7f16\u7801\u65f6\u4ee3\u7684\u901f\u5ea6\u4e0e\u4fe1\u5fc3\u4e4b\u95f4\u7684\u5e73\u8861\u201d\u3002\u5982\u679c\u5b83\u80fd\u7a33\u5065\u5904\u7406\u8fb9\u7f18\u6848\u4f8b\uff0c\u5c06\u53ef\u80fd\u6210\u4e3aAI\u8f85\u52a9\u5f00\u53d1\u57fa\u7840\u8bbe\u65bd\u7684\u5173\u952e\u4e00\u73af\uff1b\u82e5\u4e0d\u80fd\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u7b80\u5355\u573a\u666f\u6709\u6548\u3001\u5728\u590d\u6742\u73b0\u5b9e\u4e2d\u5931\u7075\u7684\u201cAI\u795e\u8bdd\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u751f\u6210\u6d4b\u8bd5\u7684\u70ab\u6280\uff0c\u800c\u53d6\u51b3\u4e8e\u5de5\u7a0b\u4e0a\u7684\u6df1\u5ea6\u3001\u5bf9\u7cfb\u7edf\u590d\u6742\u6027\u7684\u656c\u754f\uff0c\u4ee5\u53ca\u6700\u7ec8\u4e3a\u7528\u6237\u8282\u7701\u7684\u3001\u8fdc\u8d85\u5176\u5f15\u5165\u7684\u8ba4\u77e5\u8d1f\u62c5\u4e0e\u6027\u80fd\u6210\u672c\u7684\u65f6\u95f4\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Kerno<\/span>\n                <\/div>\n<div class=\"comment-content\">Never manually write, or and maintain backend tests again! Kerno automates integration testing end-to-end inside your IDE. It understands your codebase, generates meaningful tests, spins up test environments, executes tests, and delivers instant audit reports to catch issues early, validate changes before committing your code. Use Kerno to: \u2192 Catch breaking changes at source \u2192 Augment current Code-Gen loops with test data \u2192 Audit AI generated code in real-time \u2192 Increase test coverage<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>Firstly, we want to say sorry to all the developers who enjoy writing, running and maintaining tests. \ud83d\ude05<\/p>\n<p><strong>Manual Integration Testing is an antipattern in AI native workflows.<\/strong><br \/>While AI is helpful to do rapid prototyping or boilerplate tasks, we still do not trust it to do the most crucial parts of coding without testing or audits. Code generation moves at speed, but testing and auditing are still slow, manual, inconsistent, and even then, the feedback cycle from issue to fix takes hours.<\/p>\n<p><strong>The New Era of Testing<\/strong><br \/>Kerno AI fully accelerates the entire workflow for integration testing, providing an audit of behavior changes introduced by new and AI generated code, in seconds, without leaving the IDE.<\/p>\n<p>Developers use Kerno to:<br \/>\u2192 Catch breaking changes at source <br \/>\u2192 Augment current Code Gen loops with test data <br \/>\u2192 Audit AI generated code in real time <br \/>\u2192 Increase test coverage <\/p>\n<p><strong>Testing Should be an Experience Designed to Flow<\/strong><br \/>\u2705 IDE native \u2013 Run tests inside your IDE and get results in seconds without waiting on CI.<\/p>\n<p>\u2705 Context aware test generation \u2013 Kerno creates a detailed graph mapping every piece of code, dependency and business logic to understand how everything fits together and generate high quality tests.<\/p>\n<p>\u2705 Test execution \u2013 When you make a code change, Kerno autonomously spins up real dependencies, runs, and updates tests, and detects behavioural and logical changes in your app.<\/p>\n<p>\u2705 Maintenance \u2013 As your codebase evolves, Kerno automatically self-heals, adds and remove tests to ensuring your test suite never drifts out of sync.<\/p>\n<p>You spec. AI Builds. Kerno Validates. Ship software with confidence.<\/p>\n<p>Get started for free today at <a href=\"https:\/\/Kerno.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kerno.io<\/a>. (Get 50% off your first month with code PH50)<\/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\/@karim_traiaia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karim_traiaia<\/a>&nbsp;Running tests inside the IDE feels like such a small change, but it could completely change the dev experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great pricing presentation &#8211; very original and powerful!<\/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>Thx <a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a>&nbsp;\ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spent too many mornings chasing flaky API tests and waiting on CI. If Kerno can spin up deps in-IDE and self-heal, that\u2019d be nice. Gonna try it on a small Go service first. Curious how it handles messy legacy DB schemas.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;<\/p>\n<p>&#8220;<em>Curious how it handles messy legacy DB schemas.&#8221; <\/em>I&#8217;m curious too \ud83d\ude05 <\/p>\n<p>Please give it a try and let me. I&#8217;m actively gathering different edge cases to improve things.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>My microservices architecture looks less like a map and more like a crime scene right now.<\/p>\n<\/p>\n<p>If Kerno can actually untangle the relationships between my legacy code and the AI agents trying to fix it, that&#8217;s witchcraft.<\/p>\n<\/p>\n<p>Technical Q: How much overhead does the agent\/telemetry add? I\u2019m paranoid about observability tools slowing down the very thing they are supposed to be watching. (We have to be super light with our own tracking at SquarePact, so I feel the pain). Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@karim_traiaia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"karim_traiaia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karim_traiaia<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/HMULWPNJJWNWJ4\" class=\"app-title\">thefrontkit<\/a><\/p>\n<div class=\"one-liner\">Design + Code UI kits for AI &#038; SaaS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e3aAI\u4e0eSaaS\u5e94\u7528\u63d0\u4f9b\u201c\u8bbe\u8ba1+\u4ee3\u7801\u201d\u4e00\u4f53\u5316\u7684\u751f\u4ea7\u7ea7UI\u5957\u4ef6\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4ece\u96f6\u642d\u5efa\u590d\u6742\u3001\u5408\u89c4\u4e14\u7f8e\u89c2\u7684\u524d\u7aef\u754c\u9762\u65f6\uff0c\u91cd\u590d\u52b3\u52a8\u3001\u8bbe\u8ba1\u4e0d\u4e00\u81f4\u548c\u5408\u89c4\u7126\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\/76a80e03-99ab-414a-9e26-806313bb40f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/059e9993-e87b-4f83-a19e-ad947c7ed811.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/824bd3b8-7e42-4370-bc79-29f4906fc2f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e3b6650-90ea-4d6c-8aa3-f0b76ba98860.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fddc63f-9440-486b-a646-b6f6fbfed74f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ac9169e-e366-4ab7-a320-c6a946e5cf2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/daaee869-788a-4203-bc44-01ba56bfa934.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/510d6314-5ff8-4944-953a-ea738c08d274.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/613120f4-fd06-4ed8-a1df-d5e098aa5701.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31c49e7a-f179-4944-830f-6d1a6e5e30b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">UI\u5957\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">AI\u754c\u9762<\/span><br \/>\n            <span class=\"tag\">SaaS\u540e\u53f0<\/span><br \/>\n            <span class=\"tag\">\u65e0\u969c\u788d\u5408\u89c4<\/span><br \/>\n            <span class=\"tag\">Next.js<\/span><br \/>\n            <span class=\"tag\">Tailwind CSS<\/span><br \/>\n            <span class=\"tag\">Figma<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/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\u5b8c\u6574\u6027\u4e0e\u8282\u7701\u5f00\u53d1\u65f6\u95f4\u3002\u4e3b\u8981\u53cd\u9988\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a1. \u5173\u6ce8\u4f01\u4e1a\u91c7\u8d2d\u4e2d\u7684\u201c\u5408\u89c4\u7126\u8651\u201d\u75db\u70b9\uff0c\u5efa\u8bae\u5f3a\u5316\u201c\u5408\u89c4\u5c31\u7eea\u57fa\u7840\u8bbe\u65bd\u201d\u53d9\u4e8b\u30022. \u8be2\u95eeFigma\u4e0e\u4ee3\u7801\u7684\u540c\u6b65\u6df1\u5ea6\u53ca\u662f\u5426\u652f\u6301Claude MCP\u30023. \u786e\u8ba4\u8ba1\u8d39\u903b\u8f91\u9700\u81ea\u884c\u5bf9\u63a5\u540e\u7aef\uff0c\u5e76\u5173\u6ce8AI\u6d41\u5f0f\u54cd\u5e94\u7b49\u7ec4\u4ef6\u6df1\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                thefrontkit\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u552e\u5356\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684UI\u5957\u4ef6\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u65b0\u5174\u7684\u3001\u5145\u6ee1\u6469\u64e6\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728AI\u5e94\u7528\u7206\u70b8\u548cSaaS\u7ea2\u6d77\u5316\u7684\u5f53\u4e0b\uff0c\u5f00\u53d1\u8005\u4e0e\u521b\u4e1a\u516c\u53f8\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u4ece\u201c\u80fd\u5426\u5b9e\u73b0\u529f\u80fd\u201d\u8f6c\u5411\u4e86\u201c\u80fd\u5426\u5feb\u901f\u4ea4\u4ed8\u4e00\u4e2a\u4f53\u9a8c\u4e13\u4e1a\u3001\u6d41\u7a0b\u5b8c\u6574\u4e14\u5408\u89c4\u98ce\u9669\u53ef\u63a7\u7684\u4ea7\u54c1\u754c\u9762\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u6807\u51c6\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06\u201c\u8bbe\u8ba1\u201d\u4e0e\u201c\u4ee3\u7801\u201d\u6346\u7ed1\u9500\u552e\uff0c\u5e76\u63d0\u4f9b\u201c\u53ef\u8fd0\u884c\u7684\u793a\u4f8b\u201d\uff0c\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86\u4f20\u7edf\u5de5\u4f5c\u6d41\u4e2d\u8bbe\u8ba1\u5230\u5f00\u53d1\u7684\u5de8\u5927\u635f\u8017\u4e0e\u5931\u771f\u3002\u5176\u6807\u699c\u7684\u201cToken\u9a71\u52a8\u4e3b\u9898\u201d\u548c\u201c\u5f00\u7bb1\u5373\u7528\u7684\u65e0\u969c\u788d\uff08WCAG-AA\uff09\u201d\uff0c\u5219\u662f\u5bf9\u51c6\u4e86\u4f01\u4e1a\u7ea7\u91c7\u8d2d\u4e2d\u65e5\u76ca\u5173\u952e\u7684\u54c1\u724c\u4e00\u81f4\u6027\u4e0e\u5408\u89c4\u5ba1\u8ba1\u95e8\u69db\u3002\u4e00\u6761\u7528\u6237\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\uff0c\u5bf9\u4e8e\u51b3\u7b56\u8005\uff08\u5982CTO\uff09\uff0c\u201c\u901f\u5ea6\u201d\u7684\u5438\u5f15\u529b\u53ef\u80fd\u4e0d\u5982\u201c\u7126\u8651\u7f13\u89e3\u201d\u2014\u2014\u5373\u786e\u4fdd\u4ea7\u54c1\u80fd\u901a\u8fc7\u4e25\u82db\u7684\u91c7\u8d2d\u4e0e\u5408\u89c4\u5ba1\u67e5\u3002thefrontkit\u5185\u7f6e\u7684\u201c\u5408\u89c4\u6536\u636e\u201d\u529f\u80fd\uff0c\u6b63\u662f\u5bf9\u8fd9\u4e00\u75db\u70b9\u7684\u9884\u5224\u6027\u56de\u5e94\uff0c\u8fd9\u4f7f\u5176\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u5347\u7ef4\u6210\u4e86\u201c\u98ce\u9669\u7f13\u89e3\u5de5\u5177\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u8bbe\u8ba1-\u4ee3\u7801\u201d\u7684\u6df1\u5ea6\u540c\u6b65\u627f\u8bfa\u5728\u590d\u6742\u4fee\u6539\u9762\u524d\u4f9d\u7136\u8106\u5f31\uff0c\u5b98\u65b9\u56de\u590d\u4e5f\u627f\u8ba4\u201c\u6df1\u5ea6\u66f4\u6539\u4e0d\u4f1a\u81ea\u52a8\u540c\u6b65\u201d\uff0c\u8fd9\u4ecd\u662f\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u5dee\u8ddd\u3002\u5176\u6b21\uff0c\u5728AI\u5957\u4ef6\u4e2d\u7f3a\u4e4f\u771f\u6b63\u7684\u6d41\u5f0fUI\u7ec4\u4ef6\uff0c\u66b4\u9732\u4e86\u5176\u201cAI-Ready\u201d\u6807\u7b7e\u5728\u5f53\u524d\u9636\u6bb5\u7684\u4e0d\u5b8c\u5168\u6027\uff0c\u8ffd\u8d76AI\u4ea4\u4e92\u8303\u5f0f\u5feb\u901f\u8fed\u4ee3\u7684\u901f\u5ea6\u5c06\u662f\u6301\u7eed\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5176\u5b9a\u4ef7\u7b56\u7565\u548c\u201c\u5957\u4ef6\u201d\u6a21\u5f0f\uff0c\u9700\u8981\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\u76f8\u5bf9\u4e8e\u7ec4\u5408\u4f7f\u7528Shadcn\/ui\u7b49\u514d\u8d39\/\u5f00\u6e90\u751f\u6001\u7684\u96c6\u6210\u4f18\u52bf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u800c\u8a00\u4e4b\uff0cthefrontkit\u7684\u4ef7\u503c\u5b9a\u4f4d\u662f\u654f\u9510\u4e14\u5177\u524d\u77bb\u6027\u7684\u3002\u5b83\u4e0d\u662f\u5728\u5356\u7ec4\u4ef6\uff0c\u800c\u662f\u5728\u9500\u552e\u201c\u65f6\u95f4\u3001\u5408\u89c4\u6027\u4e0e\u4e13\u4e1a\u5ea6\u7684\u786e\u5b9a\u6027\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5feb\u901f\u6f14\u8fdb\u7684AI\u4ea4\u4e92\u9886\u57df\u6301\u7eed\u63d0\u4f9b\u6df1\u5ea6\u3001\u800c\u975e\u8868\u9762\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u6a21\u5f0f\uff0c\u4ee5\u53ca\u80fd\u5426\u771f\u6b63\u8d62\u5f97\u90a3\u4e9b\u88ab\u201c\u5408\u89c4\u7126\u8651\u201d\u6240\u9a71\u52a8\u7684\u4f01\u4e1a\u7ea7\u5ba2\u6237\u7684\u4fe1\u4efb\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\">thefrontkit<\/span>\n                <\/div>\n<div class=\"comment-content\">thefrontkit = Design + Code UI kits that feel like a real app, not a mock. Token-driven theming, accessibility out of the box, and runnable Next.js + Tailwind examples. Launching two Full kits: AI UX (prompt\u2192streaming\u2192citations\u2192feedback\u2192upload\u2192export) and SaaS Starter (auth, dashboard, tables, forms, settings). Built to ship, not tinker.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Forms, tables, dashboards \u2014 everything feels coherent. I can ship prototypes much faster now<\/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\/@tim_david22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_david22<\/a>&nbsp;Exactly \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b I\u2019m GG, maker of <a href=\"https:\/\/thefrontkit.com\/?utm_source=producthunt&amp;utm_medium=referral&amp;utm_campaign=ph_launch_2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">thefrontkit<\/a>.<\/p>\n<p>We built this so you start from a production app shell, not stitched components.<\/p>\n<p>WHAT\u2019S INSIDE (LAUNCH)<br \/>\u2022 AI UX Kit (Full = Design + Code): Prompt \u2192 streaming (Stop\/Retry) \u2192 citations \u2192 feedback \u2192 upload \u2192 export<br \/>\u2022 SaaS Starter Kit (Full = Design + Code): Auth, dashboard, tables, forms, settings, billing stubs<br \/>\u2022 Token-driven themes (light\/dark) + accessibility by default<br \/>\u2022 Runnable examples (Next.js + Tailwind) + editable Figma<\/p>\n<p>FOUNDING PRICE (25% OFF)<br \/>\u2022 AI UX Kit (Full): $149<br \/>\u2022 SaaS Starter Kit (Full): $249<\/p>\n<p>TELL US WHAT YOU WANT NEXT<br \/>\u2022 Which patterns you want next (AI or SaaS)<br \/>\u2022 Any rough edges in the pricing\/checkout<br \/>\u2022 What would make this instantly useful to you<\/p>\n<p>If you\u2019re building something, drop a link\u2014happy to cheer you on. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@greedy_reader do you have MCP for claude desktop<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@greedy_reader\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greedy_reader<\/a>&nbsp;So if I tweak the Figma design, does it sync back to the code easily?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@masump You can sync minimal changes from Figma, but it really depends on what level of changes you&#8217;re making. Tiny UI tweaks reflect easily, but anything deeper won\u2019t auto-sync- you\u2019ll handle those directly in code. The good part: the codebase is very easy to customize. Plus, each kit comes with a bunch of pre-built recipes and flows that you can plug in instantly-so extending or modifying things becomes super straightforward.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! The focus on WCAG-AA &#8216;receipts&#8217; and evidence reports looks super useful for teams trying to close B2B deals.