{"id":143,"date":"2026-02-25T11:20:46","date_gmt":"2026-02-25T03:20:46","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/25\/2026-02-24\/"},"modified":"2026-02-25T11:20:46","modified_gmt":"2026-02-25T03:20:46","slug":"2026-02-24","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/25\/2026-02-24\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-24"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-24<\/title><\/p>\n<style>\n        \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n        :root {\n            --ph-orange: #FF6154;\n            --text-main: #21293C;\n            --text-secondary: #4B587C;\n            --bg-ai: #F7F7F9;\n            --border-color: #E6E6E6;\n        }<\/p>\n<p>        body {\n            font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n            color: var(--text-main);\n            background-color: #ffffff;\n            line-height: 1.6;\n            margin: 0;\n            padding: 20px;\n        }<\/p>\n<p>        .container {\n            max-width: 800px;\n            margin: 0 auto;\n        }<\/p>\n<p>        \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n        .app-card {\n            border-bottom: 1px solid var(--border-color);\n            padding-bottom: 40px;\n            margin-bottom: 40px;\n        }<\/p>\n<p>        \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n        .app-header {\n            display: flex;\n            align-items: flex-start;\n            gap: 16px;\n            margin-bottom: 20px;\n        }<\/p>\n<p>        .rank {\n            font-size: 24px;\n            font-weight: 300;\n            color: #999;\n            min-width: 30px;\n            padding-top: 4px;\n        }<\/p>\n<p>        .title-group {\n            flex: 1;\n        }<\/p>\n<p>        .app-title {\n            font-size: 24px;\n            font-weight: 800;\n            margin: 0 0 4px 0;\n            color: var(--text-main);\n            text-decoration: none;\n            display: inline-block;\n        }<\/p>\n<p>        .app-title:hover {\n            color: var(--ph-orange);\n            text-decoration: underline;\n        }<\/p>\n<p>        .vote-btn {\n            display: flex;\n            flex-direction: column;\n            align-items: center;\n            justify-content: center;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 8px 12px;\n            background: #fff;\n            min-width: 60px;\n            box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n        }<\/p>\n<p>        .vote-arrow {\n            color: var(--ph-orange);\n            font-size: 14px;\n            margin-bottom: -2px;\n        }<\/p>\n<p>        .vote-count {\n            font-weight: 600;\n            font-size: 14px;\n        }<\/p>\n<p>        \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n        .media-gallery {\n            display: flex;\n            gap: 16px;\n            overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n            padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n            scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n            -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n            margin-bottom: 20px;<\/p>\n<p>            \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n            scrollbar-width: thin;\n            scrollbar-color: #ddd transparent;\n        }<\/p>\n<p>        \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n        .media-gallery::-webkit-scrollbar {\n            height: 6px;\n        }\n        .media-gallery::-webkit-scrollbar-track {\n            background: transparent;\n        }\n        .media-gallery::-webkit-scrollbar-thumb {\n            background-color: #eee;\n            border-radius: 10px;\n        }<\/p>\n<p>        .media-item-wrapper {\n            flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n            width: 80%;     \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n            max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n            aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p>            position: relative;\n            border-radius: 12px;\n            overflow: hidden;\n            border: 1px solid rgba(0,0,0,0.08);\n            background-color: #f5f5f5;\n            scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n        }<\/p>\n<p>        .media-content {\n            width: 100%;\n            height: 100%;\n            object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n            display: block;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n        video.media-content {\n            background-color: #000;\n            cursor: pointer;\n        }<\/p>\n<p>        \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n        .media-gallery.single-item .media-item-wrapper {\n            width: 100%;\n            max-width: 100%;\n        }<\/p>\n<p>        \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n        .one-liner {\n            font-size: 18px;\n            color: var(--text-secondary);\n            margin-bottom: 12px;\n            font-weight: 500;\n        }<\/p>\n<p>        .tags-container {\n            display: flex;\n            flex-wrap: wrap;\n            gap: 8px;\n            margin-bottom: 24px;\n        }<\/p>\n<p>        .tag {\n            font-size: 12px;\n            color: var(--text-secondary);\n            background-color: #F2F2F2;\n            padding: 4px 10px;\n            border-radius: 20px;\n            font-weight: 600;\n            text-transform: uppercase;\n        }<\/p>\n<p>        \/* --- 4. AI \u6458\u8981\u533a --- *\/\n        .ai-section {\n            background-color: var(--bg-ai);\n            border-radius: 12px;\n            padding: 20px;\n            margin-bottom: 20px;\n            border-left: 4px solid var(--ph-orange);\n        }<\/p>\n<p>        .ai-title {\n            font-size: 14px;\n            font-weight: 700;\n            color: var(--text-main);\n            margin: 0 0 12px 0;\n            display: flex;\n            align-items: center;\n            gap: 6px;\n        }<\/p>\n<p>        .ai-content {\n            font-size: 15px;\n            color: #333;\n            margin-bottom: 0;\n            line-height: 1.7;\n        }<\/p>\n<p>        \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n        .reviews-section {\n            margin-top: 10px;\n        }<\/p>\n<p>        .review-item {\n            display: flex;\n            gap: 10px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .review-avatar {\n            font-size: 18px;\n            margin-top: 2px;\n            min-width: 24px;\n        }<\/p>\n<p>        .review-bubble {\n            background: #fff;\n            border: 1px solid var(--border-color);\n            padding: 8px 12px;\n            border-radius: 0 12px 12px 12px;\n            color: var(--text-secondary);\n            line-height: 1.5;\n        }<\/p>\n<p>        .review-author {\n            font-weight: 700;\n            color: var(--text-main);\n            margin-right: 4px;\n            font-style: normal;\n        }<\/p>\n<p>        .comments-section {\n            margin-top: 30px;\n            border-top: 1px solid var(--border-color);\n            padding-top: 20px;\n        }<\/p>\n<p>        .comments-toggle {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 12px 20px;\n            cursor: pointer;\n            display: flex;\n            justify-content: space-between;\n            align-items: center;\n            width: 100%;\n            font-size: 14px;\n            font-weight: 600;\n            color: var(--text-main);\n            transition: all 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle:hover {\n            background-color: #e9ecef;\n        }<\/p>\n<p>        .comments-toggle .toggle-arrow {\n            font-size: 18px;\n            transition: transform 0.3s ease;\n        }<\/p>\n<p>        .comments-toggle.open .toggle-arrow {\n            transform: rotate(180deg);\n        }<\/p>\n<p>        .comments-container {\n            max-height: 0;\n            overflow: hidden;\n            transition: max-height 0.5s ease;\n            margin-top: 15px;\n        }<\/p>\n<p>        .comments-container.open {\n            max-height: 800px;\n            overflow: auto;\n        }<\/p>\n<p>        .comment-item {\n            background-color: #fff;\n            border: 1px solid var(--border-color);\n            border-radius: 8px;\n            padding: 16px;\n            margin-bottom: 12px;\n            font-size: 14px;\n        }<\/p>\n<p>        .comment-header {\n            display: flex;\n            justify-content: space-between;\n            align-items: flex-start;\n            margin-bottom: 8px;\n        }<\/p>\n<p>        .comment-author {\n            font-weight: 600;\n            color: var(--text-main);\n            margin-right: 8px;\n        }<\/p>\n<p>        .comment-content {\n            color: var(--text-secondary);\n            line-height: 1.5;\n            margin-bottom: 10px;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        .comment-content p {\n            margin: 0;\n            word-break: break-word;\n            word-wrap: break-word;\n            overflow-wrap: anywhere;\n            white-space: normal;\n        }<\/p>\n<p>        \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n       .emoji {\n            display: inline;\n            max-width: 15px;\n            overflow-wrap: normal;\n        }<\/p>\n<p>        .comment-actions {\n            display: flex;\n            align-items: center;\n            gap: 16px;\n            font-size: 12px;\n            color: var(--text-secondary);\n        }<\/p>\n<p>        .comment-vote {\n            display: flex;\n            align-items: center;\n            gap: 4px;\n            cursor: pointer;\n        }<\/p>\n<p>        .comment-replies {\n            margin-top: 12px;\n            margin-left: 20px;\n            padding-left: 12px;\n            border-left: 2px solid var(--border-color);\n        }<\/p>\n<p>        .reply-item {\n            background-color: #f8f9fa;\n            border: 1px solid var(--border-color);\n            border-radius: 6px;\n            padding: 12px;\n            margin-bottom: 8px;\n            font-size: 13px;\n        }<\/p>\n<p>        .reply-content {\n            color: var(--text-secondary);\n            line-height: 1.4;\n            margin-bottom: 6px;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }<\/p>\n<p>        \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n        .modal {\n            display: none;\n            position: fixed;\n            z-index: 1000;\n            left: 0;\n            top: 0;\n            width: 100%;\n            height: 100%;\n            background-color: rgba(0, 0, 0, 0.9);\n            overflow: auto;\n            transition: opacity 0.3s ease;\n        }<\/p>\n<p>        .modal-content {\n            display: block;\n            max-width: 90%;\n            max-height: 90vh;\n            margin: 5vh auto;\n            object-fit: contain;\n            animation: zoom 0.3s;\n        }<\/p>\n<p>        @keyframes zoom {\n            from {transform: scale(0.8); opacity: 0;}\n            to {transform: scale(1); opacity: 1;}\n        }<\/p>\n<p>        .close {\n            position: absolute;\n            top: 20px;\n            right: 35px;\n            color: #fff;\n            font-size: 40px;\n            font-weight: bold;\n            transition: 0.3s;\n            cursor: pointer;\n            \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n            padding: 10px;\n            line-height: 1;\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        .close:hover,\n        .close:focus {\n            color: #bbb;\n            text-decoration: none;\n        }<\/p>\n<p>        \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n        .video-overlay {\n            position: absolute;\n            top: 0;\n            left: 0;\n            width: 100%;\n            height: 100%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            background-color: rgba(0, 0, 0, 0.2);\n            opacity: 0;\n            transition: opacity 0.3s ease;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            touch-action: manipulation;\n            cursor: pointer;\n        }<\/p>\n<p>        .media-item-wrapper:hover .video-overlay {\n            opacity: 1;\n        }<\/p>\n<p>        \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n        .media-item-wrapper:active .video-overlay {\n            opacity: 0.8;\n        }<\/p>\n<p>        .play-icon {\n            width: 80px;\n            height: 80px;\n            background-color: rgba(255, 255, 255, 0.9);\n            border-radius: 50%;\n            display: flex;\n            align-items: center;\n            justify-content: center;\n            color: var(--ph-orange);\n            font-size: 24px;\n            font-weight: bold;\n            \/* \u89e6\u63a7\u4f18\u5316 *\/\n            user-select: none;\n            -webkit-user-select: none;\n        }<\/p>\n<p>        \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n        @media (min-width: 600px) {\n            .media-item-wrapper {\n                width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n                scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n            }\n        }<\/p>\n<p>        \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n        @media (max-width: 599px) {\n            \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n            .modal-content {\n                max-width: 95%;\n                max-height: 85vh;\n                margin: 10vh auto;\n            }<\/p>\n<p>            .close {\n                top: 10px;\n                right: 20px;\n                font-size: 30px;\n                \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n                padding: 15px;\n            }<\/p>\n<p>            \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n            .play-icon {\n                width: 60px;\n                height: 60px;\n                font-size: 18px;\n            }<\/p>\n<p>            \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n            .media-content {\n                object-fit: cover;\n            }\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-24<\/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\/JEM76QOQHZLFO7\" class=\"app-title\">Stitch by Google<\/a><\/p>\n<div class=\"one-liner\">Turn napkin sketches into production-ready UI in seconds.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">418<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8c37\u6b4c\u63a8\u51fa\u7684AI\u8bbe\u8ba1\u5de5\u5177\uff0c\u53ef\u5c06\u8349\u56fe\u6216\u6587\u5b57\u63cf\u8ff0\u5728\u6570\u79d2\u5185\u8f6c\u5316\u4e3a\u53ef\u7f16\u8f91\u7684\u8bbe\u8ba1\u7a3f\u4e0e\u751f\u4ea7\u7ea7\u4ee3\u7801\uff0c\u4e3a\u6838\u5fc3\u521b\u59cb\u4eba\u4e0e\u4ea7\u54c1\u7ecf\u7406\u7701\u53bb\u8017\u65f6\u6570\u5468\u7684\u7ebf\u6846\u56fe\u7ed8\u5236\u73af\u8282\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\/d1533bb5-d4d4-4cbd-a55b-b5b894174600.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f8a5512-8906-4153-9405-1ab5bb40b0f0.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\/73f362c3-bc98-456a-b792-835224bb6be7.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\/5fa6b709-4280-4ec4-8f64-9767603f8802.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\/0c6c016d-7772-4fe1-847c-85713a4fd4e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a1e1e0-12ee-4289-b598-adce771cefec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03db8cd8-9861-4a6f-a993-007f9f02df80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e0c375f-c1bf-447e-830c-a8ab69d050ea.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\/928690c0-8f76-4dd5-8463-14e131cb4bda.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q39uczIW_MY?si=9pFvh4A6imXJzYmm\"><source src=\"https:\/\/youtu.be\/q39uczIW_MY?si=9pFvh4A6imXJzYmm\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">\u8c37\u6b4c\u51fa\u54c1<\/span><br \/>\n            <span class=\"tag\">\u591a\u6b65\u63a8\u7406<\/span><br \/>\n            <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u5546\u5e97\u7d20\u6750\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u5f00\u53d1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8\u5176\u201cHatter\u201d\u667a\u80fd\u4f53\u9a71\u52a8\u7684\u591a\u6b65\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u3001\u539f\u751fMCP\u5bfc\u51fa\u81f3\u5f00\u53d1\u73af\u5883\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u81ea\u52a8\u751f\u6210\u5e94\u7528\u5546\u5e97\u7d20\u6750\u7684\u4e00\u4f53\u5316\u6d41\u7a0b\u3002\u6838\u5fc3\u53cd\u9988\u662f\u5b83\u53ef\u80fd\u5f25\u5408\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u95f4\u7684\u9e3f\u6c9f\uff0c\u4f46\u5bf9\u5176\u751f\u6210\u4ee3\u7801\u7684\u5b9e\u9645\u53ef\u7528\u6027\u53ca\u590d\u6742\u6d41\u7a0b\u7684\u53ef\u9760\u6027\u4ecd\u5b58\u7591\u95ee\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                Stitch by Google\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2aUI\u751f\u6210\u5668\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u6b63\u8bd5\u56fe\u7528\u201cHatter\u201d\u667a\u80fd\u4f53\u548c\u6df1\u5ea6\u96c6\u6210\u7684MCP\u534f\u8bae\uff0c\u6784\u5efa\u4e00\u4e2a\u5177\u5907\u521d\u6b65\u201c\u63a8\u7406\u201d\u80fd\u529b\u7684\u7aef\u5230\u7aef\u4ea7\u54c1\u8bbe\u8ba1\u5f15\u64ce\u3002\u8fd9\u6807\u5fd7\u7740AI\u8bbe\u8ba1\u5de5\u5177\u4ece\u201c\u5355\u6b21\u6307\u4ee4-\u8f93\u51fa\u201d\u7684\u56fe\u7247\u751f\u6210\u6a21\u5f0f\uff0c\u5411\u201c\u7406\u89e3\u610f\u56fe\u3001\u62c6\u89e3\u6b65\u9aa4\u3001\u8f93\u51fa\u591a\u6a21\u6001\u4ea4\u4ed8\u7269\u201d\u7684\u7cfb\u7edf\u6027\u5de5\u4f5c\u6d41\u8fdb\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7280\u5229\u70b9\u5728\u4e8e\uff0c\u8c37\u6b4c\u6b64\u4e3e\u76f4\u51fb\u5f53\u524dAI\u8bbe\u8ba1\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u8f93\u51fa\u5b64\u7acb\u3001\u4e0e\u5f00\u53d1\u8131\u8282\u3002\u539f\u751fMCP\u5bfc\u51fa\u610f\u5473\u7740\u8bbe\u8ba1\u7a3f\u80fd\u65e0\u7f1d\u6d41\u5165Cursor\u3001Claude Code\u7b49\u4e3b\u6d41AI\u7f16\u7a0b\u73af\u5883\uff0c\u5c06\u201c\u8bbe\u8ba1-\u5f00\u53d1\u201d\u7684\u635f\u8017\u964d\u81f3\u6700\u4f4e\u3002\u81ea\u52a8\u751f\u6210\u5e94\u7528\u5546\u5e97\u7d20\u6750\u66f4\u662f\u5c06\u4ea7\u54c1\u4e0a\u7ebf\u524d\u7684\u7410\u788e\u5de5\u4f5c\u81ea\u52a8\u5316\u3002\u8fd9\u4e0d\u518d\u662f\u8f85\u52a9\u8bbe\u8ba1\uff0c\u800c\u662f\u5728\u642d\u5efa\u4e00\u6761\u4ece\u6a21\u7cca\u60f3\u6cd5\u5230\u53ef\u4ea4\u4ed8\u4ee3\u7801\u7684\u201c\u81ea\u52a8\u5316\u88c5\u914d\u7ebf\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u4ee3\u7801\u201d\u662f\u6700\u5927\u7684\u60ac\u7591\u70b9\u3002\u524d\u7aef\u5de5\u7a0b\u7edd\u975e\u89c6\u89c9\u8fd8\u539f\uff0c\u6d89\u53ca\u72b6\u6001\u7ba1\u7406\u3001\u7ec4\u4ef6\u62bd\u8c61\u3001\u6027\u80fd\u4f18\u5316\u7b49\u6df1\u5c42\u903b\u8f91\u3002\u5f53\u524dAI\u80fd\u5426\u4ea7\u51fa\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u7684\u4ee3\u7801\u7ed3\u6784\uff0c\u800c\u975e\u4ec5\u4ec5\u201c\u80fd\u8fd0\u884c\u201d\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u88ab\u4e25\u8083\u9879\u76ee\u91c7\u7eb3\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u5c06\u591a\u6b65\u8bbe\u8ba1\u51b3\u7b56\u5b8c\u5168\u4ea4\u7531\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u4ea7\u54c1\u4e2d\u662f\u5426\u53ef\u9760\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cStitch\u662f\u8c37\u6b4c\u5c06\u5176\u5728AI\u3001\u8bbe\u8ba1\u7cfb\u7edf\u3001\u5de5\u7a0b\u5316\u9886\u57df\u7684\u4f18\u52bf\u8fdb\u884c\u7684\u4e00\u6b21\u6df1\u5ea6\u6574\u5408\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u505a\u201c\u73a9\u5177\u201d\uff0c\u800c\u662f\u7784\u51c6\u4e86\u4ea7\u54c1\u7814\u53d1\u7684\u6838\u5fc3\u6210\u672c\u73af\u8282\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176AI\u201c\u601d\u8003\u201d\u4ea7\u54c1\u7ed3\u6784\u7684\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u201c\u7ed8\u5236\u201d\u754c\u9762\u7684\u7cbe\u5ea6\u3002\u5b83\u6311\u6218\u7684\u4e0d\u662f\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u4f4e\u6548\u3001\u5272\u88c2\u7684\u4ea7\u54c1\u8bde\u751f\u6d41\u7a0b\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\">Stitch by Google<\/span>\n                <\/div>\n<div class=\"comment-content\">For founders and PMs who can&#8217;t afford to waste a week on mockups. Describe your UI, get editable design + real code. Free. By Google. It introduces Hatter, a new agent aiming to handle multi-step design tasks, plus new App Store asset generation and native MCP export.