<\/p>\n<p>The positioning captures the <strong>&#8216;Speed&#8217; <\/strong>angle well, but I think it misses the <strong>&#8216;Anxiety&#8217;<\/strong> angle that actually drives enterprise adoption. For a CTO, the <strong>&#8216;Gain&#8217;<\/strong> (shipping faster) is often less powerful than the <strong>&#8216;Pain Relief&#8217;<\/strong> (passing procurement and accessibility audits). If you flip the narrative to lead with &#8216;Compliance-Ready Infrastructure&#8217; rather than just &#8216;UI Kits,&#8217; you effectively de-risk the purchase for larger organisations immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@anastasiia_tilinina This is a great point. Speed gets attention, but anxiety around audits is what actually closes enterprise deals. That\u2019s exactly why we ship WCAG-AA receipts and evidence-ready patterns. We\u2019re gradually leaning more toward a \u201ccompliance-ready infrastructure\u201d narrative for each kit we are providing, and your comment really reinforces that direction.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. Tired of stitching shadcn + auth + tables every project. The AI flow w\/ stop\/retry + citations is the bit I never finish. Curious how deep the billing stubs go. If tokens are easy to tweak to our brand, this might save a weekend on my side project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alexcloudstar thefrontkit provides the complete UI templates- all screens, flows, and components &#8211; but we intentionally don\u2019t include backend billing logic. So it\u2019s frontend-ready, and you can wire it up to Stripe\/Lemon Squeezy\/Paddle however you prefer. Tokens are fully customizable, so you can adapt everything to your brand very quickly. The idea is to save you the repetitive UI + flow setup, while keeping the integration side flexible.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@greedy_reader\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"greedy_reader\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greedy_reader<\/a>! The focus on &#8216;AI-ready&#8217; components caught my eye.<\/p>\n<\/p>\n<p>Do you have specific pre-built components for streaming text or thinking states? I\u2019m building an AI compliance tool (SquarePact), and I\u2019ve found that standard UI kits often lack good patterns for showing <em>live<\/em> AI generation without it looking jerky.<\/p>\n<\/p>\n<p>Would love to know if you&#8217;re planning more agentic UI patterns in the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@anighojkar Thanks so much!<br \/>\nRight now, we don\u2019t have true streaming components yet &#8211; the responses render once the message is generated, with a clean loading state in between (you can see this in the demo). We are actively working on more agentic and AI-focused patterns, richer AI-ready components are definitely coming soon, and you can absolutely consider FrontKit for your project.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/UU7JYXVV4PRBJJ\" class=\"app-title\">WarpGrep<\/a><\/p>\n<div class=\"one-liner\">Remove context rot + improve code search <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WarpGrep\u662f\u4e00\u6b3e\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4f18\u5316\u4ee3\u7801\u68c0\u7d22\u7684AI\u7f16\u7a0b\u526f\u9a7e\u9a76\u5b50\u4ee3\u7406\uff0c\u5728\u957f\u5468\u671f\u7f16\u7801\u4efb\u52a1\u4e2d\uff0c\u80fd\u663e\u8457\u51cf\u5c11AI\u4ee3\u7406\u5728\u4ee3\u7801\u5e93\u4e2d\u7684\u65e0\u6548\u641c\u7d22\u8017\u65f6\uff0c\u63d0\u5347\u6574\u4f53\u7f16\u7801\u6548\u7387\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91904d51-7876-4203-920a-f4b625d3db3a.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\/0e54b21c-3c45-41b9-b95e-751c46b99a54.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\/c15290e4-eeae-442b-9a79-bb79cdfa8635.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\">Text Editors<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u68c0\u7d22\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f3a\u5316\u5b66\u4e60<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n            <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n            <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u5e93\u7406\u89e3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u4ee3\u7406\u201c\u641c\u7d22\u6162\u201d\u6838\u5fc3\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5b83\u662f\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u5177\u4f53\u53cd\u9988\u5305\u62ec\uff1a\u5efa\u8bae\u589e\u52a0\u6587\u4ef6\u7ea7\u6027\u80fd\u8c03\u8bd5\u65e5\u5fd7\uff1b\u8be2\u95ee\u9879\u76ee\u7ea7\u4e0e\u6587\u4ef6\u7ea7\u4e0a\u4e0b\u6587\u5904\u7406\u7ec6\u8282\uff1b\u6307\u51fa\u5b98\u7f51\u535a\u5ba2\u94fe\u63a5\u4e0d\u53ef\u70b9\u51fb\u7684\u6280\u672f\u95ee\u9898\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                WarpGrep\u7684\u53d1\u5e03\uff0c\u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u201cAI+\u4ee3\u7801\u641c\u7d22\u201d\u5de5\u5177\uff0c\u5b9e\u5219\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524dAI\u7f16\u7a0b\u4ee3\u7406\u7e41\u8363\u8868\u8c61\u4e0b\u7684\u4e00\u4e2a\u7ed3\u6784\u6027\u8f6f\u808b\uff1a\u4e0a\u4e0b\u6587\u68c0\u7d22\u7684\u76f2\u76ee\u6027\u4e0e\u4f4e\u6548\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e0e\u9ad8\u8d5e\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff0cAI\u4ee3\u7406\u7684\u74f6\u9888\u5f80\u5f80\u4e0d\u5728\u201c\u601d\u8003\u201d\u901f\u5ea6\uff0c\u800c\u5728\u201c\u5bfb\u627e\u201d\u8fc7\u7a0b\u2014\u2014\u5b83\u4eec\u50cf\u65e0\u5934\u82cd\u8747\u4e00\u6837\u5728\u4ee3\u7801\u5e93\u4e2d\u6d6a\u8d39\u5927\u91cf\u8ba1\u7b97\u9884\u7b97\u4e0e\u65f6\u95f4\uff0c\u5bfc\u81f4\u54cd\u5e94\u8fdf\u6ede\u3001\u5e7b\u89c9\u9891\u51fa\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u505c\u7559\u5728\u7b80\u5355\u7684\u8bed\u4e49\u641c\u7d22\u5305\u88c5\u5c42\u9762\uff0c\u800c\u662f\u5c06\u201c\u4e0a\u4e0b\u6587\u68c0\u7d22\u201d\u672c\u8eab\u6784\u5efa\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u3001\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u5b50\u7cfb\u7edf\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3aAI\u4ee3\u7406\u914d\u5907\u4e86\u4e00\u4e2a\u7ecf\u8fc7\u4e13\u9879\u8bad\u7ec3\u3001\u62e5\u6709\u4e25\u683c\u201c\u56de\u5408\u9884\u7b97\u201d\u548c\u5e76\u884c\u641c\u7d22\u80fd\u529b\u7684\u201c\u4e13\u4e1a\u5bfc\u822a\u5458\u201d\u3002\u9ad8\u8fbe70%\u7684\u4e0a\u4e0b\u6587\u8150\u5316\u51cf\u5c11\u548c40%\u7684\u4efb\u52a1\u52a0\u901f\uff0c\u5176\u672c\u8d28\u662f\u5927\u5e45\u964d\u4f4e\u4e86AI\u4ee3\u7406\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u51b3\u7b56\u71b5\uff0c\u4f7f\u5176\u80fd\u5c06\u6709\u9650\u7684\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u771f\u6b63\u7684\u4ee3\u7801\u751f\u6210\u4e0e\u63a8\u7406\u4e0a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0e\u4e3b\u6d41AI\u7f16\u7801\u4ee3\u7406\uff08Claude Code\u3001Codex\u7b49\uff09\u53caMCP\u534f\u8bae\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u751f\u6001\u4f4d\u7ed1\u5b9a\u660e\u663e\u3002\u5b83\u89e3\u51b3\u7684\u201c\u641c\u7d22\u6162\u201d\u95ee\u9898\uff0c\u662f\u5426\u4f1a\u968f\u7740\u57fa\u7840\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6301\u7eed\u6269\u5927\u548c\u539f\u751f\u4ee3\u7801\u7406\u89e3\u80fd\u529b\u7684\u589e\u5f3a\u800c\u88ab\u90e8\u5206\u524a\u5f31\uff0c\u662f\u4e00\u4e2a\u503c\u5f97\u89c2\u5bdf\u7684\u957f\u671f\u6311\u6218\u3002\u76ee\u524d\u6765\u770b\uff0cWarpGrep\u662fAI\u4ee3\u7406\u6808\u4e13\u4e1a\u5316\u3001\u5206\u5c42\u5316\u8d8b\u52bf\u4e0b\u7684\u4e00\u4e2a\u5178\u578b\u4ea7\u7269\uff0c\u5b83\u6807\u5fd7\u7740AI\u5f00\u53d1\u5de5\u5177\u6b63\u4ece\u201c\u529f\u80fd\u5927\u800c\u5168\u201d\u7684\u5355\u4e00\u4ee3\u7406\uff0c\u5411\u201c\u5404\u53f8\u5176\u804c\u201d\u7684\u6a21\u5757\u5316\u3001\u4e13\u4e1a\u5316\u534f\u4f5c\u7cfb\u7edf\u6f14\u8fdb\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u8ba9\u6574\u4e2aAI\u8f85\u52a9\u7f16\u7a0b\u7684\u4f53\u9a8c\u4ece\u201c\u53ef\u7528\u7684\u5b9e\u9a8c\u54c1\u201d\u5411\u201c\u53ef\u4f9d\u8d56\u7684\u6d41\u6c34\u7ebf\u201d\u8fc8\u51fa\u4e86\u624e\u5b9e\u7684\u4e00\u6b65\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\">WarpGrep<\/span>\n                <\/div>\n<div class=\"comment-content\">Introducing WarpGrep, a fast context subagent that improves coding agent performance. WarpGrep speeds up coding tasks 40% and reduces context rot by 70% on long horizon tasks by treating context retrieval as its own RL trained system. Inspired by Cognition\u2019s SWE-Grep &#8211; we\u2019re opening access to Claude Code, Codex, OpenCode or any coding agent via MCP (or through our SDK)<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">WarpGrep is one of those upgrades that feels obvious in hindsight: coding agents aren\u2019t slow because they \u201creason slowly,\u201d they\u2019re slow because they waste most of their budget stumbling around the repo. Fix search and suddenly the whole agent stack wakes up.<\/p>\n<p>What Morph shipped here isn\u2019t another semantic search wrapper. It\u2019s a purpose-built, inference-optimized subagent that treats context retrieval as a first-class RL problem. Parallel grep calls, strict turn budgets, heavy prefill, and an engine trained to keep recall high without drowning models in junk. The result is simple: agents stop hallucinating irrelevant files, stay inside the task boundary, and get 40 percent faster in real workflows.<\/p>\n<p>If you\u2019re building anything agentic, this is the layer that quietly decides whether your product feels instant or unusable. SWE-Grep proved the concept, WarpGrep makes it accessible across Claude Code, Codex, OpenCode, and anything MCP-compatible.<\/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\/@morphllm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@morphllm<\/a>&nbsp;A small log showing which files slow the agent down would be super handy for debugging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>4500+ tokens\/sec is fast! I&#8217;ve been looking for something that handles the &#8216;merge&#8217; step better than the standard cursor-style diffs.<\/p>\n<\/p>\n<p>Question for you: Does Morph maintain a context of the full project structure when applying these edits, or is it strictly file-level? I\u2019m tackling some similar context-window challenges with my own tool (SquarePact) for legal docs, so I&#8217;m always interested in how others handle large-context merges.<\/p>\n<\/p>\n<p>Good luck with the launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really amazing. Would love to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8220;It&#8217;s a bit unintuitive why you would need an apply model &#8211; read more about it on our blog: <a href=\"https:\/\/morphllm.com\/blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/morphllm.com\/blog<\/a>&#8221; &#8211; this isn&#8217;t clickable in your website. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This will be a big part of killing the hickup feeling when we&#8217;re on a dev roll. Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/AIIK6ETS7LGTPQ\" class=\"app-title\">taag.app<\/a><\/p>\n<div class=\"one-liner\">Share all product links on your image, powered by Vision AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528Vision AI\u6280\u672f\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u56fe\u7247\u4e2d\u4fbf\u6377\u5173\u8054\u5e76\u5206\u4eab\u5546\u54c1\u94fe\u63a5\uff0c\u4ee5\u89e3\u51b3\u7c89\u4e1d\u9891\u7e41\u8be2\u95ee\u8d2d\u4e70\u6765\u6e90\u75db\u70b9\u5e76\u63d0\u5347\u53d8\u73b0\u6548\u7387\u7684\u5de5\u5177\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ddcf9e0-2bbe-4444-98da-0565ccac2db6.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\/3e4bd591-6e7d-4392-b069-7e3d725aeefb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60eecc6d-3819-4657-88e3-79612fc96faf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/891d85f5-0ca3-4f0b-92e9-2b29740dbf08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7bdc92f1-a1a1-4d04-913f-ee9798e5c30d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56115031-5d10-4e66-a647-8ef874509058.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47e60eca-c7e2-40ca-96cd-cf732619ed68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de6f7e05-f5b3-4cd6-ba81-6ed4d90ee08a.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\/93ff226e-c07e-419c-ac13-8ce7616114d2.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1ad85759c6334992bbafa920259d3247\"><source src=\"https:\/\/www.loom.com\/share\/1ad85759c6334992bbafa920259d3247\" 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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Influencer marketing<\/span><br \/>\n            <span class=\"tag\">Affiliate 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\">AI\u56fe\u50cf\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u7535\u5546<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u53d8\u73b0<\/span><br \/>\n            <span class=\"tag\">\u5546\u54c1\u6807\u8bb0<\/span><br \/>\n            <span class=\"tag\">\u94fe\u63a5\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Vision AI<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u4f18\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u754c\u9762\u8bbe\u8ba1\u4e0e\u6838\u5fc3\u6982\u5ff5\uff0c\u4f46\u6307\u51fa\u9884\u89c8\u52a0\u8f7d\u6709\u5ef6\u8fdf\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u589e\u52a0\u201c\u81ea\u52a8\u6807\u8bb0\u201d\u529f\u80fd\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u4f53\u9a8c\uff0c\u5e76\u8be2\u95ee\u4e0eInstagram\u7b49\u4e3b\u6d41\u5e73\u53f0\u7684\u5177\u4f53\u96c6\u6210\u65b9\u5f0f\u3002\u5f00\u53d1\u56e2\u961f\u5df2\u79ef\u6781\u56de\u5e94\u6539\u8fdb\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                taag.app\u7784\u51c6\u4e86\u521b\u4f5c\u8005\u7ecf\u6d4e\u4e2d\u201c\u6d41\u91cf\u53d8\u73b0\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7ecf\u5178\u96be\u9898\u2014\u2014\u5c06\u5185\u5bb9\u5f71\u54cd\u529b\u9ad8\u6548\u8f6c\u5316\u4e3a\u7535\u5546\u5f15\u6d41\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u94fe\u63a5\u6258\u7ba1\uff0c\u800c\u5728\u4e8e\u901a\u8fc7Vision AI\u5145\u5f53\u201c\u89c6\u89c9\u641c\u7d22\u5f15\u64ce\u201d\uff0c\u8bd5\u56fe\u5728\u5185\u5bb9\uff08\u56fe\u7247\/\u89c6\u9891\uff09\u4e0e\u5546\u54c1\u5e93\u4e4b\u95f4\u5efa\u7acb\u81ea\u52a8\u5316\u3001\u7cbe\u51c6\u7684\u5173\u8054\uff0c\u4ece\u800c\u5c06\u521b\u4f5c\u8005\u4ece\u7e41\u7410\u7684 manual tagging \u4e2d\u89e3\u653e\u51fa\u6765\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u900f\u9732\u51fa\u660e\u663e\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u5c34\u5c2c\u3002\u9996\u5148\uff0c\u5176\u4f9d\u8d56\u201c\u4e2a\u4eba\u4e3b\u9875\u94fe\u63a5\u201d\u7684\u96c6\u6210\u65b9\u5f0f\uff0c\u5728Instagram\u7b49\u5c01\u95ed\u751f\u6001\u5185\u5b9e\u5c5e\u9694\u9774\u6414\u75d2\uff0c\u65e0\u6cd5\u5b9e\u73b0\u539f\u751f\u3001\u65e0\u7f1d\u7684\u8d2d\u7269\u4f53\u9a8c\uff0c\u8fd9\u6781\u5927\u9650\u5236\u4e86\u5176\u6838\u5fc3\u573a\u666f\u7684\u8f6c\u5316\u6548\u80fd\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u52a8\u6807\u8bb0\u201d\u7684\u5efa\u8bae\u6070\u6070\u70b9\u4e2d\u4e86\u5176AI\u80fd\u529b\u5546\u4e1a\u5316\u843d\u5730\u7684\u8981\u5bb3\uff1aAI\u8bc6\u522b\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\u662f\u4ea7\u54c1\u4f53\u9a8c\u7684\u751f\u6b7b\u7ebf\u3002\u82e5\u81ea\u52a8\u63a8\u8350\u4e0d\u51c6\uff0c\u624b\u52a8\u4fee\u6b63\u6210\u672c\u9ad8\u6602\uff0c\u5219\u5de5\u5177\u4ef7\u503c\u9510\u51cf\uff1b\u82e5\u5b8c\u5168\u4f9d\u8d56\u624b\u52a8\uff0c\u5219\u5176\u201cAI\u9a71\u52a8\u201d\u7684\u6ea2\u4ef7\u96be\u4ee5\u4f53\u73b0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u80cc\u540e\u7684\u5546\u54c1\u5e93\u89c4\u6a21\u3001AI\u8bc6\u522b\u7cbe\u51c6\u5ea6\uff0c\u4ee5\u53ca\u4e0e\u793e\u4ea4\u5e73\u53f0\u66f4\u6df1\u5ea6\u7684API\u96c6\u6210\u80fd\u529b\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u4e3a\u521b\u4f5c\u8005\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u800c\u975e\u201c\u96ea\u4e2d\u9001\u70ad\u201d\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u5728\u6fc0\u70c8\u7684\u521b\u4f5c\u8005\u5de5\u5177\u7ea2\u6d77\u4e2d\u96be\u4ee5\u7a81\u56f4\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u94fe\u63a5\u7ba1\u7406\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u89c6\u89c9\u5373\u8d2d\u7269\u201d\u7684\u5e95\u5c42\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\">taag.app<\/span>\n                <\/div>\n<div class=\"comment-content\">Now powered by Vision AI &#8211; Simplifying product sharing for content creators powered by vision AI. Earn more as a creator with taag.app, taag.app enhances the process of sharing products links for content creators using AI, increasing both engagement and monetization opportunities. For creators tired of answering the questions &#8220;Where did you buy it from?&#8221;, taag.app simplifies everything and allows you to earn.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>tried it on  a few reels and the tagging flow felt clean, though the preview took a moment to load \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rahul_manjhi1 thank you for trying it out, we will smooth out the preview!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 analytics UI is beautiful! <\/p>\n<p>\ud83d\udca1 On tagging, have you considered automatically tagging at first? You&#8217;ve done the hard task of finding similar\/related products, so I reckon you could perhaps eliminate the manual find\/search, then tag. <\/p>\n<p>Ideally, if done, users should be able to update the tags &#8211; since LLMs aren&#8217;t infallible. <\/p>\n<\/p>\n<p>I didn&#8217;t see this in the video, but how does the solution work with social media sites like Instagram? Assuming that&#8217;s a big medium for the target audience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ohansemmanuel thank you for the feedback, I can definitely add auto tagging without manually selecting the items.<\/p>\n<p>You\u2019re right, the solution is mainly targeting users on all social media platforms, the integration right now is mainly via links, so using your profile link in your link in bio and on apps like Threads\/X you can directly post it on the feed with added advantage of utilizing the open-graph info automatically.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/EPUUXRGWVCBZ2N\" class=\"app-title\">Crowdstake<\/a><\/p>\n<div class=\"one-liner\">AI Marketing OS for waitlists, preorders &#038; A\/B testing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">70<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crowdstake\u662f\u4e00\u6b3eAI\u8425\u9500\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5e2e\u52a9\u521d\u521b\u56e2\u961f\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u4ea7\u54c1\u5f00\u53d1\u524d\uff0c\u5feb\u901f\u6784\u5efa\u5019\u8865\u540d\u5355\u9875\u9762\u3001\u6536\u96c6\u4ed8\u8d39\u9884\u8ba2\u5e76\u8fdb\u884cA\/B\u6d4b\u8bd5\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u9a8c\u8bc1\u5e02\u573a\u771f\u5b9e\u9700\u6c42\uff0c\u89e3\u51b3\u201c\u95ed\u95e8\u9020\u8f66\u3001\u53d1\u5e03\u5373\u51b7\u542f\u52a8\u201d\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\/fc007a9d-6cd7-4740-8f7c-7ff7a70d4275.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52494eaf-36e8-4a06-8a5b-02ce21666d70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc3c004d-c7b6-4570-901d-6eb3c3877914.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67721b0d-9b5c-494d-9695-dd1085bd0723.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\/12e7b266-f58a-4fdc-b2f7-7a4eca280e6a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/URZ_4EG-jgw\"><source src=\"https:\/\/youtu.be\/URZ_4EG-jgw\" 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\">Crowdfunding<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Marketing automation<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8425\u9500\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u5019\u8865\u540d\u5355<\/span><br \/>\n            <span class=\"tag\">\u9884\u53d1\u5e03\u9875\u9762<\/span><br \/>\n            <span class=\"tag\">A\/B\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">\u521d\u521b\u516c\u53f8<\/span><br \/>\n            <span class=\"tag\">\u5e02\u573a\u8c03\u7814<\/span><br \/>\n            <span class=\"tag\">\u767b\u9646\u9875\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u9700\u6c42\u9a8c\u8bc1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u4ece0\u52301\u201d\u9a8c\u8bc1\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u65f6\u95f4\u3001\u4e13\u6ce8\u4ea7\u54c1\u6784\u5efa\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff1a\u662f\u5426\u5305\u542b\u9875\u9762\u6258\u7ba1\u3001\u672a\u6765\u80fd\u5426\u6269\u5c55\u4e3a\u5b8c\u6574\u7f51\u7ad9\u3001\u5206\u6790\u6570\u636e\u7ef4\u5ea6\u3001\u81ea\u5b9a\u4e49\u57df\u540d\u652f\u6301\uff0c\u4ee5\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Lovable\/v0\uff09\u7684\u5dee\u5f02\u5316\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                Crowdstake\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u9ad8\u9891\u7684\u5229\u57fa\u5e02\u573a\uff1a\u521d\u521b\u56e2\u961f\u7684\u201c\u60f3\u6cd5\u9a8c\u8bc1\u201d\u9636\u6bb5\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53c8\u4e00\u4e2aAI\u5efa\u7ad9\u5de5\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u98ce\u9669\u5bf9\u51b2\u5de5\u5177\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u4f20\u7edf\u7684\u3001\u8017\u65f6\u6570\u5468\u7684MVP\u9a8c\u8bc1\u6d41\u7a0b\uff0c\u538b\u7f29\u5230\u51e0\u5206\u949f\u7684\u9875\u9762\u751f\u6210\u548cA\/B\u6d4b\u8bd5\u4e2d\uff0c\u672c\u8d28\u662f\u9500\u552e\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u201d\u2014\u2014\u7528\u9884\u4ed8\u610f\u613f\u7b49\u771f\u5b9e\u6570\u636e\u66ff\u4ee3\u521b\u59cb\u4eba\u7684\u76f2\u76ee\u731c\u6d4b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5b9a\u4f4d\u9887\u5177\u7b56\u7565\u6027\uff1a\u4ee5\u201c\u514d\u8d39\u201d\u548c\u201c\u6781\u7b80\u542f\u52a8\u201d\u964d\u4f4e\u51c6\u5165\u95e8\u69db\uff0c\u5438\u5f15\u6700\u5e7f\u6cdb\u7684\u76ee\u6807\u7528\u6237\uff08\u7126\u8651\u7684\u521b\u59cb\u4eba\uff09\uff0c\u800c\u5176\u957f\u671f\u613f\u666f\u201cAI\u667a\u80fd\u4f53\u8425\u9500OS\u201d\u5219\u63cf\u7ed8\u4e86\u66f4\u5927\u7684\u84dd\u56fe\uff0c\u65e8\u5728\u6210\u4e3a\u521d\u521b\u516c\u53f8\u7684\u8425\u9500\u4e2d\u67a2\u3002\u4ece\u8bc4\u8bba\u56de\u590d\u770b\uff0c\u56e2\u961f\u601d\u8def\u6e05\u6670\uff0c\u5f3a\u8c03\u4e0e\u201c\u4ea7\u54c1\u6784\u5efa\u5de5\u5177\u201d\u7684\u5dee\u5f02\u5316\uff0c\u575a\u5b88\u201c\u8425\u9500\u4e0e\u9a8c\u8bc1\u201d\u7684\u8fb9\u754c\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\u529f\u80fd\u58c1\u5792\u4e0d\u9ad8\uff0c\u5019\u8865\u540d\u5355\u6536\u96c6\u3001\u7b80\u5355A\/B\u6d4b\u8bd5\u5df2\u662f\u8bb8\u591a\u5de5\u5177\u7684\u6807\u914d\u529f\u80fd\uff0c\u5176AI\u751f\u6210\u9875\u9762\u7684\u8d28\u91cf\u548c\u8f6c\u5316\u6548\u7387\u5c06\u662f\u5173\u952e\u62a4\u57ce\u6cb3\u3002\u5176\u6b21\uff0c\u4ece\u201c\u9a8c\u8bc1\u5de5\u5177\u201d\u5411\u201c\u8425\u9500OS\u201d\u7684\u6f14\u8fdb\u8def\u5f84\u6f2b\u957f\u4e14\u7ade\u4e89\u6fc0\u70c8\uff0c\u9700\u8981\u6301\u7eed\u8bc1\u660e\u5176AI\u80fd\u771f\u6b63\u7406\u89e3\u8425\u9500\u7b56\u7565\u800c\u4e0d\u4ec5\u662f\u6267\u884c\u6a21\u677f\u4efb\u52a1\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u542b\u77db\u76fe\uff1a\u6700\u9700\u8981\u5b83\u7684\u7528\u6237\uff08\u96f6\u6536\u5165\u521d\u521b\u516c\u53f8\uff09\u4ed8\u8d39\u610f\u613f\u6700\u4f4e\uff0c\u800c\u6210\u957f\u540e\u7684\u516c\u53f8\u53ef\u80fd\u8f6c\u5411\u529f\u80fd\u66f4\u5168\u7684\u4e13\u4e1a\u8425\u9500\u5957\u4ef6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cCrowdstake\u82e5\u80fd\u5728\u201c\u9a8c\u8bc1\u201d\u8fd9\u4e00\u5355\u70b9\u4e0a\u505a\u5230\u6781\u81f4\u2014\u2014\u63d0\u4f9b\u66f4\u6df1\u5ea6\u7684\u6d1e\u5bdf\u6570\u636e\uff08\u5982\u7528\u6237\u753b\u50cf\u5206\u6790\u3001\u7ade\u4e89\u5bf9\u6807\uff09\u548c\u66f4\u9ad8\u7684\u8f6c\u5316\u7387\uff0c\u5b83\u5c31\u6709\u673a\u4f1a\u6210\u4e3a\u521b\u59cb\u4eba\u5de5\u5177\u7bb1\u4e2d\u7684\u5fc5\u5907\u201c\u63a2\u8def\u9488\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u7ea2\u6d77\u5e02\u573a\u4e2d\u6323\u624e\u7684SaaS\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0cAI\u662f\u8425\u9500\u5671\u5934\uff0c\u8fd8\u662f\u80fd\u771f\u6b63\u91cd\u6784\u65e9\u671f\u8425\u9500\u7684\u51b3\u7b56\u94fe\u6761\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\">Crowdstake<\/span>\n                <\/div>\n<div class=\"comment-content\">Build and launch your waitlist in minutes \u2014 not weeks. Crowdstake creates your messaging, designs your landing pages, and runs A\/B tests automatically. It\u2019s the fastest way for founders and indie devs to validate an idea and grow an audience.<\/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>Super excited to finally share Crowdstake with y&#8217;all.<\/p>\n<\/p>\n<p>We built this because we&#8217;ve seen too many founders spend months building something in the dark, only to launch to no customers. The reality is you don&#8217;t need a finished product to start finding customers. You need a way to capture interest, collect paid reservations, and prove demand <em>before<\/em> you write a single line of code.<\/p>\n<\/p>\n<p>That&#8217;s what Crowdstake does. We give you AI-powered landing pages and conversion tools that make it ridiculously easy to build your waitlist and validate willingness to pay, so you can launch with confidence backed by real data, not guesses.<\/p>\n<\/p>\n<p>But this is just the beginning. Our bigger vision? We&#8217;re building toward an <strong>AI agent marketing OS<\/strong>, a future where lean teams and solo founders can compete with companies 10x their size. We want to empower the next generation of low-headcount enterprises to punch way above their weight.<\/p>\n<\/p>\n<p>Would love your feedback, questions, roasts. And if you&#8217;ve got an idea you want to validate or a waitlist to build, give it a spin!<\/p>\n<\/p>\n<p>Let&#8217;s go \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, James here. I am one of the co-founders of Crowdstake.<\/p>\n<p>We built Crowdstake because creators, founders, and small businesses keep launching into the void, guessing if anyone will care. <\/p>\n<p>Instead of shouting into the void, you build an AI-powered prelaunch page that captures real reservations, waitlists, and preorders. You can A\/B test your idea, refine your story, and launch with data-backed conviction.<\/p>\n<p>Our goal: make validation as easy as imagination.<\/p>\n<p>We\u2019d love your feedback and thoughts!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a>&nbsp;Thank you for making this product Free! We will test it!<br \/>Congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! <br \/>Does the package include hosting for the landing page? And can we build the complete web app on top of the landing page in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thanks so much! Yes, hosting for the landing page is included on every plan.<\/p>\n<p>And yes, the idea is that you start with a simple launch page and turn it into a full marketing website that boosts your venture. Crowdstake is built as your AI-guided marketing command center: it helps you go from one landing page to a complete SEO\/AEO-friendly website with A\/B testing, guided content creation, and all the AI features you need to consistently 10x your customer base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;\/\/ the free plan includes hosting as well, already integrated when you publish a page!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Alexander, congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks great @alexander_gifford . What kind of analytics can we get on these pages?<\/div>\n<div class=\"comment-actions\">\n<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>Looks great, congrats on the launch!  Wish we had this before we launched.<\/p>\n<\/p>\n<p>Do you provide any sort of analytics around conversion rates for A\/B testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cschlaepfer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cschlaepfer<\/a>&nbsp;Thank you! Yes in the dashboard it shows you which email\/payments came from what landing page version.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very cool! Writing copy for landing pages is a tough job. This lets me concentrate on building the actual thing instead!<\/div>\n<div class=\"comment-actions\">\n<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>Massively overlooked side of marketing. No matter how beautiful a website looks, a converting website will always beat that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SHould speeed this nuisance task up for many &#8211; good one!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<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;Yes, it is everybody\u2019s pain going from 0 to 1. We want to be both the painkiller and the steroids for any new startup! <\/p>\n<p>Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<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;\/\/ from account creation to launching a beautiful, already hosted landing page, only 20 min. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A cool idea for startup founders. Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a>&nbsp;Thank you so much! \ud83d\ude4c Really hope it becomes a helpful tool that makes marketing way easier for founders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a>&nbsp;\/\/ Crowdstake offers a fast way to quickly get a project onto &#8220;paper&#8221; and shared with the world. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Pretty cool! Excited to see what your build in the future with a full on Marketing OS<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a>&nbsp;Thanks! Oh yes \ud83d\ude04 More cool stuff is coming!!! We\u2019re building toward a full Marketing OS to help any business get heard, be well-positioned, and grow insanely 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a>&nbsp;\/\/  We\u2019re on a mission to help founders build low headcount billion dollar companies!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this idea. Validation tools are often more complex than they need to be. Can teams connect their own domain or is it only hosted pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alia_soni1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alia_soni1<\/a>&nbsp;Thank you! Yes, you can connect your own domain, or use our hosted pages if you prefer. Starting a business is hard as hell \ud83d\ude41 Crowdstake is here to make the validation and launch part radically simpler and actually work on your terms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Looks like a really useful tool for founders and indie devs. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Sounds exciting, will check it out soon! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Why would one choose your product over Lovable\/v0\/other AI website builders?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>&nbsp;Thank you! We&#8217;re building something different, an AI Marketing OS. Lovable and v0 help you build products. Crowdstake handles everything on the marketing side: strategy, messaging, landing pages, email capture, payments, A\/B testing. Think of it as an AI marketing team for founders who don&#8217;t have one. Validation is our first use case, but we&#8217;re building toward a full suite of tools that thinks and executes alongside you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea!  Congrats on the launch and thank you from all of us bootstapped founders haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dcline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dcline<\/a>&nbsp;Hey David, thanks so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi James, congrats on the product hunt launch. What was the inspiration or motivation for you to build this app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a>&nbsp;\/\/ Crowdstake is the product I wished I always had when getting new ideas off the ground. Creators\/builders\/makers can quickly launch pages to triple check validation and start growing waitlists. Like 20 min 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<div class=\"comment-item\">\n<div class=\"comment-content\">Liked you idea, A\/B test always make me curious to test what is working and what not beforehand.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anishsharma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anishsharma<\/a>&nbsp;\/\/ yes, always be testing!!! We&#8217;ve helped make A\/B testing easier with Crowdstake. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this angle. Most founders spend weeks building landing pages and still end up validating the wrong thing. Automating messaging + A\/B testing at the prelaunch stage feels like a huge time-saver.<\/p>\n<p>Curious: how are you determining which variations \u201cwin\u201d when there\u2019s limited early traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey James! It&#8217;s super cool cause it allows us to launch and validate before building an MVP. Quick question: is it a one shoot model or are you thinking on a recurring 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The &#8216;AI Marketing Consultant&#8217; feature looks super useful for technical founders who can build the product but struggle to sell it.<\/p>\n<p>Quick thought on category design: By defining yourself as a &#8216;Landing Page Builder,&#8217; you\u2019re inviting comparison to low-cost commodity tools. Given the AI strategy component, you actually have the leverage to elevate this into a <strong>&#8216;Validation Engine&#8217;<\/strong> narrative. Right now, the copy feels functional, but the tech is actually delivering <strong>Strategic Speed<\/strong>, which justifies a much higher price point than just &#8216;hosting&#8217;.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anastasiia_tilinina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasiia_tilinina<\/a>&nbsp;Thanks so much, this is really valuable feedback. You are right: calling it a \u201clanding page builder\u201d drags it into the commodity bucket, even though what we are trying to build is more of a marketing backbone &#8211; <strong>intelligent infrastructure that guides the journey from validation through growth and learns as you go.<\/strong> <br \/>I am also testing a second angle: \u201c<strong>Stop duct-taping tools. Start compounding marketing with an AI OS<\/strong>\u201d. <\/p>\n<p>From your \u201cvalidation engine \/ strategic speed\u201d lens, which of these feels closer to what you actually see in the product \u2013 or none of them at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;Thank you! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;\/\/ thank you for your launch support! Our goal is for Crowdstake to help 100,000+ builders and makers! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a>&nbsp;Thank you! Now let\u2019s see what founders launch with it \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a>&nbsp;\/\/ Thank you! very excited about what the team has built! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/N5OAVNITYTVSDA\" class=\"app-title\">Teardown<\/a><\/p>\n<div class=\"one-liner\">Kill outdated app versions instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">66<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Teardown \u662f\u4e00\u6b3e\u9762\u5411\u79fb\u52a8\u5f00\u53d1\u56e2\u961f\u7684\u5f3a\u5236\u66f4\u65b0\u5de5\u5177\uff0c\u901a\u8fc7\u5373\u65f6\u6dd8\u6c70\u8fc7\u65f6\u6216\u5b58\u5728\u7f3a\u9677\u7684App\u7248\u672c\uff0c\u89e3\u51b3\u4e86\u56e0\u5e94\u7528\u5546\u5e97\u66f4\u65b0\u5ef6\u8fdf\u5bfc\u81f4\u7528\u6237\u4ecd\u5728\u4f7f\u7528\u65e7\u7248\u3001\u6545\u969c\u7248\u672c\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\/99c97919-197f-4bdc-b68b-f3c5d3d18f05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f652446-e494-4e20-833a-b49843c0093d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1333554b-1715-4527-a4ed-8c62f325dfe3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cc7153b-4a2d-4b11-86d8-0ff32caec6a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91ca8c28-431c-467c-9169-29143f0ae69e.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\/a80492b5-fa72-4d2b-b487-f627b5a47926.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9qKFyNo_pMI\"><source src=\"https:\/\/www.youtube.com\/watch?v=9qKFyNo_pMI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u79fb\u52a8\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5f3a\u5236\u66f4\u65b0<\/span><br \/>\n            <span class=\"tag\">\u7248\u672c\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u53d1\u5e03\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">React Native<\/span><br \/>\n            <span class=\"tag\">Expo<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6545\u969c\u4fee\u590d<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u7aef\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">SDK<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u4e00\u4e2a\u666e\u904d\u75db\u70b9\uff08\u7b49\u5f85OTA\u66f4\u65b0\u7684\u65e0\u5948\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u8be2\u95ee\u4e86\u662f\u5426\u652f\u6301Web\u5e94\u7528\uff08\u76ee\u524d\u4ec5\u9650\u79fb\u52a8\u7aef\uff09\u4ee5\u53ca\u4ea7\u54c1\u8def\u7ebf\u56fe\u3002\u8bc4\u8bba\u6574\u4f53\u4ee5\u795d\u8d3a\u548c\u6b63\u9762\u53cd\u9988\u4e3a\u4e3b\uff0c\u4f53\u73b0\u4e86\u5bf9\u5f00\u53d1\u8005\u53ca\u5176\u5b9e\u7528\u6027\u7406\u5ff5\u7684\u80af\u5b9a\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                Teardown \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5e94\u7528\u5546\u5e97\u5206\u53d1\u6a21\u5f0f\u6240\u63a9\u76d6\u7684\u201c\u63a7\u5236\u6743\u771f\u7a7a\u201d\u5730\u5e26\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u63d0\u4f9b\u4e86\u4e00\u79cd\u5173\u952e\u7684\u201c\u4fdd\u9669\u4e1d\u201d\u6216\u201c\u7d27\u6025\u5236\u52a8\u201d\u80fd\u529b\uff0c\u5c06\u53d1\u5e03\u6d41\u7a0b\u7684\u6700\u7ec8\u63a7\u5236\u6743\u4ece\u4e0d\u53ef\u63a7\u7684\u3001\u5f02\u6b65\u7684\u7528\u6237\u66f4\u65b0\u884c\u4e3a\uff0c\u90e8\u5206\u593a\u56de\u81f3\u5f00\u53d1\u56e2\u961f\u624b\u4e2d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u5c24\u5176\u66b4\u9732\u4e86\u73b0\u4ee3\u654f\u6377\u5f00\u53d1\u4e0e\u53e4\u5178\u5206\u53d1\u6a21\u5f0f\u4e4b\u95f4\u7684\u6df1\u5c42\u77db\u76fe\uff1a\u56e2\u961f\u8fed\u4ee3\u8d8a\u5feb\uff0c\u65e7\u7248\u672c\u201c\u957f\u5c3e\u201d\u5e26\u6765\u7684\u8fd0\u7ef4\u6210\u672c\u548c\u58f0\u8a89\u98ce\u9669\u5c31\u8d8a\u9ad8\u3002\u5f53\u51fa\u73b0\u4e25\u91cdBug\u6216\u5b89\u5168\u6f0f\u6d1e\u65f6\uff0c\u4f20\u7edf\u7684\u201c\u671b\u5929\u6536\u201d\u5f0f\u7b49\u5f85\u66f4\u65b0\u662f\u5b8c\u5168\u4e0d\u53ef\u63a5\u53d7\u7684\u3002Teardown \u7684\u672c\u8d28\u662f\u4e00\u4e2a\u98ce\u9669\u7ba1\u7406\u5de5\u5177\uff0c\u5b83\u8ba9\u56e2\u961f\u5728\u201c\u5feb\u901f\u884c\u52a8\u201d\u7684\u540c\u65f6\uff0c\u62e5\u6709\u4e86\u5e94\u5bf9\u201c\u7834\u788e\u4e1c\u897f\u201d\u7684\u5e95\u7ebf\u80fd\u529b\uff0c\u5c06\u6f5c\u5728\u7684\u516c\u5173\u5371\u673a\u548c\u7528\u6237\u6d41\u5931\u98ce\u9669\u4ece\u201c\u4e0d\u53ef\u63a7\u201d\u964d\u7ea7\u4e3a\u201c\u53ef\u7ba1\u7406\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u4e00\u4f53\u4e24\u9762\u3002\u8fd9\u79cd\u201c\u5f3a\u5236\u201d\u80fd\u529b\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u6ee5\u7528\u6216\u8bef\u64cd\u4f5c\u53ef\u80fd\u5f15\u53d1\u7528\u6237\u53cd\u611f\uff0c\u751a\u81f3\u88ab\u89c6\u4e3a\u4e00\u79cd\u201c\u50b2\u6162\u201d\u7684\u5f00\u53d1\u884c\u4e3a\u3002\u4ea7\u54c1\u6210\u529f\u7684\u5173\u952e\u5c06\u4e0d\u4ec5\u5728\u4e8e\u6280\u672f\u7a33\u5b9a\u6027\uff0c\u66f4\u5728\u4e8e\u5176\u529f\u80fd\u8bbe\u8ba1\u7684\u5ba1\u614e\u54f2\u5b66\u2014\u2014\u662f\u5426\u63d0\u4f9b\u4e86\u8db3\u591f\u7cbe\u7ec6\u7684\u5206\u7ec4\u3001\u7070\u5ea6\u4e0e\u56de\u6eda\u673a\u5236\uff0c\u8ba9\u201c\u5f3a\u5236\u201d\u53d8\u5f97\u667a\u80fd\u4e14\u5fc5\u8981\u3002\u6b64\u5916\uff0c\u5176\u76ee\u524d\u7ed1\u5b9aReact Native\/Expo\u751f\u6001\uff0c\u65e2\u662f\u7cbe\u51c6\u83b7\u5ba2\u7684\u5229\u5668\uff0c\u4e5f\u51b3\u5b9a\u4e86\u5176\u5e02\u573a\u5929\u82b1\u677f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cTeardown \u4e0d\u662f\u4e00\u4e2a\u9762\u5411\u6240\u6709\u5f00\u53d1\u8005\u7684\u901a\u7528\u5de5\u5177\uff0c\u800c\u662f\u7279\u5b9a\u4e8e\u9ad8\u901f\u8fed\u4ee3\u7684\u79fb\u52a8\u56e2\u961f\u3001\u7279\u522b\u662fReact Native\u6280\u672f\u6808\u7684\u201c\u4e13\u4e1a\u6b62\u75db\u836f\u201d\u3002\u5b83\u586b\u8865\u4e86\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u7f3a\u53e3\uff0c\u4f46\u5176\u957f\u671f\u53d1\u5c55\u9700\u5728\u8d4b\u4e88\u5f00\u53d1\u8005\u6743\u529b\u4e0e\u5c0a\u91cd\u7528\u6237\u4f53\u9a8c\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\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\">Teardown<\/span>\n                <\/div>\n<div class=\"comment-content\">Ever shipped a fix only to realize users are still running your broken build from last year? Teardown solves this. Force updates instantly\u2014no app store delays. Target segments or individual users. Track version distribution live. Rollback bad releases with one click. Native React Native &#038; Expo support. Stop waiting for adoption. Start enforcing it. Built for teams that move fast.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>While I know <a href=\"https:\/\/www.producthunt.com\/@urbanchrisy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"urbanchrisy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@urbanchrisy<\/a> from a mutual friend, I really admire his dedication for his project. Teardown is gonna be so helpful for anyone having an app. I am glad to be a part of this launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a>&nbsp;Thanks man, and thanks for your help getting this all together \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations \ud83d\udc4f\ud83c\udffb \ud83c\udf89 looks great!<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;Thank you so much! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;thank you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does one thing, and does it well. Nice!<\/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\/@kritikasinghania\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kritikasinghania<\/a>&nbsp;Thank you so much! \ud83d\ude4c Please try and let us know<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a practical tool. And a pain that we&#8217;ve all felt while waiting (and hoping) for OTA updates to roll 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterjthomson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterjthomson<\/a>&nbsp;Exactly! you shouldn&#8217;t have to hope any longer, should work well in the IV app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterjthomson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterjthomson<\/a>&nbsp;So true, Peter! Would love for you to try it out and share your feedback with us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I&#8217;m Chris, the maker of Teardown.<\/p>\n<\/p>\n<p>I&#8217;ve been a React Native engineer for years &amp; Every team I&#8217;ve worked with has had the same pain: users stuck on broken versions, support tickets flooding in for bugs we fixed weeks ago, and no clean way to force an update when it really matters.<\/p>\n<\/p>\n<p>I built Teardown to be the kill switch I always wished existed. With one SDK integration, you can force users off outdated versions, block access during critical security issues, and make sure everyone&#8217;s running your latest bug fixes and features. No more duct-tape solutions.<\/p>\n<\/p>\n<p>What started as scratching my own itch evolved into a full release management platform\u2014dashboard, analytics, and SDKs for React Native and Expo. The goal: give mobile engineers control over their release lifecycle without reinventing the wheel every time.<\/p>\n<\/p>\n<p>Feedback, questions, or wild feature ideas are very welcome in the comments. I&#8217;m here all day and genuinely want to build more tools that make React Native engineers&#8217; lives easier. \ud83d\ude80<\/p>\n<\/p>\n<p>Check it out: <a href=\"https:\/\/teardown.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/teardown.dev<\/a><\/p>\n<\/p>\n<p>Building better tools for React Native engineers.<\/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>Clean DevOps! Chris is the best builder in this. Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@tszhoi_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tszhoi_19<\/a>&nbsp;Thanks Lee! LFG!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, Congrats on launch! Looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andryemel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andryemel<\/a>&nbsp;thanks so much \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is intriguing. Does it only support mobile apps or web apps as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;at the moment just mobile as web it\u2019s not as much of an issue. But an idea tho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>as a mobile developer, I liked the idea. good luck \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@savaskalkan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@savaskalkan<\/a>&nbsp;thanks so much \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With the speed development exponentially increasing, we are shipping updates more frequently, and the need to reduce our long tail is becoming a very relevant problem. Going to check out Teardown.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks so awesome, will give it a try in my next react native proj.! This has been a hassle for me esp. bcoz of the changes from my backend \ud83d\ude41 <\/p>\n<\/p>\n<p>What&#8217;s the upcoming roadmap for Teardown?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/DZC7D36I3GZMNB\" class=\"app-title\">Fastbreak Video<\/a><\/p>\n<div class=\"one-liner\">Polished product marketing videos. Zero learning curve.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">59<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u8425\u9500\u56e2\u961f\u7684\u96f6\u5b66\u4e60\u6210\u672c\u89c6\u9891\u5236\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u9884\u5236\u6a21\u5757\u548c\u54c1\u724c\u4e00\u952e\u5957\u7528\uff0c\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u8425\u9500\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u89c6\u9891\u5236\u4f5c\u8f6f\u4ef6\u5b66\u4e60\u95e8\u69db\u9ad8\u3001\u5916\u5305\u6210\u672c\u9ad8\u6602\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\/3a2707d3-01eb-48ff-98df-468f328366c7.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\/088f9729-cf1e-4b60-80b1-6c2617b146e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dc2e776-fa38-49b6-8ffc-d2ff688d718e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76472b3b-39d4-4a61-94f5-63292b166208.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\/2b9feb46-bcf2-4fee-a75d-64942f68389d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AMRjArrPYvo\"><source src=\"https:\/\/youtu.be\/AMRjArrPYvo\" 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\">Marketing<\/span><br \/>\n            <span class=\"tag\">Advertising<\/span><br \/>\n            <span class=\"tag\">Video<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u96f6\u5b66\u4e60\u66f2\u7ebf<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u6a21\u677f\u5316<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u76f4\u89c2\u3001\u6709\u7528\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6210\u672c\u660e\u7ec6\uff08\u8ba2\u9605\u5236\u4e0e\u6309\u5bfc\u51fa\u91cf\u8ba1\u8d39\uff09\u3001\u81ea\u5b9a\u4e49\u7d20\u6750\u4e0a\u4f20\u529f\u80fd\u3001\u4e0e\u5916\u90e8\u5185\u5bb9\uff08\u5982LinkedIn\u5e16\u5b50\uff09\u96c6\u6210\u751f\u6210\u89c6\u9891\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u54c1\u724c\u7d20\u6750\u5e93\u7684\u6269\u5c55\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                Fastbreak Video \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u55a7\u56a3\u5e02\u573a\u4e2d\u7684\u771f\u5b9e\u7f1d\u9699\uff1a\u5728\u4e13\u4e1a\u7ea7\u590d\u6742\u5de5\u5177\uff08\u5982After Effects\uff09\u4e0e\u201c\u4e07\u91d1\u6cb9\u201d\u5f0fAI\u751f\u6210\u89c6\u9891\u4e4b\u95f4\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u63d0\u4f9b\u4e00\u4e2a\u201c\u8d28\u91cf\u53ef\u63a7\u3001\u64cd\u4f5c\u50bb\u74dc\u5316\u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u548c\u6d41\u7a0b\u5c01\u88c5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\u7684\u201c\u9ed1\u76d2\u201d\u62c6\u89e3\u4e3a\u51e0\u4e2a\u5173\u952e\u9884\u5236\u4ef6\uff1a\u54c1\u724c\u5957\u4ef6\u3001\u667a\u80fd\u5e03\u5c40\u3001\u6587\u672c\u52a8\u753b\u3001\u5d4c\u5165\u5f0f\u7ec4\u4ef6\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u8d44\u6df1\u89c6\u9891\u8bbe\u8ba1\u5e08\u7684\u7ecf\u9a8c\u4e0e\u5de5\u4f5c\u6d41\u4ea7\u54c1\u5316\u3001\u6a21\u5757\u5316\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u914d\u7f6e\u800c\u975e\u521b\u9020\u6765\u8fbe\u6210\u201c\u4f53\u9762\u201d\u7684\u7ed3\u679c\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u521b\u610f\u8868\u8fbe\uff0c\u800c\u662f\u8425\u9500\u573a\u666f\u4e2d\u9ad8\u9891\u3001\u683c\u5f0f\u5316\u7684\u89c6\u9891\u9700\u6c42\uff08\u5982\u4ea7\u54c1\u66f4\u65b0\u3001\u793e\u4ea4\u5a92\u4f53\u5e7f\u544a\uff09\uff0c\u7528\u4e00\u81f4\u6027\u66ff\u4ee3\u72ec\u7279\u6027\uff0c\u7528\u6548\u7387\u7f6e\u6362\u7075\u6d3b\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b9a\u4f4d\u4e0a\u9700\u8b66\u60d5\u201c\u5939\u5fc3\u5c42\u201d\u98ce\u9669\uff1a\u5bf9\u4e2a\u4eba\u6216\u6781\u7b80\u9700\u6c42\u7528\u6237\uff0c$30\/\u6708\u7684\u5b9a\u4ef7\u53ef\u80fd\u8fc7\u9ad8\uff1b\u5bf9\u5927\u578b\u54c1\u724c\uff0c\u5176\u6a21\u677f\u5316\u8f93\u51fa\u53ef\u80fd\u65e0\u6cd5\u6ee1\u8db3\u6df1\u5ea6\u5b9a\u5236\u9700\u6c42\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u4e0a\u4f20\u4e0d\u4fbf\u201d\u3001\u201c\u7d20\u6750\u5e93\u6269\u5c55\u201d\u7b49\u95ee\u9898\uff0c\u6b63\u662f\u5176\u4ece\u201c\u597d\u7528\u201d\u5230\u201c\u5fc5\u7528\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u4f53\u9a8c\u9e3f\u6c9f\u3002\u6700\u540e\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u5b66\u4e60\u66f2\u7ebf\u201d\u4e0e\u672a\u6765\u53ef\u80fd\u589e\u52a0\u7684AI\u4fe1\u7528\u4f53\u7cfb\u3001\u66f4\u590d\u6742\u7ec4\u4ef6\u4e4b\u95f4\uff0c\u5b58\u5728\u5929\u7136\u7684\u4f53\u9a8c\u77db\u76fe\u2014\u2014\u529f\u80fd\u81a8\u80c0\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u6700\u5927\u9677\u9631\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u521b\u59cb\u4eba\u57fa\u4e8e\u5341\u5e74\u884c\u4e1a\u7ecf\u9a8c\u7684\u4ea7\u54c1\u5316\u76f4\u89c9\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u5982\u4f55\u514b\u5236\u5730\u5b9a\u4e49\u8fb9\u754c\uff0c\u5728\u201c\u6ee1\u8db3\u8425\u9500\u56e2\u961f\u6838\u5fc3\u9700\u6c42\u201d\u4e0e\u201c\u907f\u514d\u6ed1\u5411\u53e6\u4e00\u4e2a\u590d\u6742\u7f16\u8f91\u5668\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\u5b83\u7684\u672a\u6765\uff0c\u4e0d\u5728\u4e8e\u8ffd\u8d76AI\u89c6\u9891\u751f\u6210\u7684\u70ab\u6280\u6d6a\u6f6e\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u8425\u9500\u89c6\u9891\u9886\u57df\u7684\u201cCanva\u201d\uff0c\u5c06\u201c\u591f\u7528\u4e14\u4f53\u9762\u201d\u7684\u6807\u51c6\u5316\u4ea7\u51fa\u505a\u5230\u6781\u81f4\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\">Fastbreak Video<\/span>\n                <\/div>\n<div class=\"comment-content\">Create polished multi-clip marketing videos in minutes. Drop in your brand, pick from ready-made building blocks, and export stunning video with smart layouts, text animations, and embedded clips you can fine-tune and share. Built for fast-moving marketing teams.<\/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\u2019ve been waiting a long time to write this. Today I\u2019m excited to introduce Fastbreak to you.<\/p>\n<\/p>\n<p><strong>Fastbreak is the easiest way to create good-looking marketing video.<\/strong><\/p>\n<\/p>\n<p>I know there are tons of video tools out there. But honestly, none of them hit the mark. They either require a steep learning curve or put the creative burden on you. Both skills take time to acquire \u2014 which is why most still outsource the production.<\/p>\n<p>Meanwhile, AI-generated video is increasingly good, but doesn\u2019t by itself consider how it might be used, and requires a combination of stitching and layering of more \u201cconsistent\u201d assets, like animated marketing copy or product, and brand.<\/p>\n<\/p>\n<p>Fastbreak is born out of my own a 10-year journey creating video. I spent eons inside After Effects, and worked alongside incredibly talented designers and animators to product video ads for some of my favorite brands. Big projects. Big budgets. Big annual launches.<\/p>\n<\/p>\n<p>But thats not the world of tomorrow. The user experience I\u2019m building towards: <strong>Simplicity meets quality.<\/strong><\/p>\n<ul>\n<li>\n<p>Simplicity, so that you have autonomy and the ability to produce video more frequently\u2013as it aligns with your team\u2019s needs.<\/p>\n<\/li>\n<li>\n<p>Quality, so that you feel good about what you share and your audience is hooked.<\/p>\n<\/li>\n<\/ul>\n<p>Here are some of my favourite things about Fastbreak \u2192<\/p>\n<ul>\n<li>\n<p><strong>\ud83e\udec6 One-click brand consistency<\/strong> &#8211; during onboarding, you can add your company url and the app will grab brand colors and logos that will be used to auto-style your content.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udecd\ufe0f Embeds<\/strong> \u2014 add images or video embeds inside any container. This is just the start.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83c\udf9b\ufe0f Widgets<\/strong> &#8211; widgets are pre-designed components that are needed by marketing teams to tell their stories. Today I\u2019m releasing a small portion. Tell me what is missing and I\u2019ll build it.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83c\udfa8 Instant layouts<\/strong> \u2014 pick from a selection of layouts, and automatically construct your scene<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udefc Text animations<\/strong> \u2014 grouped by \u201cenergy level\u201d that you can customize if needed<\/p>\n<\/li>\n<li>\n<p><strong>\ud83c\udf99\ufe0f Voice-over<\/strong> \u2014 have an AI-generated narrator read your scene\u2019s text out loud.<\/p>\n<\/li>\n<\/ul>\n<p>The video editor of tomorrow will look nothing like the ones today.<\/p>\n<\/p>\n<p>But I still have things to figure out, like which use-cases to prioritized and why. And building this alone, the app is still rough around the edges. But today\u2019s launch is a step toward building that future.<\/p>\n<\/p>\n<p>Thanks for reading \u2014 and for helping shape where this goes next \ud83d\ude4f<\/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>Amazing product <a href=\"https:\/\/www.producthunt.com\/@robingreenwood\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robingreenwood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robingreenwood<\/a> ! Can&#8217;t wait to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joel_milligan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_milligan<\/a>&nbsp;appreciate the support. Lmk if you have any questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super slick ! Very useful for us.<br \/>How much does it cost? <\/p>\n<p>Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tasos_frantzolas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tasos_frantzolas<\/a>&nbsp;thanks! I&#8217;m testing a subscription model at the moment of $30\/month and based on # of video exports. As I role out more embedded AI-generated content they&#8217;ll be a credit based system. Q: how much video are you currency producing, and at what frequency? weekly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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, <a href=\"https:\/\/www.producthunt.com\/@robingreenwood\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robingreenwood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robingreenwood<\/a> ! I just tried it out and it&#8217;s extremely intuitive and simple. Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@thomas_kaiser thanks. Appreciate the feedback. Keep me in the loop with what you build or if something doesn\u2019t feel intuitive<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! is there a way i can insert a e.g. linkeidn post and get out a video that matches the post?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@benjamin_drury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjamin_drury<\/a>&nbsp;very interesting idea. So basically 1) add a block of text, 2) define your brand, 3) click &#8220;create.&#8221; I&#8217;m working on it \ud83d\ude42 <\/p>\n<\/p>\n<p>Q: What would you expect as out outcome? Text only animations, or mixed with other media?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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! Looking good!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a>&nbsp;thanks! If you end up using it for your continuous strong updates at Needle, lmk!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks awesome congrats Robin!! Can&#8217;t wait to try it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@balazs_deme1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@balazs_deme1<\/a>&nbsp;Thanks so much \u2014 really appreciate it! Would love to hear what you think once you try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks incredibly useful \ud83d\ude42 upvoted &amp; shared with our PMMs. <br \/>Best of luck with the launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a>&nbsp;Thanks!<\/p>\n<p>If they try it out, I\u2019d love to hear which use case they start with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Robin, <br \/>I gave a try ad is really good! Now that I&#8217;m reading your story make sense that the first video i build is great!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f742ec19-04fc-485b-aab5-c3027aceab26.jpeg?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\/@daniele_r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_r<\/a>&nbsp;omg. That&#8217;s amazing. You created that video already? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 launching <a href=\"https:\/\/www.producthunt.com\/@robingreenwood\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robingreenwood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robingreenwood<\/a>!<\/p>\n<p>With AI making it easier to build products, I do think that launching and branding becomes more valuable. Excited for fastbreak to build in that space. <\/p>\n<\/p>\n<p>Happy to also discuss a collab with GoLongtail (making SEO easier) if you\u2019re interested. <\/p>\n<\/p>\n<p>Good luck! \ud83c\udf40 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@richardpoelderl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardpoelderl<\/a>&nbsp;thanks! Let&#8217;s produce some videos for GoLongtail! I&#8217;ll connect<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am trying it. Under &#8220;Add photo,&#8221; I expected that I could add my own photo. Is there a possibility to add my own brand kit (colours, logos, images, some snippets), and AI will generate a custom-made branded video? Something similar to Mailchimp has for emails (I provide a brand media kit \u2013&nbsp;it generates a custom-made layout for the newsletter). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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;thanks for checking it out!<\/p>\n<ul>\n<li>\n<p>You can add your own photo <strong>via url<\/strong> at the moment (upload coming next). <\/p>\n<\/li>\n<li>\n<p>Brand kit at the moment includes colors and logo sourced by url. Those will then be auto-placed within your video scenes. Further images and snippets are not available atm, but sounds really cool. Can you give me an example of the kind of snippet you&#8217;re thinking of?<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;follow-up question as I check out Mailchimp: do you then use the custom-made layout for your newsletter or do you go back in and edit? This balance of ease-of-use and desired outcome is super interesting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Robin! Great that someone like you with so much experience in video creation is putting into a product for us. Excited to try it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlotteschmitt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlotteschmitt<\/a>&nbsp;really appreciate it! Excited to see what you end up producing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/JYNMS3YUX7VBK6\" class=\"app-title\">Chat4Data<\/a><\/p>\n<div class=\"one-liner\">The Web Scraping Agent That Thinks for Itself<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5177\u5907\u81ea\u4e3b\u89c4\u5212\u4e0e\u6267\u884c\u80fd\u529b\u7684AI\u7f51\u9875\u6293\u53d6Chrome\u63d2\u4ef6\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u8f7b\u677e\u5b8c\u6210\u590d\u6742\u3001\u52a8\u6001\u7f51\u7ad9\u7684\u6570\u636e\u91c7\u96c6\u4efb\u52a1\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\/621faaa0-87bf-4a0d-9fa0-284bcf23e889.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1787ac9-f84e-44fa-b4d0-0601f49fd841.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4cc862e-e07e-48af-a329-f4ef07091168.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c795ee3c-90a2-46c6-aa86-d0fb95e840e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c63ddbe-1115-407b-b9df-a6a84ac91a9f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Data<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f51\u9875\u6293\u53d6<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u91c7\u96c6\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">RPA<\/span><br \/>\n            <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6613\u7528\u6027\u548c\u201c\u667a\u80fd\u4ee3\u7406\u201d\u7684\u8fdb\u5316\u65b9\u5411\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\u5176\u80fd\u5426\u5e94\u5bf9Cloudflare\u7b49\u590d\u6742\u53cd\u722c\u673a\u5236\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u66f4\u5e7f\u6cdb\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\uff08\u5982\u81ea\u52a8\u586b\u8868\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u540e\u8005\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Chat4Data 2.4\u7684\u53d9\u4e8b\u4ece\u201c\u5bf9\u8bdd\u5f0f\u6293\u53d6\u201d\u5347\u7ea7\u4e3a\u201c\u81ea\u4e3b\u601d\u8003\u7684\u4ee3\u7406\u201d\uff0c\u8fd9\u6807\u5fd7\u7740\u5176\u4ece\u5de5\u5177\u5411\u534f\u4f5c\u8005\u7684\u5b9a\u4f4d\u8f6c\u53d8\u3002\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4efb\u52a1\u6784\u5efa\u201d\u4e0e\u201c\u81ea\u4e3b\u6267\u884c\u201d\uff0c\u672c\u8d28\u662f\u5c06\u4f20\u7edf\u722c\u866b\u5de5\u7a0b\u4e2d\u6700\u4e3a\u8017\u65f6\u7684\u73af\u8282\u2014\u2014\u5206\u6790\u7f51\u7ad9\u7ed3\u6784\u3001\u8bbe\u8ba1\u6293\u53d6\u8def\u5f84\u3001\u5904\u7406\u52a8\u6001\u52a0\u8f7d\u548c\u53cd\u722c\u7b56\u7565\u2014\u2014\u5c01\u88c5\u8fdb\u4e00\u4e2a\u9ed1\u76d2AI\u6a21\u578b\u3002\u8fd9\u76f4\u51fb\u4e86\u5e02\u573a\u6838\u5fc3\u75db\u70b9\uff1a\u6570\u636e\u9700\u6c42\u7684\u5373\u65f6\u6027\u4e0e\u6280\u672f\u95e8\u69db\u7684\u957f\u671f\u77db\u76fe\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5149\u9c9c\u7684\u201c\u667a\u80fd\u201d\u5916\u8863\u4e0b\uff0c\u9690\u85cf\u7740\u6240\u6709AI\u9a71\u52a8\u578b\u6293\u53d6\u5de5\u5177\u7684\u5171\u540c\u547d\u95e8\uff1a\u5bf9\u6297\u6027\u7f51\u7edc\u73af\u5883\u7684\u6b8b\u9177\u8003\u9a8c\u3002\u4e00\u6761\u7528\u6237\u8bc4\u8bba\u7cbe\u51c6\u523a\u7834\u4e86\u5173\u952e\u7591\u8651\uff1a\u5728\u9762\u5bf9\u65e5\u76ca\u666e\u53ca\u7684Cloudflare\u548c\u9ad8\u7ea7\u6307\u7eb9\u53cd\u722c\u7cfb\u7edf\u65f6\uff0c\u5176\u201c\u81ea\u4e3b\u201d\u884c\u4e3a\u6a21\u62df\uff08\u5982\u9f20\u6807\u79fb\u52a8\u3001\u5ef6\u8fdf\uff09\u662f\u5426\u8db3\u591f\u903c\u771f\u4ee5\u89c4\u907f\u5c01\u7981\uff1f\u8fd9\u5e76\u975e\u7ec6\u8282\u95ee\u9898\uff0c\u800c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u8715\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\u751f\u6b7b\u7ebf\u3002\u4ea7\u54c1\u76ee\u524d\u5bf9\u9759\u6001\u6216\u7b80\u5355\u52a8\u6001\u7f51\u7ad9\u5c55\u793a\u7684\u201c\u667a\u80fd\u201d\uff0c\u5728\u590d\u6742\u7684\u5de5\u4e1a\u7ea7\u6570\u636e\u91c7\u96c6\u573a\u666f\u4e2d\u53ef\u80fd\u77ac\u95f4\u74e6\u89e3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u53e6\u4e00\u4e2a\u503c\u5f97\u73a9\u5473\u7684\u70b9\u662f\u5176\u8fb9\u754c\u3002\u7528\u6237\u8be2\u95ee\u5176\u80fd\u5426\u5411\u7f51\u7ad9\u201c\u8f93\u5165\u201d\u6570\u636e\uff0c\u6697\u793a\u4e86\u5e02\u573a\u5bf9\u5176\u6709\u66f4\u9ad8\u7684RPA\uff08\u673a\u5668\u4eba\u6d41\u7a0b\u81ea\u52a8\u5316\uff09\u671f\u5f85\u3002\u56e2\u961f\u7684\u80af\u5b9a\u6027\u8fdc\u671f\u89c4\u5212\uff0c\u66b4\u9732\u4e86\u5176\u66f4\u5927\u7684\u91ce\u5fc3\uff1a\u4e0d\u6b62\u4e8e\u6570\u636e\u63d0\u53d6\uff0c\u66f4\u60f3\u6210\u4e3a\u6d4f\u89c8\u5668\u5185\u4eba\u673a\u4ea4\u4e92\u7684\u901a\u7528\u4ee3\u7406\u3002\u4f46\u8fd9\u4e00\u5b9a\u4f4d\u5c06\u4f7f\u5176\u9762\u4e34\u66f4\u4e25\u5cfb\u7684\u6280\u672f\u3001\u4f26\u7406\u548c\u7ade\u4e89\u6311\u6218\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cChat4Data 2.4\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a8\u8fdb\uff0c\u5b83\u8ba9\u6570\u636e\u91c7\u96c6\u7684\u5165\u53e3\u53d8\u5f97\u65e0\u6bd4\u5e73\u6ed1\u3002\u4f46\u5176\u771f\u6b63\u7684\u201c\u667a\u80fd\u201d\u6210\u8272\uff0c\u5e76\u975e\u4f53\u73b0\u5728\u7406\u89e3\u201c\u8bf7\u6293\u53d6\u67d0\u4ea7\u54c1\u4ef7\u683c\u201d\u8fd9\u7c7b\u7b80\u5355\u6307\u4ee4\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u5e03\u6ee1\u9677\u9631\u7684\u73b0\u4ee3\u4e92\u8054\u7f51\u4e2d\uff0c\u50cf\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8001\u624b\u90a3\u6837\u7a33\u5b9a\u3001\u9690\u853d\u5730\u5b8c\u6210\u4efb\u52a1\u3002\u5728\u5b83\u8bc1\u660e\u81ea\u5df1\u62e5\u6709\u8fd9\u4efd\u201c\u8857\u5934\u667a\u6167\u201d\u4e4b\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u9762\u5411\u8f7b\u4e2d\u5ea6\u7528\u6237\u7684\u4fbf\u6377\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u98a0\u8986\u884c\u4e1a\u7684\u9769\u547d\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\">Chat4Data<\/span>\n                <\/div>\n<div class=\"comment-content\">Best AI-based web scraper plugin for Chrome. Beyond conversational scraping, now with agentic intelligence to handle what others can&#8217;t.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH community \ud83d\udc4b<br \/>I\u2019m Lina Scott, co-founder of Chat4Data.<\/p>\n<p>A few months ago, we launched Chat4Data \u2014 the first AI scraper that lets you extract data simply by chatting, with no setup, no XPaths, no technical overhead. Since then, we\u2019ve been listening closely to your feedback and rebuilding the core engine to not just follow instructions, but understand them.<\/p>\n<p>Today, we\u2019re excited to introduce Chat4Data 2.4 \u2014 a smarter, more autonomous scraper that can plan, navigate, and extract on its own\uff01<\/p>\n<p>\ud83d\udee0\ufe0f What\u2019s new in 2.4<br \/>1. Intelligent Task Construction<br \/>Describe your goal in plain language. Chat4Data interprets intent, breaks it into steps, and builds the workflow automatically.<\/p>\n<p>2. Autonomous Execution<br \/>Give one instruction, and it handles the rest \u2014 navigating sites (even SPAs), adapting to changes, and managing multi-step flows without manual fixes.<\/p>\n<p>3. More Scenarios Unlocked<br \/>Support for listing pages, detail pages, and multi-level drill-downs makes complex extraction smoother than ever.<\/p>\n<p>4. Workflows that Remember<br \/>Your chats and workflows are saved, searchable, and ready to pick up anytime.<\/p>\n<p>Our vision is simple: web data extraction should feel intuitive, not technical.<br \/>With Chat4Data 2.4, we\u2019re getting much closer to a true \u201cdata agent\u201d \u2014 one that understands what you want, figures out the steps, and gets the job done.<\/p>\n<p>We\u2019d love for you to try 2.4 and tell us what you think.<br \/>The whole team is here today to answer questions, gather feedback, and learn from you!<\/p>\n<p>Thanks for being part of this journey \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks way too easy. My trust issues are tingling.<\/p>\n<\/p>\n<p>Most AI scrapers work great on a static blog but choke the second they hit a site with Cloudflare or complex anti-bot fingerprinting. Does Chat4Data handle the &#8216;human&#8217; behavior (mouse movements, delays) to avoid getting IP banned?<\/p>\n<\/p>\n<p>I&#8217;m rooting for you <a href=\"https:\/\/www.producthunt.com\/@lina_scott1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lina_scott1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lina_scott1<\/a> because building datasets manually is the worst.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Besides data collection, can Chat4data realize other browser automation tasks? For example, automatically inputting collected data into specific websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sherryje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherryje<\/a>&nbsp;Thank you for asking that! Currently, Chat4Data is mainly optimized for navigating sites and capturing the data you\u2019re looking for. More advanced browser automation \u2014 like auto-filling forms or sending data back into websites \u2014 isn\u2019t supported yet, but it\u2019s definitely on our roadmap.<\/p>\n<p>Really appreciate the idea\uff01Your comment helps us shape what we build next! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tool, especially the ability to infer list pages, detail pages, and drill-down paths automatically is incredibly impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats a joy, looking forward to playing around with it.  Good luck today! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a>&nbsp;Thanks for your 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>Most scrapers have a steep learning curve. This one feels welcoming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been in my AI stack for almost 180 days. Love it and glad to see how it evolves into an ai agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karenapatchhh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karenapatchhh<\/a>&nbsp;Thank you Karena! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/FPW44NUKHUFA2Q\" class=\"app-title\">Ark Empowerment<\/a><\/p>\n<div class=\"one-liner\">The Dream Co-Captain for Navigating Your Business<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ark Empowerment \u662f\u4e00\u4e2a\u4e13\u4e3a\u65e9\u671f\u521b\u4e1a\u56e2\u961f\u8bbe\u8ba1\u7684AI\u534f\u540c\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u6574\u5408\u987e\u95ee\u8bad\u7ec3\u7684\u4e13\u4e1aAI\u4ee3\u7406\u548c\u5171\u4eab\u6587\u6863\uff0c\u5728\u521b\u4e1a\u521d\u671f\u6df7\u4e71\u3001\u4fe1\u606f\u5206\u6563\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u7edf\u4e00\u7b56\u7565\u3001\u5bf9\u9f50\u56e2\u961f\u8ba4\u77e5\u5e76\u52a0\u901f\u51b3\u7b56\u4e0e\u6267\u884c\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\/1de7454a-9071-4bc4-800d-d52996e1ed56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c9844fa-405d-4b02-a1e7-8b8338bf7566.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4547f095-92e7-481a-8bd8-5ff9449169e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64dd48ac-c989-4b94-9bee-e04e38d4a27b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Consulting<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u534f\u540c<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u6587\u6863\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6218\u7565\u51b3\u7b56<\/span><br \/>\n            <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u5bf9\u9f50<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u987e\u95ee<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n            <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u65e9\u671f\u521b\u4e1a\u4fe1\u606f\u5206\u6563\u3001\u8ba4\u77e5\u6a21\u7cca\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u201c\u516c\u53f8\u5927\u8111\u201d\u7684\u5b9a\u4f4d\u548c\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684AI\u4ee3\u7406\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\u660e\u786e\u5176\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\u7684\u7cfb\u7edf\u5b9a\u4f4d\u4ee5\u6784\u5efa\u58c1\u5792\uff0c\u5e76\u6301\u7eed\u6536\u96c6\u529f\u80fd\u53cd\u9988\u4ee5\u4f18\u5316\u6210\u4e3a\u56e2\u961f\u7684\u9ed8\u8ba4\u5de5\u4f5c\u7a7a\u95f4\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                Ark Empowerment \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aAI\u804a\u5929\u754c\u9762\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u521d\u521b\u516c\u53f8\u7684\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\u64cd\u4f5c\u7cfb\u7edf\u3002\u5b83\u76f4\u9762\u65e9\u671f\u521b\u4e1a\u6700\u672c\u8d28\u7684\u6df7\u4e71\u2014\u2014\u7b56\u7565\u3001\u8d22\u52a1\u3001\u6cd5\u52a1\u7b49\u4fe1\u606f\u6563\u843d\u4e8e\u5404\u5904\uff0c\u56e2\u961f\u8ba4\u77e5\u4e0d\u540c\u6b65\uff0c\u51b3\u7b56\u57fa\u4e8e\u4e0d\u5b8c\u6574\u7684\u5047\u8bbe\u3002\u4ea7\u54c1\u5c06\u987e\u95ee\u7ecf\u9a8c\u7f16\u7801\u8fdb\u5782\u76f4AI\u4ee3\u7406\uff0c\u5e76\u6784\u5efa\u7edf\u4e00\u7684\u516c\u53f8\u6863\u6848\uff08Company Profile\uff09\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u6838\u5fc3\uff0c\u8ba9AI\u7684\u6bcf\u6b21\u4ea4\u4e92\u90fd\u57fa\u4e8e\u6301\u7eed\u79ef\u7d2f\u7684\u201c\u516c\u53f8\u8bb0\u5fc6\u201d\uff0c\u8fd9\u4f7f\u5176\u4ece\u201c\u4ea4\u4e92\u7cfb\u7edf\u201d\u5411\u201c\u8bb0\u5f55\u7cfb\u7edf\u201d\u6f14\u8fdb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6f5c\u529b\u6b63\u5728\u4e8e\u6b64\uff1a\u5982\u679c\u5b83\u80fd\u6210\u529f\u5438\u5f15\u56e2\u961f\u5c06\u6838\u5fc3\u51b3\u7b56\u8fc7\u7a0b\u3001\u6587\u6863\u8fed\u4ee3\u548c\u6218\u7565\u8ba8\u8bba\u6c89\u6dc0\u5176\u4e2d\uff0c\u5b83\u4fbf\u4e0d\u518d\u662f\u4e00\u4e2a\u53ef\u88ab\u8f7b\u6613\u66ff\u6362\u7684AI\u524d\u7aef\uff0c\u800c\u662f\u6210\u4e3a\u4e86\u627f\u8f7d\u521b\u4e1a\u516c\u53f8\u6838\u5fc3\u77e5\u8bc6\u8d44\u4ea7\u4e0e\u51b3\u7b56\u903b\u8f91\u7684\u201c\u6570\u5b57\u57fa\u5ea7\u201d\u3002\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9b\u5efa\u8bae\u7684\u5de5\u5177\u66f4\u5177\u7c98\u6027\u548c\u957f\u671f\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5b83\u9700\u8981\u6781\u9ad8\u7684\u6570\u636e\u4fdd\u771f\u5ea6\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u6df1\u5ea6\uff0c\u4efb\u4f55\u91cd\u5927\u7684\u4fe1\u606f\u9057\u6f0f\u6216\u8bef\u8bfb\u90fd\u53ef\u80fd\u5bfc\u81f4\u51b3\u7b56\u5efa\u8bae\u7684\u504f\u5dee\uff0c\u8fd9\u5bf9\u65e9\u671f\u56e2\u961f\u662f\u81f4\u547d\u7684\u3002\u5176\u6b21\uff0c\u5b83\u5fc5\u987b\u5e73\u8861\u201c\u7ed3\u6784\u5316\u5f15\u5bfc\u201d\u4e0e\u201c\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8fc7\u4e8e\u50f5\u5316\u7684\u6d41\u7a0b\u4f1a\u627c\u6740\u521b\u4e1a\u516c\u53f8\u7684\u654f\u6377\u6027\u3002\u6700\u540e\uff0c\u5982\u4f55\u4ece\u201c\u6709\u7528\u201d\u8de8\u8d8a\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u8ba9\u7e41\u5fd9\u7684\u521b\u59cb\u4eba\u517b\u6210\u5728\u6b64\u8fdb\u884c\u9996\u8981\u601d\u8003\u7684\u4e60\u60ef\uff0c\u662f\u5176\u4ea7\u54c1\u8bbe\u8ba1\u3001\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u7f51\u7edc\u6548\u5e94\u6784\u5efa\u7684\u5173\u952e\u8003\u9a8c\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u6574\u5408\u826f\u597d\u7684\u4e13\u4e1a\u7248ChatGPT\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u516c\u53f8\u5927\u8111\u201d\u80fd\u5426\u771f\u6b63\u4ece\u8f85\u52a9\u5347\u7ea7\u4e3a\u4e2d\u67a2\uff0c\u4ecd\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\">Ark Empowerment<\/span>\n                <\/div>\n<div class=\"comment-content\">Ark unites your co-founders, documents, and AI Agents into one workspace. Trained on real startup advice, Ark helps you make better decisions, create faster, and stay in sync as you build.