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google is quietly turning Stitch into something much bigger than a UI generator \ud83d\udc40<\/p>\n<\/p>\n<p>The new Hatter agent hints at multi-step, reasoning-driven design workflows, not just one-shot mockups. If this connects to their \u201cDeep Design\u201d system, we might be looking at AI that actually thinks through product structure, not just visuals.<\/p>\n<\/p>\n<p><strong>What stood out to me?<\/strong><\/p>\n<ul>\n<li>\n<p>Auto-generated App Store assets (screenshots + descriptions + icon) \ud83d\udd25<\/p>\n<\/li>\n<li>\n<p>Native MCP export directly into Cursor, Claude Code, Gemini CLI \ud83d\udd0c<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s design \u2192 store-ready \u2192 dev environment in one flow.<\/p>\n<\/p>\n<p>Google is clearly building Stitch into a serious end-to-end product design engine. <\/p>\n<\/p>\n<p>Would you trust an agent to handle full multi-step UI flows or do you still prefer manual iteration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;i tried this last week, excited for new features, thanks for sharing Rohan! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a>&nbsp;The MCP export directly into Cursor and Claude Code is the part that actually changes the workflow \u2014 that&#8217;s not just a UI generator anymore, that&#8217;s a full handoff pipeline. Most tools break at the design-to-dev gap, if Stitch closes that natively it&#8217;s a big deal. Still think manual iteration wins for complex flows but for landing pages and MVP screens? Let the agent run. \ud83d\udc40<\/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\">@rohanrecommends mcp integration in Claude is genius. The speeds up so much the process. Need to try it out definitely.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very cool<\/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>Can you make an Design of the app here and import that design into Antigravity project to build full app? <a href=\"https:\/\/www.producthunt.com\/products\/stitch-by-google\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"stitch-by-google\" target=\"_blank\" rel=\"noopener\">@Stitch by Google<\/a>  &lt;3<\/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\">If this actually outputs production-ready structure and not just pretty Low\/High fidelity mockups, that\u2019s powerful. Curious how usable the code export is in real projects.<\/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>Love this app. Have been using it and Lovable to prototype UI ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<blockquote>\n<p>Love seeing the speed at which new AI products are shipping. The challenge now isn\u2019t finding tools \u2014 it\u2019s evaluating them properly. Curious how you tested this against alternatives.<\/p>\n<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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>Design \u2192 App Store assets \u2192 dev environment in one flow is kind of wild. That removes so much friction between idea and launch. Feels like Google is playing the long game here \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Would&#8217;ve been amazing if Stitch were around when I first had the idea for <a href=\"https:\/\/coresight.one\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CoreSight<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats google \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AUQV7WTYW5GCBU\" class=\"app-title\">Modelence App Builder<\/a><\/p>\n<div class=\"one-liner\">Build real apps, not prototypes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">370<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Modelence App Builder \u662f\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\u5f00\u53d1\u8bbe\u8ba1\u7684\u5f00\u6e90\u5168\u6808\u6846\u67b6\u4e0e\u4e91\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u8eab\u4efd\u9a8c\u8bc1\u3001\u6570\u636e\u5e93\u548c\u76d1\u63a7\u7b49\u751f\u4ea7\u5c31\u7eea\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u52a9\u624b\u5728\u642d\u5efa\u540e\u7aef\u548c\u90e8\u7f72\u73af\u8282\u9891\u7e41\u5931\u8d25\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5feb\u901f\u6784\u5efa\u5e76\u4e0a\u7ebf\u771f\u6b63\u7684\u5e94\u7528\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u539f\u578b\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\/d7224ce4-f524-4e4d-9163-bf0f91498340.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad002c32-8042-4982-ac56-c82b3f8f3b34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fc013c1-f236-4a68-9efa-b9529aa607eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e50f137-b74d-46dd-b0af-b477987ee0fc.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\/bd334a62-307a-4999-808f-516659729424.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BPsYvj_nGuE\"><source src=\"https:\/\/www.youtube.com\/watch?v=BPsYvj_nGuE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u6846\u67b6<\/span><br \/>\n            <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">TypeScript<\/span><br \/>\n            <span class=\"tag\">MongoDB<\/span><br \/>\n            <span class=\"tag\">\u4e91\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">DevOps\u81ea\u52a8\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u667a\u80fd\u4f53\u4e0d\u64c5\u540e\u7aef\u57fa\u5efa\u7684\u75db\u70b9\uff0c\u5173\u6ce8\u5176\u4e0eLovable\u3001Bolt\u7b49\u7ade\u54c1\u7684\u5dee\u5f02\uff08\u6838\u5fc3\u662f\u4e13\u4e3aAI\u8bbe\u8ba1\u7684\u539f\u751f\u6846\u67b6\uff09\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u76ee\u6807\u7528\u6237\uff08\u5f00\u53d1\u8005vs\u975e\u7801\u519c\uff09\u3001\u5904\u7406\u590d\u6742\u9879\u76ee\u4e0a\u4e0b\u6587\u6f02\u79fb\u7684\u80fd\u529b\u3001\u5bf9\u590d\u6742\u573a\u666f\uff08\u5982\u4e2d\u95f4\u4ef6\u3001\u591a\u79df\u6237\uff09\u7684\u652f\u6301\uff0c\u4ee5\u53ca\u672a\u6765DevOps\u667a\u80fd\u4f53\u7684\u5177\u4f53\u8fd0\u4f5c\u65b9\u5f0f\u3002\u56e2\u961f\u56de\u590d\u5c55\u73b0\u4e86\u6e05\u6670\u7684\u6280\u672f\u8def\u5f84\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                Modelence\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aAI\u751f\u6210\u524d\u7aef\u754c\u9762\u7684\u73a9\u5177\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u6d6a\u6f6e\u4e2d\u6700\u8106\u5f31\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u91cd\u65b0\u53d1\u660e\u8f6e\u5b50\u201d\uff1a\u5b83\u6ca1\u6709\u5728\u73b0\u6709\u7684\u3001\u4e3a\u4eba\u7c7b\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u6846\u67b6\uff08\u5982Express\uff09\u4e4b\u4e0a\u4fee\u4fee\u8865\u8865\uff0c\u800c\u662f\u9009\u62e9\u4ece\u5934\u6784\u5efa\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u7406\u89e3\u4e0e\u64cd\u4f5c\u800c\u4f18\u5316\u7684\u5168\u6808\u6846\u67b6\uff0c\u5e76\u5c06\u4e4b\u4e0e\u6df1\u5ea6\u96c6\u6210\u7684\u4e91\u5e73\u53f0\u7ed1\u5b9a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8fd9\u662f\u4e00\u79cd\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u8d4c\u6ce8\u3002\u8d4c\u7684\u662f\u201c\u6846\u67b6\u5373\u62a4\u57ce\u6cb3\u201d\u3002\u901a\u8fc7\u63d0\u4f9b\u9ad8\u5ea6\u6807\u51c6\u5316\u3001\u5185\u7f6e\u6700\u4f73\u5b9e\u8df5\u548c\u201c\u9632\u62a4\u680f\u201d\u7684\u5e95\u5c42\u7ed3\u6784\uff0c\u5b83\u8bd5\u56fe\u5c06AI\u667a\u80fd\u4f53\u4ece\u6df7\u4e71\u3001\u6613\u9519\u7684\u57fa\u5efa\u914d\u7f6e\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5c06\u5176\u8f93\u51fa\u4ece\u201c\u53ef\u80fd\u8dd1\u901a\u7684\u6f14\u793a\u201d\u63d0\u5347\u4e3a\u201c\u53ef\u76f4\u63a5\u90e8\u7f72\u7684\u4ee3\u7801\u5305\u201d\u3002\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u751f\u6210\u7269\u201c\u6f14\u793a\u60ca\u8273\uff0c\u90e8\u7f72\u5d29\u6e83\u201d\u7684\u666e\u904d\u5c34\u5c2c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u5c06\u81ea\u5df1\u7f6e\u4e8e\u4e00\u4e2a\u9700\u8981\u6559\u80b2\u5e02\u573a\u548c\u5f00\u53d1\u8005\u7684\u4f4d\u7f6e\uff0c\u9700\u8981\u8bf4\u670d\u4eba\u4eec\u653e\u5f03\u719f\u6089\u7684\u4f20\u7edf\u6846\u67b6\u751f\u6001\uff0c\u62e5\u62b1\u5176\u201c\u7279\u5316\u201d\u7684\u65b0\u4f53\u7cfb\u3002\u5176\u6b21\uff0c\u201c\u96f6\u9501\u5b9a\u201d\u7684\u627f\u8bfa\u4e0e\u63a8\u5e7f\u81ea\u5bb6\u4e91\u670d\u52a1\u7684\u73b0\u5b9e\u4e4b\u95f4\u5b58\u5728\u5fae\u5999\u7684\u5f20\u529b\u3002\u6700\u540e\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u52a8\u5316\u8fd0\u7ef4\u667a\u80fd\u4f53\u201d\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u5b9e\u73b0\u96be\u5ea6\u6781\u9ad8\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u89e3\u51b3AI\u751f\u6210\u4ee3\u7801\u7684\u8fd0\u7ef4\u95ee\u9898\uff0c\u8fd9\u6216\u5c06\u9677\u5165\u4e00\u79cd\u9012\u5f52\u7684\u590d\u6742\u6027\u4e4b\u4e2d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5982\u679c\u6210\u529f\uff0cModelence\u53ef\u80fd\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u539f\u751f\u5f00\u53d1\u7684\u5de5\u4e1a\u6807\u51c6\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u8bd5\u56fe\u6346\u7ed1\u4e91\u670d\u52a1\u7684\u7279\u8272\u6846\u67b6\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u5176\u201c\u4e13\u4e3aAI\u8bbe\u8ba1\u201d\u7684\u6846\u67b6\uff0c\u662f\u5426\u771f\u7684\u80fd\u5e26\u6765\u8fdc\u8d85\u5728\u4f20\u7edf\u6846\u67b6\u4e0a\u4f7f\u7528AI\u7684\u3001\u53ef\u91cf\u5316\u7684\u5f00\u53d1\u6548\u7387\u4e0e\u53ef\u9760\u6027\u4f18\u52bf\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Modelence App Builder<\/span>\n                <\/div>\n<div class=\"comment-content\">Build production-ready apps with everything you need to go live &#8211; authentication, database and monitoring included out of the box. Powered by an open-source framework designed for the AI era.<\/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>Aram and Eduard here &#8211; co-founders of Modelence. We previously built and scaled a startup where we kept solving the same infrastructure problems over and over: auth, database, APIs, cron jobs, deployments. So we built an open-source full-stack TypeScript + MongoDB framework to never do that again.