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I\u2019m Aviv, co-founder &amp; Co-CEO of Ark.<\/p>\n<p>We\u2019re excited to launch Ark: an AI Workspace where your entire startup collaborates with AI Agents trained by real startup advisors.<\/p>\n<p>Early-stage life is chaotic\u2014scattered docs, endless decisions, and not enough hands. Ark gives founders a place where strategy, context, and teamwork stay aligned, and where AI actively helps push projects forward instead of adding complexity.<\/p>\n<p>Here\u2019s what you can try today:<br \/>\n&#8211; Bring your co-founders into a shared AI Workspace<br \/>\n&#8211; Talk to advisor-trained AI Agents across strategy, product, operations, fundraising, and more<br \/>\n&#8211; Upload documents and have Ark review, analyze, or transform them<br \/>\n&#8211; Generate plans and documents your whole team can iterate on<br \/>\n&#8211; Explore your startup stage and let Ark adapt to what you\u2019re building<\/p>\n<p>And the best part: you can start completely free &#8211; no credit card needed!<br \/>\nJust jump in and try Ark with your team.<\/p>\n<p>We\u2019d \u2764\ufe0f your feedback.<\/p>\n<p>What\u2019s working? What\u2019s not? What should we build next?<\/p>\n<p>We\u2019ll be here all day answering questions, sharing our roadmap, and learning from you.<\/p>\n<p>Thank you very much for checking out Ark &#8211; and if you try it, drop a comment! We\u2019re building this for founders like you. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such an important launch! I know a lot of early-stage teams who are drowning in scattered docs, context switching, and endless \u201cwho owns what.\u201d But beneath all of that, the real challenge is the <em>vagueness<\/em> of being an early-stage founder &#8211; nothing is fully defined, everything is urgent, and every decision depends on half-written assumptions living across ten different places. Ark is the first workspace I\u2019ve seen that actually <em>reduces<\/em> that cognitive fog instead of adding another tool to manage. We&#8217;ve been using Ark internally at Radicalbutton.com and the advisor-trained AI agents are a game changer \/\/ especially the way they understand strategy, product, and operations in context, not in isolation.<\/p>\n<p>Huge congrats to the team \u2665\ufe0e This is the direction startup tooling should be heading \u2694\ufe0e\u2694\ufe0e\u2694\ufe0e\u2694\ufe0e\u2694\ufe0e\u2694\ufe0e\u2694\ufe0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galrubinx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galrubinx<\/a>&nbsp;Thank you, Gal! We truly appreciate all your support \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b <\/p>\n<p>I\u2019m Nimrod, co-founder &amp; Co-CEO of Ark.<\/p>\n<p>I\u2019ve spent the last 15+ years working with hundreds of startups as a lawyer and advisor. The pattern was always the same: strategy in one doc, financials in another, advice stuck in someone\u2019s head or a random WhatsApp thread \u2013 and founders trying to glue it all together at 2am.<\/p>\n<p>Ark is the \u201ccompany brain\u201d I always wished those teams had: a shared AI Workspace where your startup\u2019s context lives, and where advisor-trained AI Agents help you make decisions instead of creating more noise.<\/p>\n<p>A few things I\u2019m personally excited for you to try:<br \/>\n\t\u2022\tBring your co-founders into one workspace and keep everyone aligned on the same plans and docs<br \/>\n\t\u2022\tAsk AI Agents real questions about strategy, fundraising, operations, and more \u2013 in the context of your startup<br \/>\n\t\u2022\tUpload your key documents and let Ark review, analyze, and transform them into drafts your team can iterate on<br \/>\n\t\u2022\tUse Ark to turn messy ideas into concrete plans your whole team can move forward with<\/p>\n<p>We\u2019re learning in public here, so I\u2019d really love your honest feedback \u2013 especially from founders, operators, and advisors:<\/p>\n<p>\ud83d\udc49 What would make Ark your default place to think and build with your team?<br \/>\n\ud83d\udc49 What\u2019s missing or confusing right now?<\/p>\n<p>We\u2019ll be in the comments all day. Thank you for checking us out \u2764\ufe0f<\/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>The workspace every founder needs, from A to Z! <br \/>Highly recommended for founders looking to acquire more skills.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avi_rafalson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avi_rafalson1<\/a>&nbsp;Thank you for the feedback and for being a tester, Avi! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is beyond exciting. The opportunity is enormous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@okaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@okaniel<\/a>&nbsp;Thank you very much for all your support, Oren!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Congrats on the launch! \ud83c\udf89<\/strong><\/p>\n<p>Tried Ark recently and was really impressed. It\u2019s basically a bunch of specialized AI helpers for founders \u2014 strategy, finance, legal, hiring, fundraising \u2014 all in one place. What I liked most is that it actually remembers your company details, so you\u2019re not repeating yourself every time you ask something.<\/p>\n<p>The shared workspace for co-founders and advisors is a nice touch too. Makes it way easier to keep everyone aligned without juggling a bunch of tools.<\/p>\n<p>It\u2019s still early, but it already feels super useful for small teams trying to move fast.<\/p>\n<p>Worth checking out if you\u2019re building anything right now.<\/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\/@ganjonathan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ganjonathan<\/a>&nbsp;Thank you very much, Jonathan! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The concept of a persistent &#8216;Company Profile&#8217; that informs every agent\u2019s response is a smart architectural choice.<\/p>\n<p>It\u2019s interesting to see where this sits in the stack. It feels like you are transitioning from a &#8216;System of Engagement&#8217; (chatting with AI) to a <strong>&#8216;System of Record&#8217;<\/strong> (owning the startup&#8217;s context). Most AI tools get stuck as just an interface, which is defenseless against OpenAI. If the positioning can articulate that you own the <strong>&#8216;Context Layer&#8217;<\/strong>\u2014meaning the AI remembers the business logic that humans forget\u2014that\u2019s where the real enterprise value lives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/HUTPWHTTUBDH4J\" class=\"app-title\">1Click Report<\/a><\/p>\n<div class=\"one-liner\">Build marketing dashboards in 60 seconds using AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">33<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8425\u9500\u4eea\u8868\u677f\u5de5\u5177\uff0c60\u79d2\u5185\u81ea\u52a8\u6574\u5408\u591a\u5e73\u53f0\u6570\u636e\u5e76\u751f\u6210\u53ef\u89c6\u5316\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u4eba\u5458\u65e0\u9700\u4f9d\u8d56\u5f00\u53d1\u8005\u548c\u5206\u6790\u5e08\u5373\u53ef\u81ea\u4e3b\u3001\u5feb\u901f\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\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\/d2b7fef2-f8fc-49db-b0fb-b1c51bd1063f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FcRWXz7uZpY\"><source src=\"https:\/\/www.youtube.com\/watch?v=FcRWXz7uZpY\" 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\/f428114f-5e6e-43a8-bf36-02ef35ab1197.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d7f6edc-1fed-42fa-87bd-6c8a798d93d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01449dce-600f-45b2-9fab-fd2732fdf5bb.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\/65757e78-8a12-46cb-b161-557e8c65022d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/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\">\u8425\u9500\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">AI\u4eea\u8868\u677f<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u6280\u672f<\/span><br \/>\n            <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n            <span class=\"tag\">\u767d\u6807\u62a5\u544a<\/span><br \/>\n            <span class=\"tag\">Claude\u96c6\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8282\u7701\u624b\u52a8\u5236\u4f5c\u62a5\u544a\u65f6\u95f4\u3001\u7b80\u5316\u6570\u636e\u6574\u5408\u6d41\u7a0b\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u5177\u4f53\u5efa\u8bae\u96c6\u4e2d\u5728\u671f\u5f85\u66f4\u591a\u6570\u636e\u6e90\u96c6\u6210\uff0c\u5e76\u63d0\u53ca\u5f53\u524d\u62a5\u544a\u6d41\u7a0b\u4e2d\u6700\u4ee4\u4eba\u70e6\u607c\u7684\u90e8\u5206\u662f\u53cd\u9988\u91cd\u70b9\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                1Click Report \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6210\u719f\u4f46\u4f9d\u7136\u6df7\u4e71\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u4e2d\u5c42\u8425\u9500\u4eba\u5458\u7684\u81ea\u52a9\u6570\u636e\u5206\u6790\u3002\u5176\u5ba3\u79f0\u7684\u201c60\u79d2\u751f\u6210\u201d\u548c\u201c\u65e0\u9700\u4ee3\u7801\u201d\u76f4\u6307\u4f20\u7edfBI\u5de5\u5177\u548c\u5b9a\u5236\u5316\u5f00\u53d1\u5728\u654f\u6377\u6027\u4e0e\u6210\u672c\u4e0a\u7684\u8f6f\u808b\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u7b80\u5316\u5de5\u5177\u201d\u662f\u660e\u667a\u7684\uff0c\u5b83\u5e76\u672a\u58f0\u79f0\u66ff\u4ee3\u4e13\u4e1a\u6570\u636e\u5206\u6790\u5e08\u6216\u5f3a\u5927\u7684BI\u7cfb\u7edf\uff0c\u800c\u662f\u65e8\u5728\u6d88\u706d\u90a3\u4e9b\u91cd\u590d\u3001\u521d\u7ea7\u4e14\u8017\u65f6\u7684\u6570\u636e\u6293\u53d6\u548c\u62fc\u63a5\u5de5\u4f5c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4eae\u70b9\u5728\u4e8e\u5185\u7f6eMCP\u670d\u52a1\u5668\u5e76\u4e0eClaude\u6df1\u5ea6\u96c6\u6210\u3002\u8fd9\u6b65\u68cb\u8d85\u8d8a\u4e86\u201c\u770b\u6570\u636e\u201d\u7684\u5c42\u9762\uff0c\u8fc8\u5411\u4e86\u201c\u95ee\u6570\u636e\u201d\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u8bd5\u56fe\u5c06AI\u52a9\u624b\u4ece\u901a\u7528\u7684\u6587\u672c\u5904\u7406\uff0c\u7275\u5f15\u81f3\u4e13\u6709\u7684\u3001\u4e0a\u4e0b\u6587\u4e30\u5bcc\u7684\u4e1a\u52a1\u6570\u636e\u9886\u57df\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u6784\u5efa\u957f\u671f\u58c1\u5792\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c$25\/\u6708\u7684\u5b9a\u4ef7\u951a\u5b9a\u4e86\u5176\u201c\u8f7b\u91cf\u7ea7\u5de5\u5177\u201d\u5c5e\u6027\uff0c\u4f46\u5982\u4f55\u5e94\u5bf9\u968f\u7740\u5ba2\u6237\u6570\u636e\u91cf\u589e\u957f\u548c\u9700\u6c42\u590d\u6742\u5316\u5e26\u6765\u7684\u6210\u672c\u4e0e\u529f\u80fd\u538b\u529b\uff1f\u5176\u6b21\uff0c\u5f53\u524d\u96c6\u6210\uff08GA4, Meta, Google Ads\uff09\u4ecd\u663e\u57fa\u7840\uff0c\u80fd\u5426\u5feb\u901f\u54cd\u5e94\u5e02\u573a\u5bf9TikTok\u3001LinkedIn\u7b49\u6e20\u9053\u7684\u96c6\u6210\u9700\u6c42\uff0c\u5c06\u51b3\u5b9a\u5176\u5e02\u573a\u5e7f\u5ea6\u3002\u6700\u540e\uff0c\u5728\u201cAI\u751f\u6210\u201d\u4eea\u8868\u677f\u7684\u70ab\u9177\u80cc\u540e\uff0c\u5176\u6570\u636e\u89e3\u8bfb\u7684\u6df1\u5ea6\u3001\u51c6\u786e\u5ea6\u53ca\u53ef\u5b9a\u5236\u6027\uff0c\u80fd\u5426\u7ecf\u5f97\u8d77\u4e13\u4e1a\u8425\u9500\u4eba\u5458\u7684\u6311\u5254\uff0c\u5c06\u662f\u7559\u5b58\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u624e\u5b9e\u4e00\u6b65\u7684\u4ea7\u54c1\u3002\u5b83\u7528AI\u548c\u96c6\u6210\u89e3\u51b3\u4e86\u201c\u6709\u65e0\u201d\u548c\u201c\u5feb\u6162\u201d\u7684\u95ee\u9898\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u63d0\u4f9b\u201c\u5206\u6790\u5e08\u7ea7\u6d1e\u5bdf\u201d\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6781\u81f4\u7684\u6613\u7528\u6027\u4e0e\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5206\u6790\u6df1\u5ea6\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">1Click Report<\/span>\n                <\/div>\n<div class=\"comment-content\">Marketers shouldn&#8217;t need developers to see their own data. But today you either beg engineering for help, hire analysts, or pay $600\/mo for tools that need a PhD to use. We built something simpler -Connect GA4, Meta Ads, Google Ads to 1ClickReport -AI builds your dashboard in 60 seconds &#8211; No code. No formulas. No waiting on anyone. -MCP server built-in\u2014connect your data to Claude. Get analyst level insights -White-label sharing for client reports. $25\/mo. First 500 users get 55% off forever.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I&#8217;m Suryansh, and I&#8217;ve spent 10+ years in product and analytics.<\/p>\n<p>Here&#8217;s the frustrating truth I&#8217;ve seen at every company: Marketers can&#8217;t access their own data without help.<br \/>\nThey wait days for a developer to build a dashboard. Or pay analysts to pull reports. Or spend $600\/mo on tools that still need technical setup.<\/p>\n<p>I watched smart marketers stuck in spreadsheet hell, copy-pasting from 5 different tabs just to answer &#8220;how did last week go?&#8221;<\/p>\n<p>That felt broken.So I built 1ClickReport.<\/p>\n<p>Connect your GA4, Meta Ads, Google Ads. AI builds your dashboard in 60 seconds. No code. No waiting. No $600\/month bill.<\/p>\n<p>We also built an MCP server\u2014so you can analyze your marketing data directly inside Claude.<\/p>\n<p>This is day one. The product will get better with your feedback.<\/p>\n<p>Would love to hear:<br \/>\n-What integrations do you need most?<br \/>\n-What&#8217;s the most annoying part of your current reporting?<\/p>\n<p>Happy to answer any questions! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the landing page, will give this a try. Creating manual reports is really a hassle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great tool for marketers. Congrats \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@basharath\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@basharath<\/a>&nbsp;Thanks alot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Thats a powerfull tool, specially the AI grnerated dashboard<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@murad_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@murad_<\/a>&nbsp;Thanks alot. Do give it a try. Would love to get your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard builder is great. Saves a lot of time and effort trying to get all the data together on looker studio.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hitesh_uchil1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hitesh_uchil1<\/a>&nbsp;Thanks a lot. Your feedback on earlier product really helped us bring this product to life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/KP26DOQ77RZEEI\" class=\"app-title\">Optifly<\/a><\/p>\n<div class=\"one-liner\">Create vacations in one prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">31<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Optifly\u662f\u4e00\u6b3eAI\u65c5\u884c\u89c4\u5212\u52a9\u624b\uff0c\u901a\u8fc7\u5355\u6b21\u6307\u4ee4\u5feb\u901f\u751f\u6210\u4e2a\u6027\u5316\u884c\u7a0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u89c4\u5212\u822a\u73ed\u3001\u9152\u5e97\u548c\u6d3b\u52a8\u65f6\u8017\u65f6\u8017\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4647f530-b1e5-4c95-b98d-28aabf4155c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2e8e970-5d45-4540-b580-a964e415e2dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6b38540-1ec5-455f-a75f-8c8dc5c49c1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7a4d2df-8dc8-4261-86fa-3ea0f1d75c0f.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\/9b694af2-a6f0-4653-b22e-a9e3e4b48159.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=cNkd4JPGS_8\"><source src=\"https:\/\/www.youtube.com\/watch?v=cNkd4JPGS_8\" 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\">Global Nomad<\/span><br \/>\n            <span class=\"tag\">Travel<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u65c5\u884c\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u884c\u7a0b\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u822a\u73ed\u9152\u5e97\u9884\u8ba2<\/span><br \/>\n            <span class=\"tag\">\u65c5\u884c\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u884c\u7a0b\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53efAI\u7b80\u5316\u65c5\u884c\u89c4\u5212\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u5e0c\u671b\u4ea7\u54c1\u80fd\u6839\u636e\u4e0d\u540c\u7684\u65c5\u884c\u98ce\u683c\uff08\u5982\u7a77\u6e38\u4e0e\u5962\u534e\u6e38\uff09\u8c03\u6574\u63a8\u8350\uff1b2. \u671f\u5f85\u793e\u533a\u5206\u4eab\u4e0e\u8ba1\u5212\u4fdd\u5b58\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                Optifly\u5207\u5165\u7684\u662f\u4e00\u4e2a\u53e4\u8001\u4f46\u6301\u7eed\u75bc\u75db\u7684\u5e02\u573a\u2014\u2014\u65c5\u884c\u89c4\u5212\u3002\u5176\u201c\u4e00\u952e\u751f\u6210\u201d\u7684\u6807\u8bed\u76f4\u6307\u6838\u5fc3\uff1a\u5c06\u7e41\u7410\u7684\u4fe1\u606f\u641c\u96c6\u3001\u6bd4\u4ef7\u3001\u8def\u7ebf\u4e32\u8054\u5de5\u4f5c\uff0c\u4ea4\u7ed9AI\u8fdb\u884c\u79d2\u7ea7\u5904\u7406\u3002\u8fd9\u770b\u4f3c\u662f\u6548\u7387\u7684\u6781\u81f4\u63d0\u5347\uff0c\u4f46\u6df1\u7a76\u4e4b\u4e0b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u6e05\u6670\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u5728\u4e8e\u5176\u201c\u4e2a\u6027\u5316\u201d\u7684\u6df1\u5ea6\u3002\u5f53\u524d\u5e02\u9762\u4e0a\u5df2\u6709\u4f17\u591a\u65c5\u884c\u9884\u8ba2\u5e73\u53f0\uff0cOptifly\u7684\u5dee\u5f02\u70b9\u5fc5\u987b\u5efa\u7acb\u5728AI\u5bf9\u590d\u6742\u3001\u6a21\u7cca\u7528\u6237\u610f\u56fe\u7684\u7cbe\u51c6\u7406\u89e3\uff0c\u4ee5\u53ca\u5bf9\u6d77\u91cf\u975e\u6807\u65c5\u884c\u6570\u636e\uff08\u5982\u5c0f\u4f17\u4f53\u9a8c\u3001\u5b63\u8282\u6027\u6d3b\u52a8\u3001\u5b9e\u65f6\u53e3\u7891\uff09\u7684\u6574\u5408\u80fd\u529b\u4e0a\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u822a\u73ed\u9152\u5e97\u641c\u7d22\u5668\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u73b0\u6709\u6709\u9650\u8bc4\u8bba\u5df2\u53ef\u7aa5\u89c1\u7528\u6237\u7684\u6838\u5fc3\u5173\u5207\uff1aAI\u7684\u63a8\u8350\u662f\u5426\u771f\u6b63\u667a\u80fd\u3001\u7075\u6d3b\u4e14\u5177\u5907\u98ce\u683c\u9002\u914d\u6027\uff1f\u8fd9\u6070\u6070\u662f\u4ea7\u54c1\u7684\u751f\u6b7b\u7ebf\u3002\u7528\u6237\u8be2\u95ee\u201c\u80fd\u5426\u533a\u5206\u9884\u7b97\u80cc\u5305\u5ba2\u4e0e\u5962\u534e\u6e38\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8d28\u7591\u5176\u63a8\u8350\u5f15\u64ce\u7684\u9897\u7c92\u5ea6\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u6b64\u5916\uff0c\u793e\u533a\u5206\u4eab\u529f\u80fd\u7684\u63d0\u53ca\uff0c\u6697\u793a\u4e86\u7528\u6237\u53ef\u80fd\u671f\u5f85\u7684\u4e0d\u53ea\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u4e2a\u6fc0\u53d1\u7075\u611f\u548c\u83b7\u53d6\u4fe1\u4efb\u7684\u793e\u4ea4\u5316\u5e73\u53f0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cOptifly\u7684\u8fdc\u666f\u4e0d\u5728\u4e8e\u201c\u89c4\u5212\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8ba4\u77e5\u201d\u4e0e\u201c\u53d1\u73b0\u201d\u3002\u5b83\u80fd\u5426\u4ece\u201c\u7406\u89e3\u6211\u7684\u660e\u786e\u6307\u4ee4\u201d\u8fdb\u5316\u5230\u201c\u6d1e\u5bdf\u6211\u672a\u8a00\u660e\u7684\u65c5\u884c\u504f\u597d\u201d\uff0c\u5e76\u63d0\u4f9b\u4ee4\u4eba\u60ca\u559c\u7684\u9009\u9879\uff0c\u5c06\u662f\u5176\u80fd\u5426\u5efa\u7acb\u58c1\u5792\u7684\u5173\u952e\u3002\u5728AI\u5de5\u5177\u540c\u8d28\u5316\u521d\u663e\u7684\u5f53\u4e0b\uff0c\u62e5\u6709\u72ec\u7279\u6570\u636e\u6e90\u3001\u6df1\u5ea6\u7b97\u6cd5\u548c\u5782\u76f4\u573a\u666f\u7406\u89e3\u7684\u4ea7\u54c1\u624d\u80fd\u6700\u7ec8\u5b58\u6d3b\u3002Optifly\u8fc8\u51fa\u4e86\u6b63\u786e\u4f46\u4e5f\u662f\u7b2c\u4e00\u6b65\uff0c\u771f\u6b63\u7684\u65c5\u7a0b\u624d\u521a\u521a\u5f00\u59cb\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\">Optifly<\/span>\n                <\/div>\n<div class=\"comment-content\">Experience the future of travel planning with our intelligent AI assistant that creates personalized itineraries in seconds. Plan flights, hotels, and activities with AI.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Save your plans and share it with the community in Optifly!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fahmid, really like how AI simplifies trip planning. Quick question: Does Optifly adjust recommendations for different travel styles\u2014like budget backpacking vs. luxury getaways?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n    function addTouchOptimization() {\n        if (isMobile) {\n            \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n            const clickableElements = document.querySelectorAll(\n                '.media-content, .close, .video-overlay, .play-icon'\n            );<\/p>\n<p>            clickableElements.forEach(el => {\n                el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n            });\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n    const images = document.querySelectorAll(\"img.media-content\");\n    images.forEach(img => {\n        img.onclick = function() {\n            modal.style.display = \"block\";\n            modalImg.src = this.src;\n            \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n            document.body.style.overflow = \"hidden\";\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            img.addEventListener('touchstart', function(e) {\n                \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n                e.preventDefault();\n                this.click();\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n    const videos = document.querySelectorAll(\"video.media-content\");\n    videos.forEach(video => {\n        \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n        video.onclick = function(e) {\n            \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n            let isControlClick = false;\n            let target = e.target;<\/p>\n<p>            \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n            while (target && target !== this) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n                if (target.classList.contains('video-js') || \n                    target.tagName.toLowerCase() === 'button' || \n                    target.tagName.toLowerCase() === 'input' || \n                    target.tagName.toLowerCase() === 'select' ||\n                    target.className.includes('control')) {\n                    isControlClick = true;\n                    break;\n                }\n                target = target.parentElement;\n            }<\/p>\n<p>            \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n            if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n                const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            video.addEventListener('touchstart', function(e) {\n                \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n                let isControlClick = false;\n                let target = e.target;<\/p>\n<p>                while (target && target !== this) {\n                    if (target.tagName.toLowerCase() === 'button' || \n                        target.tagName.toLowerCase() === 'input' || \n                        target.className.includes('control')) {\n                        isControlClick = true;\n                        break;\n                    }\n                    target = target.parentElement;\n                }<\/p>\n<p>                if (!isControlClick) {\n                    e.preventDefault();\n                    const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n    const videoOverlays = document.querySelectorAll('.video-overlay');\n    videoOverlays.forEach(overlay => {\n        overlay.onclick = function(e) {\n            \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n            e.stopPropagation();\n            const video = this.parentElement.querySelector('video.media-content');\n            if (video) {\n                const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                window.open(videoUrl, '_blank');\n            }\n        }<\/p>\n<p>        \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n        if (isMobile) {\n            overlay.addEventListener('touchstart', function(e) {\n                e.preventDefault();\n                e.stopPropagation();\n                const video = this.parentElement.querySelector('video.media-content');\n                if (video) {\n                    const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n                    window.open(videoUrl, '_blank');\n                }\n            }, { passive: false });\n        }\n    });<\/p>\n<p>    \/\/ \u5173\u95ed\u6a21\u6001\u6846\n    closeBtn.onclick = function() {\n        modal.style.display = \"none\";\n        \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n        document.body.style.overflow = \"auto\";\n    }<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n    if (isMobile) {\n        closeBtn.addEventListener('touchstart', function(e) {\n            e.preventDefault();\n            modal.style.display = \"none\";\n            document.body.style.overflow = \"auto\";\n        }, { passive: false });\n    }<\/p>\n<p>    \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n    window.onclick = function(event) {\n        if (event.target === modal) {\n            modal.style.display = \"none\";\n            document.body.style.overflow = \"auto\";\n        }\n    }<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n    if (isMobile) {\n        modal.addEventListener('touchstart', function(e) {\n            if (e.target === modal) {\n                modal.style.display = \"none\";\n                document.body.style.overflow = \"auto\";\n            }\n        }, { passive: true });\n    }<\/p>\n<p>    \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n    document.addEventListener('keydown', function(event) {\n        if (event.key === 'Escape' && modal.style.display === 'block') {\n            modal.style.display = 'none';\n            document.body.style.overflow = \"auto\";\n        }\n    });<\/p>\n<p>    \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n    document.querySelectorAll('.media-gallery').forEach(gallery => {\n        if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n            gallery.classList.add('single-item');\n        }\n    });<\/p>\n<p>    \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n    addTouchOptimization();<\/p>\n<p>    \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n    window.addEventListener('resize', function() {\n        document.querySelectorAll('.media-gallery').forEach(gallery => {\n            if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n                gallery.classList.add('single-item');\n            } else {\n                gallery.classList.remove('single-item');\n            }\n        });\n    });<\/p>\n<p>    \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n    const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p>    commentToggles.forEach(toggle => {\n        toggle.addEventListener('click', function() {\n            \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n            this.classList.toggle('open');<\/p>\n<p>            \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n            const commentsContainer = this.nextElementSibling;\n            if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n                commentsContainer.classList.toggle('open');\n            }\n        });\n    });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-09 PH\u70ed\u699c | 2025-12-09 #1 Dappl [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-66","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/66","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=66"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/66\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=66"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=66"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=66"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}