<\/p>\n<p>The problem: AI coding agents (Claude Code, Cursor, etc.) are great at writing application logic. But they constantly fail at backend setup from scratch &#8211; wiring up auth, database connection, infrastructure. That&#8217;s because most platforms were designed for humans reading docs, not agents writing code.<\/p>\n<p>We built Modelence from the ground up as an open-source framework for agentic development, unlike other app builders that simply use existing third party frameworks and platforms not designed for AI agents.<\/p>\n<ul>\n<li>\n<p>Built-in guardrails for agents to catch and auto-correct errors before you deploy.<\/p>\n<\/li>\n<li>\n<p>Automated database schema and index management, so agents don&#8217;t have to attempt to solve these tricky problems on their own every time. Agents focus on your product logic instead of burning tokens on boilerplate and failing at infrastructure setup.<\/p>\n<\/li>\n<li>\n<p>Cloud that actually closes the loop &#8211; persistent containers, dev environments, one-click deploy, and built-in observability around every operation. Because building is the easy part &#8211; running in production is where things actually get hard.<\/p>\n<\/li>\n<li>\n<p>And there is zero lock-in: you fully own all source code and data.<\/p>\n<\/li>\n<\/ul>\n<p>AI App Builder included &#8211; Type a prompt on modelence.com and get a working full-stack app. Then pull it locally, continue in your own IDE, and deploy back to Modelence Cloud. <\/p>\n<p>What&#8217;s coming next &#8211; A built-in DevOps agent that lives in your cloud environment, knows the framework end-to-end, and uses observability data to act on errors, alerts, and incidents automatically.<\/p>\n<p>Our bet is that the real challenge in AI coding isn&#8217;t the builder tool &#8211; it&#8217;s the framework and platform underneath. If your agent has a solid foundation, it ships real apps. If it doesn&#8217;t, it generates impressive demos that break in production.<\/p>\n<p>Modelence is open-source &#8211; tell us what&#8217;s missing, what you&#8217;d want to see, and how your workflow actually looks &#8211; we want to hear it.<\/p>\n<p>Try it now: modelence.com \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>18<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@artahian congrats on the launch \ud83d\ude80. Really awesome tool<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>8<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! I\u2019ve seen agents generate great logic but completely struggle with auth, DB wiring, and deployment setup. If Modelence truly abstracts that reliably (with guardrails + production-ready infra), that\u2019s a big change! <\/p>\n<\/p>\n<p>Going to test it out \ud83d\udc40<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;Thank you!<\/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>Really nice! how do you handle context drift for web scale projects?<\/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\/@david_buniatyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_buniatyan<\/a>&nbsp;we were looking into this very closely the last few days &#8211; Claude Agent SDK is doing a good job at compaction (and even after resetting context it is pretty good at recovering from the current source state), but ultimately we&#8217;re going to implement our own context management layer to pick more carefully what goes into full context vs turn-level context that&#8217;s cleared after a single turn.<\/p>\n<\/p>\n<p>So at the high level it&#8217;s long term memory in Markdown files (maybe vector search on a larger set in the future) + selective context management optimized for agentic development.<\/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. Who is Modelence built for? Are you targeting devs and builders or largely non-coders? <\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a>&nbsp;Modelence is built for both non-coders and developers. You can build an application from a prompt using the App Builder, or deploy a Modelence framework-based application using the Cloud Environment deployment flow. The latter is more for engineers who prefer to code and build in their local IDE.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it differ from something like <a href=\"https:\/\/www.producthunt.com\/products\/solid-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"solid-3\" target=\"_blank\" rel=\"noopener\">@Solid<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a>&nbsp;One of the biggest differences is that instead of relying on existing framework and platform combinations, we built a custom open-source framework and cloud designed specifically for the AI era. This enables us to generate applications with a guaranteed working setup out of the box.<\/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\">It\u2019s cool, the main question I have is what you do better than lovable\/bolt?<\/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\/@hovo_ghevondyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hovo_ghevondyan1<\/a>&nbsp;the biggest difference is that instead of using existing frameworks and platforms together we\u2019ve built a framework + cloud specifically for agentic development, more opinionated and batteries included. This lets us generate apps with guaranteed working setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@artahian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"artahian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artahian<\/a>! How does the auto-fixing of the DevOps agent look like? Curious to know<\/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\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a>&nbsp;Great question! Imagine a scenario where your application crashes. The DevOps agent automates the same steps an engineer or DevOps specialist would take: it reads logs, analyzes CPU\/memory profiling, reviews telemetry data, and examines the performance of methods, API endpoints, and cron jobs. In most cases, this data is enough to identify the root cause. From there, the DevOps agent will either suggest a fix (e.g., resolving a data inconsistency or adjusting a configuration variable) or attempt an autofix &#8211; such as updating a database index, disabling a specific cron job, tuning configuration parameters, or autoscaling servers or databases.<br \/>In more complex cases DevOps agent can find the bug in the code based on the application logs and submit a PR with the fix \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>Congratulations. What is the DevOps agent and how will it work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<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;DevOps Agent is in development and will run in your cloud environment, understand the framework end-to-end, and use observability data to automatically act on errors, alerts, and incidents. For example, if your app crashes, it will analyze logs, CPU\/memory usage, cron jobs, and other resources, detect the cause of the issue, and even autofix it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What does it specialise for? Websites, web app, mobile app or chrome extensions? <\/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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a>&nbsp;Right now, it&#8217;s web-only and more focused on complex web applications, though you can also build simple websites using Modelence. We&#8217;ve already noticed several users successfully building Chrome extensions with it 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\">Can I take the code and host it myself?<\/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\/@stepcha_cherkasov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stepcha_cherkasov<\/a>&nbsp;Absolutely. You have full ownership of your code, and it&#8217;s easy to download or clone it and host it wherever you&#8217;d like. That said, we provide a powerful platform to host, scale, and monitor the performance of your web application &#8211; and in most cases, it should be the best hosting option available \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>Combination of <a href=\"https:\/\/www.producthunt.com\/products\/anima-app\" target=\"_blank\" rel=\"noopener\">@Anima App<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/modelence-app-builder\" target=\"_blank\" rel=\"noopener\">@Modelence App Builder<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/stitch-by-google\" target=\"_blank\" rel=\"noopener\">@Stitch by Google<\/a> would be so powerful!! All three launched today \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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a>&nbsp;Great catch! That would be an interesting combination indeed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Great tool, used myself countless times! Congrats on the launch<\/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\/@timcha_cherkasov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timcha_cherkasov<\/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>Looking forward to giving it a go myself. Congrats, guys! ~James<\/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\/@james_ulan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_ulan<\/a>&nbsp;Thank you 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>Everyone\u2019s talking about AI building apps faster, but almost no one talks about what happens after the demo works.&nbsp;<\/p>\n<p>Who do you see as your core user right now? Indie hackers experimenting with AI agents, or teams shipping production products?<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a>&nbsp;thank you for the question. We are focusing on teams building production products; the whole concept is to build applications the same way we would set them up manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice concept! How does Modelence handle more complex cases like custom middleware, background jobs, or multi-tenant setups? Is it easy to go beyond the happy path?<\/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>Thank you, <a href=\"https:\/\/www.producthunt.com\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a>. We have built-in support for cron jobs, but they are executed on the same instances as the main applications (a random instance picks up each task). This works for simple tasks, but for CPU-intensive work, we plan to use separate instances in the future.<\/p>\n<\/p>\n<p>We didn&#8217;t have any requests for custom middleware, but since the framework uses Express under the hood, it will be fairly easy to add it.<\/p>\n<\/p>\n<p>Multi-tenant setups will work well if you sign in as a customer under the same domain (like Notion does), but we don&#8217;t support subdomains yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@artahian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"artahian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artahian<\/a> . Product looking sharp. <\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@gevorg_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gevorg_s<\/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\/@gevorg_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gevorg_s<\/a>&nbsp;Thanks, 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\">Can\u2019t wait to try this. My copilot hasn\u2019t been great!<\/div>\n<div class=\"comment-actions\">\n<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\/@hov_marukyan_zirekyants\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hov_marukyan_zirekyants<\/a>&nbsp;let us know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Wondering how this stacks up vs Replit, Lovable or other app builders. What&#8217;s your take?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vahan_melkonyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahan_melkonyan<\/a>&nbsp;Thanks, and thanks for the question. What sets us apart is that we built a custom open-source framework (<a href=\"https:\/\/github.com\/modelence\/modelence\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/modelence\/modelence<\/a>) and cloud from the ground up for the AI era, rather than relying on existing frameworks and platform combinations. This gives us full control over the stack, ensuring a guaranteed working setup out of the box &#8211; no broken dependencies or configuration issues.<br \/>Also, most app builders today are great at generating frontend code, but the backend is where things break. Modelence is built to cover that gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Smooth experience with auth and DB pre-wired. On a first quick test, it feels similar to others. Real edge (production-readiness, observability) is invisible until later. Worth making that visible earlier \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\/@chi_cindy_zhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chi_cindy_zhang<\/a>&nbsp;Thank you for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This actually hits a real pain point. AI agents are amazing at logic, but backend setup is where things quietly fall apart. Love that you&#8217;re focusing on the foundation instead of just another shiny builder. Solid thinking \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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;Exactly, that was the core idea behind Modelence. We noticed a significant gap on the backend, while the latest LLMs are already quite capable in frontend development.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">Is this for real apps or mostly prototypes?<\/div>\n<div class=\"comment-actions\">\n<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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a>&nbsp;well it&#8217;s in the title \ud83d\ude42 Real, production apps. The prototypes phase seems like it&#8217;s almost already solved, and we&#8217;re working on the next phase of actually running in production and scaling for real customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congratulations, looks like a great platform! It was about time somebody developed something that is more turnkey than the rest and more AI based. I like the fact that its open source as well, such that it can keep developing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bitsandtea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bitsandtea<\/a>&nbsp;thanks! Open source is almost a requirement for any framework these days &#8211; we want users to run on Modelence Cloud because it&#8217;s convenient and much less painful, not because they are locked into 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>damn! nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The framing of &#8216;framework designed for AI agents&#8217; is the most interesting angle here \u2014 most infra tools were built for humans reading docs, then retrofitted for agentic use. The production gap (auth + DB + deployment working day 1) is exactly where Claude Code and Cursor agents burn most of their retry loops. Curious whether the open-source framework is usable standalone without Modelence Cloud, or if the cloud is load-bearing for the production guarantees.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cogotemartinez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cogotemartinez<\/a>&nbsp;The open-source framework can be used on its own, so there is no lock in with Modelence Cloud &#8211; you can take the application you&#8217;ve built and run it anywhere. But in that case you&#8217;d have to manage the whole infrastructure yourself and will not have the built-in dashboards and the convenience of the managed infra.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/7UZL47QDXGAL4P\" class=\"app-title\">Anima<\/a><\/p>\n<div class=\"one-liner\">UX Design Agent | Design to Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">293<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u8bbe\u8ba1\u76f4\u63a5\u8f6c\u5316\u4e3a\u751f\u4ea7\u7ea7\u4ee3\u7801\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u6df1\u5ea6\u7406\u89e3\u54c1\u724c\u4e0e\u8bbe\u8ba1\u7cfb\u7edf\uff0c\u4e3a\u4ea7\u54c1\u56e2\u961f\u89e3\u51b3\u4e86\u4ece\u8bbe\u8ba1\u7a3f\u5230\u524d\u7aef\u4ee3\u7801\u7684\u751f\u6210\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684UI\u4e0d\u4e00\u81f4\u3001\u4ee3\u7801\u8d28\u91cf\u4f4e\u4e0b\u548c\u534f\u4f5c\u6469\u64e6\u7b49\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\/75411c84-88ca-43a8-89c3-17df25c71f6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12c055a6-c952-43e7-a000-cfffb95d5bfc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d13a1e28-1b9f-4f75-9780-ee43726cbeb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7f296dd-5008-437a-9a18-c7ec646d6d6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e15cf11-a122-4bd7-a314-bff850cc74d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            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<\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/721b28e0-3f73-4635-bf2b-9d6c0ef3f965.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\/f55ce9ed-9e58-4130-9d2e-5c934655bec1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/RpypitR_AB4\"><source src=\"https:\/\/youtu.be\/RpypitR_AB4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Vibe coding<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">Figma\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801<\/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\u5173\u6ce8\u5176\u4e0eClaude\/Cursor\u7b49\u7f16\u7801\u4ee3\u7406\u7684\u96c6\u6210\u65b9\u5f0f\u3001\u81ea\u5b9a\u4e49\u57df\u540d\u652f\u6301\u53ca\u590d\u6742\u8bbe\u8ba1\u7cfb\u7edf\u7684\u5904\u7406\u80fd\u529b\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u5982\u4f55\u9632\u6b62\u591a\u6b21\u8fed\u4ee3\u4e2d\u7684UI\u6f02\u79fb\uff0c\u4ee5\u53ca\u5b83\u5c06\u6210\u4e3a\u8bbe\u8ba1-\u5f00\u53d1\u6d41\u7a0b\u7684\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\u8fd8\u662f\u52a0\u901f\u5c42\u3002\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u539f\u578b\u5230\u751f\u4ea7\u4ee3\u7801\u9e3f\u6c9f\u7684\u6f5c\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Anima\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cFigma to Code\u201d\u5de5\u5177\u7684\u8fed\u4ee3\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u6d6a\u6f6e\u4e2d\u6700\u8106\u5f31\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u751f\u6210\u901f\u5ea6\u4e0e\u8bbe\u8ba1\u4e00\u81f4\u6027\u7684\u77db\u76fe\u3002\u5e02\u9762\u4e0a\u7684\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u4ee3\u7406\u867d\u5feb\uff0c\u4f46\u672c\u8d28\u662f\u201c\u8bbe\u8ba1\u76f2\u201d\uff0c\u4ea7\u51fa\u7684\u662f\u65e0\u89c6\u8bbe\u8ba1\u7cfb\u7edf\u4e0e\u54c1\u724c\u89c4\u8303\u7684\u201cAI\u6b8b\u6e23\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Anima\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5176\u5b9a\u4f4d\u7684\u5347\u7ef4\uff1a\u5b83\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u8bbe\u8ba1\u610f\u56fe\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u7684\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\u6216\u201c\u7ffb\u8bd1\u5b98\u201d\u3002\u5176\u6838\u5fc3\u58c1\u5792\u5e76\u975e\u5355\u7eaf\u7684\u4ee3\u7801\u8f6c\u6362\u7b97\u6cd5\uff0c\u800c\u662f\u516b\u5e74\u79ef\u7d2f\u7684\u5bf9\u8bbe\u8ba1\u7cfb\u7edf\uff08\u65e0\u8bba\u662fFigma\u8fd8\u662f\u4ee3\u7801\u5e93\uff09\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u6620\u5c04\u80fd\u529b\u3002\u8fd9\u4f7f\u5f97\u5b83\u751f\u6210\u7684\u4ee3\u7801\u662f\u201c\u6709\u54c1\u724c\u610f\u8bc6\u201d\u7684\uff0c\u4ece\u800c\u6709\u671b\u5c06\u8bbe\u8ba1\u5e08\u4ece\u7e41\u7410\u7684\u6807\u6ce8\u68c0\u67e5\u4e2d\u89e3\u653e\uff0c\u5c06\u5de5\u7a0b\u5e08\u4ece\u91cd\u6784\u201cAI\u5783\u573e\u4ee3\u7801\u201d\u7684\u82e6\u5f79\u4e2d\u62ef\u6551\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cUI\u6f02\u79fb\u201d\u7684\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1aAI\u5728\u591a\u6b21\u8fed\u4ee3\u4e2d\u5982\u4f55\u4fdd\u6301\u5bf9\u5fae\u5999\u8bbe\u8ba1\u7ec6\u8282\uff08\u95f4\u8ddd\u3001\u4ea4\u4e92\u72b6\u6001\uff09\u7684\u7cbe\u786e\u8bb0\u5fc6\uff1f\u8fd9\u8003\u9a8c\u7684\u662f\u5176\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u6df1\u5ea6\u3002\u6b64\u5916\uff0c\u5b83\u5ba3\u79f0\u8981\u6210\u4e3a\u56e2\u961f\u7684\u201c\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\u201d\uff0c\u8fd9\u91ce\u5fc3\u5de8\u5927\uff0c\u4f46\u610f\u5473\u7740\u8981\u6df1\u5ea6\u5d4c\u5165\u5e76\u53ef\u80fd\u91cd\u6784\u73b0\u6709\u8bbe\u8ba1-\u5f00\u53d1\u5de5\u4f5c\u6d41\uff0c\u5176\u963b\u529b\u4e0d\u5bb9\u5c0f\u89d1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cAnima\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u5728AI\u65f6\u4ee3\uff0c\u201c\u8bbe\u8ba1\u5373\u4ee3\u7801\u201d\u5c06\u6210\u4e3a\u65b0\u8303\u5f0f\u3002\u5b83\u4e0d\u518d\u4ec5\u4ec5\u662f\u8bbe\u8ba1\u5e08\u7684\u8f93\u51fa\u5de5\u5177\uff0c\u800c\u662f\u6210\u4e3a\u6574\u4e2a\u4ea7\u54c1\u56e2\u961f\uff08\u5305\u62ec\u5e02\u573a\u3001\u9500\u552e\uff09\u5728\u7edf\u4e00\u8bbe\u8ba1\u7ea6\u675f\u4e0b\u8fdb\u884c\u5feb\u901f\u6784\u601d\u548c\u9a8c\u8bc1\u7684\u201cAI\u9a71\u52a8\u6c99\u76d2\u201d\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5927\u5e45\u538b\u7f29\u4ece\u521b\u610f\u5230\u53ef\u4ea4\u4ed8\u6210\u679c\u7684\u5468\u671f\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u8f85\u52a9\u5c42\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u4e0eClaude Code\u7b49\u4ee3\u7406\u7684\u201c\u7ade\u5408\u5173\u7cfb\u201d\uff0c\u5c06\u662f\u89c2\u5bdfAI\u5de5\u4f5c\u6d41\u662f\u8d70\u5411\u7edf\u4e00\u5e73\u53f0\u8fd8\u662f\u677e\u6563\u5de5\u5177\u96c6\u7684\u5173\u952e\u6848\u4f8b\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\">Anima<\/span>\n                <\/div>\n<div class=\"comment-content\">From rough ideas to Figma files, Anima\u2019s AI generates accurate frontend code that matches your design system. Say goodbye to generic code agents &#8211; build real, responsive UI that\u2019s on-brand and ready to ship.<\/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 <br \/>Avishay here, co-founder of Anima.<\/p>\n<p>We built <strong>Anima the UX design agent<\/strong> because we hit the same wall everyone hits with vibe-coding: coding agents ship fast, but they\u2019re <strong>design-blind<\/strong>. You get inconsistent UI, broken patterns, and the \u201cAI slop\u201d.<\/p>\n<p><strong>What Anima does:<\/strong> it\u2019s a design-first playground where you can go from ideas to <strong>runnable, on-brand code<\/strong>, with your <strong>brand + design system<\/strong> in the loop.&nbsp;<\/p>\n<p>Start from a prompt, clone your site, paste Figma links, import a design system, then iterate with the agent. The output is real code you can hand off to engineering or to other agents via MCP.&nbsp;<\/p>\n<p><strong>What makes Anima different:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Design-first, not design-blind<\/strong> &#8211; Anima understands your brand and design system as context.<\/p>\n<\/li>\n<li>\n<p><strong>Works with your existing stack<\/strong> &#8211; Figma, design systems, and coding agents via MCP.<\/p>\n<\/li>\n<li>\n<p><strong>Real code, not just prototypes<\/strong> &#8211; Runnable, connected to data, and ready for handoff\/publish.<\/p>\n<\/li>\n<li>\n<p><strong>Built for teams<\/strong> &#8211; Shared workspaces, shared context, consistent output.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Who is it for:<\/strong><\/p>\n<p>Product teams building with AI who are tired of inconsistent UI and design-handoff friction. Designers who want to ideate faster without breaking the brand. Engineers who want clean code from day one.<\/p>\n<\/p>\n<p>Anima has been leading the design-to-code space for 8 years, and is used by teams at Amazon, Samsung, Apple, Disney, Deloitte, and more. This launch is the next chapter: design as code, with AI that actually gets it.<\/p>\n<p>We\u2019ll be here all day. Ask anything, share your feedback, questions, and hot takes \ud83d\udc47<\/p>\n<p>&#8211; Anima team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avishic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avishic<\/a>&nbsp;That&#8217;s so powerful, I used the Anima skill in OpenClaw and created a sports news website scraping articles from BBC and ESPN. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3681c02-3aa2-42e1-87eb-cdd993b78209.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avishic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avishic<\/a>&nbsp;Hey! When iterating with the agent, how do you prevent subtle UI drift (spacing, typography nuance, interaction states) across multiple sessions or team members? Also, do you see Anima becoming the \u201csource of truth\u201d between design and engineering, or more of an acceleration layer sitting on top of existing 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>Amazing work team! can you explain more how I can take it into Claude code when I&#8217;m done?<\/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\/@nevoalva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevoalva<\/a>&nbsp;\ud83d\udc4b<br \/>You can use <a href=\"https:\/\/docs.animaapp.com\/docs\/anima-mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Anima MCP<\/a>, and then simply paste the Anima playground link into Claude Code \/ Codex \/ Cursor &#8211; so the agent could read the Playground as a handoff, add it to your existing codebase or continue from the Anima project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For publishing, do you allow adding a custom domain? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a>&nbsp;We do! <br \/><a href=\"https:\/\/docs.animaapp.com\/docs\/playground-custom-domain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.animaapp.com\/docs\/playground-custom-domain<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\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; we&#8217;re big fans! \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>7<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"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;<br \/>I tried &#8220;Create a slideshow for \u200fsolopreneurs on the value <a href=\"http:\/\/nas.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nas.io<\/a> could bring&#8221; + our &#8220;Match a brand&#8221; tool \ud83d\ude42<br \/><a href=\"https:\/\/dev.animaapp.com\/chat\/mm0iddj1f7gud6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Playground here<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/937eb0dc-5a4e-4246-8b06-f6bd828ac30c.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>7<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you explain more about the design system integration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@on\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@on<\/a>&nbsp; Yeah curious how it handles complex design systems. Can it be customized to work with specific design guidelines and standards outside of figma files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@on\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@on<\/a>&nbsp;\ud83d\udc4b Great question!!<\/p>\n<p>We integrate with design systems in multiple ways (<a href=\"https:\/\/anima-forms.typeform.com\/to\/gDr77Woe?utm_source=content&amp;utm_medium=producthunt&amp;utm_campaign=producthunt&amp;utm_content=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Available on our enterprise plans<\/a>)<\/p>\n<ul>\n<li>\n<p><strong>Vibe code with your Figma design system<\/strong> &#8211; Design team could sync the Figma DS to Anima, then the whole team can ideate on top of it with AI, and stay on-brand &#8211; Product, Marketing, Sales, Leadership.<\/p>\n<\/li>\n<li>\n<p><strong>Vibe code with your code design system <\/strong>&#8211; Similar, Anima connects to your Front-end codebase, then the whole team can ideate on top of it with AI, and stay on-brand &#8211; Product, Marketing, Sales, Leadership.<\/p>\n<ul>\n<li>\n<p>Build product features, marketing pages, internal tools, or POCs.<\/p>\n<\/li>\n<li>\n<p>Results could also be handed off to Claude Code \/ Cursor via MCP.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Giving your Claude Code the context of the design system via MCP<\/strong> &#8211; Anima learns and maps your code design system in ways that complement Claude Code \/ Cursor and allow engineering to use it better.<\/p>\n<\/li>\n<li>\n<p><strong>Generate a fully functional design system from a Figma design system<\/strong><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>8<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The biggest friction in AI-built products is that weird gap between prototype and production. If Anima really delivers runnable, on-brand code that engineers don\u2019t have to clean up, that\u2019s a big deal \ud83d\udd25<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;<br \/>That&#8217;s what we are shooting for \ud83d\ude42<br \/>We&#8217;ve been owning the design-to-code space for 8 years (1.7M installs on Figma), and today there&#8217;s a new way to design &#8211; code. So we believe that code should be able to get to your codebase. <\/p>\n<p>We do it by connecting to your brand, to your design system, creating clean code, and allowing Claude code read it. Thanks for the recognition!<\/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>Loved it team! Design made easy and friendly. Wish you all the best here!<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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>thanks <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp; \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>We need to either feed the figma file or we can start with a prompt, yes? <\/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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a>&nbsp;Yes! <br \/>Multiple ways to start: Prompt\/Figma\/Clone website\/Match a brand<br \/><strong>Try: <\/strong><br \/>&#8220;Create a Pie-day sale for ConnectMachine and match the brand of <a href=\"https:\/\/www.connectmachine.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.connectmachine.ai\/<\/a>&#8220;<\/p>\n<p>You could also clone your live web app using our Chrome extension<\/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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a>&nbsp;You can also feed both \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>Interesting launches today. Combination of <a href=\"https:\/\/www.producthunt.com\/products\/anima-app\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"anima-app\" target=\"_blank\" rel=\"noopener\">@Anima App<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/modelence-app-builder\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"modelence-app-builder\" target=\"_blank\" rel=\"noopener\">@Modelence App Builder<\/a> + <a href=\"https:\/\/www.producthunt.com\/products\/stitch-by-google\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"stitch-by-google\" target=\"_blank\" rel=\"noopener\">@Stitch by Google<\/a> would be so powerful!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a>&nbsp;Interesting take!<br \/><a href=\"https:\/\/www.producthunt.com\/products\/anima-app\" target=\"_blank\" rel=\"noopener\">@Anima App<\/a> does play well with other agents, we also play nice with <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> \ud83e\udd9e<br \/>Design skill for coding agents and OpenClaw: <a href=\"https:\/\/skill.animaapp.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/skill.animaapp.com<\/a>, also on ClawHub.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is just gold!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks <a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/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>Great tool to clone and evolve nice websites design! Just curious &#8211; could it generate high end design for banner\/posters in future too?<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;Absolutely! it can create visuals based on your brand style \/ DNA<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>thanks <a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;, yes \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. How is this different from just using Figma + a coding agent like Cursor or Claude?<\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a>&nbsp;Great question!<\/p>\n<ul>\n<li>\n<p><strong>The fastest way to see the difference is to try this<\/strong> (At <a href=\"https:\/\/dev.animaapp.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">dev.animaapp.com<\/a>):<br \/>&#8220;Create a landing page for DocumentationAI, match the brand of <a href=\"https:\/\/documentation.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/documentation.ai<\/a>, and the topic should be the Access Control feature, research online and see the changelog for details.&#8221;<br \/>Figma is just one entry point (We&#8217;re also the #1 Figma to code solution with 1.7 million installs)<\/p>\n<\/li>\n<li>\n<p>You can also start by cloning your website or webapp (Use our Chrome extension)<\/p>\n<\/li>\n<li>\n<p>We can also bring your full design system (<a href=\"https:\/\/anima-forms.typeform.com\/to\/gDr77Woe?utm_source=content&amp;utm_medium=producthunt&amp;utm_campaign=producthunt&amp;utm_content=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contact us if you&#8217;re interested<\/a>)<\/p>\n<\/li>\n<\/ul>\n<p>Would love to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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\">Congratulations on the launch! I\u2019ve used Anima figma to code before and it was pretty amazing! Who was your target audience when you worked on this one? Was it the devs or non-devs too or even beginner coders?<\/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<blockquote>\n<p>This reminds me a bit of the direction many AI tools are going \u2014 specialized workflows instead of general assistants. Interested to see how this evolves compared to the larger models.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/GVGWVCVNPPDJBK\" class=\"app-title\">Foxchat<\/a><\/p>\n<div class=\"one-liner\">Best Intercom alternative for startups and indie hackers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Foxchat\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7f51\u7ad9\u5b9e\u65f6\u804a\u5929\u63d2\u4ef6\uff0c\u5141\u8bb8\u56e2\u961f\u76f4\u63a5\u5728Slack\u4e2d\u56de\u590d\u5ba2\u6237\u54a8\u8be2\uff0c\u4e3a\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86Intercom\u7684\u9ad8\u6548\u6c9f\u901a\u4f53\u9a8c\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4e\u4e86\u6210\u672c\u548c\u4f7f\u7528\u95e8\u69db\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\/23a269e5-cfcc-4d4c-b4ed-a25d116513e1.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\/3a931676-6664-4eb0-9a97-531ac8b5109e.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\/e1df855c-78a3-43de-a157-1b0ca40aa5c0.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\/4e930be8-5e50-4611-aa4e-cfaf50f2dd74.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\/617e51f5-f1ab-450c-a3f4-a05bb29c9e8e.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\">Customer Communication<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5b9e\u65f6\u5728\u7ebf\u5ba2\u670d<\/span><br \/>\n            <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u56de\u590d<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u91cf\u7ea7\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u521d\u521b\u516c\u53f8\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Intercom\u66ff\u4ee3\u54c1<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u6210\u672c\u900f\u660e<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176Slack\u539f\u751f\u96c6\u6210\u7406\u5ff5\uff0c\u8ba4\u4e3a\u65e0\u9700\u5207\u6362\u4eea\u8868\u76d8\u6781\u5927\u51cf\u5c11\u4e86\u6469\u64e6\u3002AI\u7ed3\u5408\u77e5\u8bc6\u5e93\u786e\u4fdd\u56de\u590d\u51c6\u786e\u6027\u83b7\u5f97\u597d\u8bc4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u8fde\u63a5\u6280\u672f\u6545\u969c\u3001\u79bb\u7ebf\u5904\u7406\u673a\u5236\uff08AI\u81ea\u52a8\u63a5\u7ba1\u8fd8\u662f\u6392\u961f\uff09\uff0c\u4ee5\u53ca\u4ece\u73b0\u6709\u5de5\u5177\u8fc1\u79fb\u7684\u5b9e\u7528\u4ef7\u503c\u548c\u5207\u6362\u6210\u672c\u8003\u91cf\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                Foxchat\u7684\u53d9\u4e8b\u7cbe\u5de7\u5730\u51fb\u4e2d\u4e86Intercom\u7b49\u6210\u719f\u4ea7\u54c1\u7559\u4e0b\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5bf9\u5c0f\u578b\u56e2\u961f\u800c\u8a00\uff0c\u529f\u80fd\u8fc7\u5269\u4e0e\u4ef7\u683c\u9ad8\u6602\u540c\u6837\u81f4\u547d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u529f\u80fd\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u201c\u52a8\u7ebf\u91cd\u6784\u201d\u2014\u2014\u5b83\u5c06\u652f\u6301\u5de5\u4f5c\u6d41\u4ece\u201c\u524d\u5f80\u4e13\u7528\u4eea\u8868\u76d8\u5904\u7406\u4efb\u52a1\u201d\u5f3a\u884c\u62c9\u56de\u201c\u5728Slack\u7684\u65e5\u5e38\u6c9f\u901a\u6d41\u4e2d\u81ea\u7136\u5b8c\u6210\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u5ba2\u670d\u201d\u4ece\u4e00\u9879\u72ec\u7acb\u804c\u52a1\u91cd\u65b0\u5b9a\u4e49\u4e3a\u56e2\u961f\u5168\u5458\u53ef\u77ac\u65f6\u53c2\u4e0e\u7684\u534f\u4f5c\u884c\u4e3a\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u5185\u90e8\u4f7f\u7528\u7684\u5fc3\u667a\u8d1f\u62c5\u548c\u57f9\u8bad\u6210\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u201cSlack\u4e2d\u5fc3\u5316\u201d\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u56fa\u7136\u662f\u5feb\u901f\u5207\u5165\u3001\u4f53\u9a8c\u8f7b\u91cf\u7684\u5999\u62db\uff0c\u4f46\u4e5f\u5c06\u4ea7\u54c1\u751f\u547d\u7ebf\u4e0eSlack\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u9650\u5236\u4e86\u5176\u5728\u975eSlack\u4e3b\u5bfc\u6216\u8ffd\u6c42\u5168\u5e73\u53f0\u7edf\u4e00\u5de5\u4f5c\u6d41\u56e2\u961f\u4e2d\u7684\u5438\u5f15\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u79bb\u7ebf\u5904\u7406\u548c\u8fc1\u79fb\u98ce\u9669\u7684\u7591\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u529f\u80fd\u63d2\u4ef6\u201d\u800c\u975e\u201c\u5b8c\u6574\u5e73\u53f0\u201d\u7684\u5c40\u9650\u6027\u2014\u2014\u5b83\u4f18\u5316\u4e86\u201c\u56de\u590d\u201d\u8fd9\u4e00\u73af\u8282\uff0c\u4f46\u5ba2\u6237\u670d\u52a1\u5168\u6d41\u7a0b\u4e2d\u7684\u5de5\u5355\u7ba1\u7406\u3001\u5ba2\u6237\u6570\u636e\u6c89\u6dc0\u3001\u591a\u6e20\u9053\u6574\u5408\u7b49\u66f4\u6df1\u5c42\u6b21\u9700\u6c42\uff0c\u53ef\u80fd\u4ecd\u9700\u5176\u4ed6\u7cfb\u7edf\u8865\u8db3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                AI\u8f85\u52a9\u56de\u590d\u7ed3\u5408\u81ea\u6709\u77e5\u8bc6\u5e93\u7684\u8bbe\u5b9a\u662f\u52a1\u5b9e\u4e4b\u4e3e\uff0c\u8bd5\u56fe\u5728\u201c\u901a\u7528AI\u7684\u5e7b\u89c9\u98ce\u9669\u201d\u4e0e\u201c\u6b7b\u677f\u89c4\u5219\u5e93\u7684\u50f5\u5316\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u77e5\u8bc6\u5e93\u7ef4\u62a4\u7684\u4fbf\u5229\u6027\u4e0eAI\u5efa\u8bae\u7684\u7cbe\u51c6\u5ea6\u80fd\u5426\u6301\u7eed\u8d85\u8d8a\u4eba\u5de5\u6253\u5b57\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u521d\u671f\u5671\u5934\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cFoxchat\u662f\u5178\u578b\u7684\u201c\u573a\u666f\u964d\u7ef4\u6253\u51fb\u201d\u6848\u4f8b\u3002\u5b83\u672a\u5fc5\u5728\u529f\u80fd\u4e0a\u5168\u9762\u80dc\u51fa\uff0c\u4f46\u901a\u8fc7\u7cbe\u51c6\u805a\u7126\u201c\u5df2\u5728Slack\u4e2d\u534f\u4f5c\u7684\u5c0f\u56e2\u961f\u201d\u8fd9\u4e00\u5177\u4f53\u573a\u666f\uff0c\u7528\u6781\u81f4\u7684\u96c6\u6210\u4f53\u9a8c\u548c\u900f\u660e\u5b9a\u4ef7\uff0c\u6210\u4e3a\u4e86\u66ff\u4ee3\u5e9e\u5927\u5ba2\u670d\u7cfb\u7edf\u4e2d\u90a3\u4e2a\u201c\u6700\u6602\u8d35\u3001\u6700\u5e38\u7528\u4e5f\u6700\u6613\u88ab\u66ff\u6362\u201d\u7684\u6a21\u5757\u7684\u950b\u5229\u6954\u5b50\u3002\u5b83\u7684\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\uff0c\u4f46\u5728\u5229\u57fa\u5e02\u573a\u5185\uff0c\u8db3\u4ee5\u6495\u5f00\u4e00\u9053\u53ef\u89c2\u7684\u53e3\u5b50\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\">Foxchat<\/span>\n                <\/div>\n<div class=\"comment-content\">Foxchat is a lightweight, Intercom-style live chat widget for websites. Reply to customers from Slack in real-time. Setup in 5 minutes.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH!<br \/>\nI&#8217;m Akash, and I built Foxchat because I got tired of paying Intercom prices just to chat with website visitors.<\/p>\n<p>Foxchat is a live chat widget that lets you reply to website chats directly from Slack. No new dashboard to learn, no per-message fees, setup takes about 5 minutes.<br \/>\nWhat makes it different:<\/p>\n<p>\u2714\ufe0f Reply from Slack (where you already are).<br \/>\n\u2714\ufe0f AI Assist suggests replies in your Slack threads using Claude.<br \/>\n\u2714\ufe0f Add your docs as a knowledge base so AI replies stay accurate.<br \/>\n\u2714\ufe0f Transparent pricing, no surprise per-resolution charges.<\/p>\n<p>I built this for developers and small teams who want Intercom-level UX without the Intercom-level bill.<br \/>\nWould love your feedback. Happy to answer any questions here!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a>&nbsp;Love this! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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\/@designerdada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@designerdada<\/a>&nbsp;The Slack-native approach is the right call \u2014 switching to a separate dashboard just to reply to a chat is friction nobody needs. Knowledge base + Claude for accurate AI suggestions is a solid combo, that&#8217;s usually where live chat AI falls apart. Congrats on the launch Akash! Curious \u2014 how does it handle offline hours, does AI take over automatically or does it queue for the team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the experience! We are actively using this in AutoSend \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea of this &#8212; having troubles connecting though.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c3a349-a4b3-4faa-8c5b-05a361a43c6b.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>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\/@corey_leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@corey_leon<\/a>&nbsp;Checking right away<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@corey_leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@corey_leon<\/a>&nbsp;It should be working now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a startup is already using an Intercom alternative like a basic widget or a helpdesk, what are the top 1\u20132 moments where Foxchat is meaningfully better and worth switching\u2014especially considering migration risk and changing internal habits?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>&nbsp;It&#8217;s for small teams and individual where team members handles support. Foxchat is incredibly useful if teams are already living in Slack. They don&#8217;t need to switch screens just to reply to support tickets. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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<blockquote>\n<p>I\u2019ve been analyzing a lot of AI tools recently and the biggest thing I notice is people struggle to compare them properly. Curious how you position this vs the current options.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/F62SP6R6P6PU4Y\" class=\"app-title\">Orchids 1.0<\/a><\/p>\n<div class=\"one-liner\">Build any app using your existing AI subscriptions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orchids\u662f\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u5229\u7528\u5df2\u6709AI\u8ba2\u9605\uff08\u5982ChatGPT\u3001Claude\u7b49\uff09\u6216API\u5bc6\u94a5\u514d\u8d39\u6784\u5efa\u5168\u6808\u5e94\u7528\u7684AI\u5e94\u7528\u751f\u6210\u5668\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5c1d\u8bd5AI\u5f00\u53d1\u65f6\u9762\u4e34\u7684\u9ad8\u6210\u672c\u548c\u5e73\u53f0\u9501\u5b9a\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\/5cf5504b-91d0-4bf9-a36e-a2e9a4c6088b.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\/5d713dcd-8cda-405f-979a-b82e51e9138e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gc9_tdPAk-U\"><source src=\"https:\/\/youtu.be\/gc9_tdPAk-U\" 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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e94\u7528\u751f\u6210\u5668<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e73\u53f0\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5e26\u5bc6\u94a5(BYOK)<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\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\u8d5e\u8d4f\u5176\u652f\u6301\u81ea\u5e26AI\u8ba2\u9605\u7684\u72ec\u7279\u6a21\u5f0f\uff0c\u4f46\u96c6\u4e2d\u53cd\u9988\u4e86\u4ea7\u54c1\u53ef\u9760\u6027\u95ee\u9898\uff08\u5982\u4efb\u52a1\u51bb\u7ed3\u3001\u4ee4\u724c\u5f02\u5e38\u6d88\u8017\uff09\u548c\u5ba2\u670d\u54cd\u5e94\u8fdf\u7f13\u3002\u540c\u65f6\uff0c\u7528\u6237\u5bf9\u4f9b\u5e94\u5546\u9501\u5b9a\u98ce\u9669\u3001\u4ee3\u7801\u53ef\u5bfc\u51fa\u6027\u53ca\u957f\u671f\u9879\u76ee\u7ef4\u62a4\u80fd\u529b\u8868\u793a\u5173\u5207\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Orchids 1.0\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201cBring Your Own Key\u201d\u548c\u201c\u6784\u5efa\u4efb\u4f55\u5e94\u7528\u201d\u2014\u2014\u662f\u4e00\u628a\u950b\u5229\u7684\u53cc\u5203\u5251\u3002\u5b83\u8868\u9762\u4e0a\u51fb\u4e2d\u4e86\u5f53\u524dAI\u5f00\u53d1\u5de5\u5177\u7684\u4e24\u5927\u75db\u70b9\uff1a\u9ad8\u6602\u7684\u6309\u91cf\u4ed8\u8d39\u6210\u672c\u548c\u5c01\u95ed\u7684\u751f\u6001\u9501\u6b7b\u3002\u901a\u8fc7\u5141\u8bb8\u7528\u6237\u63a5\u5165\u5df2\u6709\u8ba2\u9605\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u4e2d\u7acb\u7684\u201cAI\u7f16\u6392\u5c42\u201d\uff0c\u8fd9\u79cd\u7b56\u7565\u806a\u660e\u5730\u964d\u4f4e\u4e86\u7528\u6237\u521d\u6b21\u5c1d\u8bd5\u7684\u95e8\u69db\uff0c\u5e76\u8fc5\u901f\u5438\u5f15\u4e86\u767e\u4e07\u7ea7\u7528\u6237\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u5c55\u793a\u7684\u5b8f\u4f1f\u84dd\u56fe\u4e0e\u7528\u6237\u53cd\u9988\u7684\u6b8b\u9177\u73b0\u5b9e\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7edd\u975e\u8fb9\u7f18\u6027\u5c0f\u95ee\u9898\uff1a\u4efb\u52a1\u9891\u7e41\u51bb\u7ed3\u3001\u4ee4\u724c\u5728\u8c03\u8bd5\u9636\u6bb5\u88ab\u65e0\u58f0\u8017\u5c3d\u3001\u5ba2\u670d\u5931\u58f0\uff0c\u8fd9\u4e9b\u6307\u5411\u7684\u662f\u5e95\u5c42\u67b6\u6784\u7684\u7a33\u5b9a\u6027\u548c\u8d44\u6e90\u8c03\u5ea6\u673a\u5236\u5b58\u5728\u4e25\u91cd\u7f3a\u9677\u3002\u5f53\u4e00\u6b3e\u5ba3\u79f0\u80fd\u6784\u5efa\u201c\u4efb\u4f55\u201d\u5e94\u7528\u7684\u5de5\u5177\uff0c\u8fde\u81ea\u8eab\u4ee3\u7406\u4efb\u52a1\u7684\u7a33\u5b9a\u8fd0\u884c\u90fd\u96be\u4ee5\u4fdd\u8bc1\u65f6\uff0c\u5176\u627f\u8bfa\u7684\u53ef\u4fe1\u5ea6\u5c06\u5927\u6253\u6298\u6263\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u6df1\u5c42\u6b21\u7684\u77db\u76fe\u5728\u4e8e\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6f5c\u5728\u51b2\u7a81\u3002\u4f5c\u4e3a\u201c\u514d\u8d39\u201d\u7684\u6784\u5efa\u5e73\u53f0\uff0c\u5176\u957f\u671f\u76c8\u5229\u70b9\u5fc5\u7136\u843d\u5728\u589e\u503c\u670d\u52a1\u6216\u9ad8\u7ea7\u529f\u80fd\u4e0a\u3002\u7528\u6237\u5173\u4e8e\u201c\u4ee3\u7801\u80fd\u5426\u5bfc\u51fa\u201d\u548c\u201c\u957f\u671f\u7ef4\u62a4\u201d\u7684\u8d28\u7591\uff0c\u76f4\u63a5\u53e9\u95ee\u4e86\u5176\u662f\u5426\u6700\u7ec8\u4f1a\u8d70\u5411\u53d8\u76f8\u9501\u5b9a\u7684\u9053\u8def\u3002AI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u4ec5\u662f\u751f\u6210\u521d\u59cb\u4ee3\u7801\uff0c\u66f4\u662f\u5bf9\u590d\u6742\u3001\u6f14\u8fdb\u4e2d\u4ee3\u7801\u5e93\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u6301\u7eed\u96c6\u6210\u80fd\u529b\uff0c\u76ee\u524d\u5c1a\u65e0\u8bc1\u636e\u8868\u660eOrchids\u5728\u6b64\u5173\u952e\u80fd\u529b\u4e0a\u5df2\u53d6\u5f97\u7a81\u7834\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u800c\u8a00\u4e4b\uff0cOrchids\u63d0\u51fa\u4e86\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u51761.0\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u5927\u80c6\u7684\u6982\u5ff5\u9a8c\u8bc1\uff0c\u800c\u975e\u4e00\u4e2a\u6210\u719f\u53ef\u9760\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5b83\u63ed\u793a\u4e86\u5e02\u573a\u5bf9\u5f00\u653e\u3001\u4f4e\u6210\u672cAI\u5f00\u53d1\u5e73\u53f0\u7684\u6e34\u671b\uff0c\u4f46\u5176\u81ea\u8eab\u5fc5\u987b\u5728\u5de5\u7a0b\u7a33\u5b9a\u6027\u3001\u900f\u660e\u5ea6\u548c\u957f\u671f\u751f\u6001\u7b56\u7565\u4e0a\u7ed9\u51fa\u624e\u5b9e\u7684\u7b54\u6848\uff0c\u624d\u80fd\u5c06\u65e9\u671f\u7684\u6d41\u91cf\u4f18\u52bf\u8f6c\u5316\u4e3a\u771f\u6b63\u7684\u884c\u4e1a\u5f71\u54cd\u529b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7406\u60f3\u4e0e\u6267\u884c\u95f4\u6323\u624e\u7684\u6848\u4f8b\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\">Orchids 1.0<\/span>\n                <\/div>\n<div class=\"comment-content\">Build any app, any stack + use your existing ChatGPT, Claude Code, Gemini, Github Copilot subscription or any API key to build for free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! This is Kevin, one of the co-founders of Orchids \ud83d\udc4b<\/p>\n<p>Today we&#8217;re excited to introduce Orchids 1.0, the first AI app builder for building any app, any stack (web, mobile app, chrome extension, slack bot, AI agent, anything!).<\/p>\n<p>Orchids is also the first AI app builder to let you build for FREE using your existing ChatGPT, Claude Code, Github Copilot, Gemini, GLM subscriptions or any API key.<\/p>\n<p>Using an AI app builder shouldn&#8217;t feel low quality and constraining. Orchids is a huge unlock for anyone looking to build with AI and we&#8217;re excited for you all to try it.<\/p>\n<p>Join the 1m+ users on Orchids already \ud83d\ude42<\/p><\/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\">@kevinlu12 first up, immense respect to you guys for allowing the use of personal subscriptions. that\u2019s not something you see from many of these tool at all (if any), so props for that!<\/p>\n<p>i do have an issue though, <\/p>\n<p>when a project has completed and the agent is then fixing issues in its code, in the app preview, it states that those fixes are free. however after completing a project and having a bit under 50% of my usage left, how did I run out shortly after while the agent was still fixing these issues? it was in the middle of replacing a certain instance, then i got the message \u201cYou have run out of credits. Please upgrade your plan to continue.\u201d<\/p>\n<p>is this expected?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kevinlu12 by the way, more than happy to share the session \/ screenshots if that helps (:<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kevinlu12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinlu12<\/a>&nbsp;The BYOK feature is awesome- I can&#8217;t wait to play more with it. Keep building great features for us &#8220;indie&#8221; folks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Orchid&#8217;s is great. It really helped me save time when I wanted to mimic the design of a website I liked a while back. Cool to see them on PH!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jonathan_maynard1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_maynard1<\/a>&nbsp;So happy to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 guys!  Looking forward to trying this out.  Question for you:  Does it support OpenRouter API keys and if so, how reliably does it work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cinemachine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cinemachine<\/a>&nbsp;Yep supported and quite reliable from our testing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch!<\/p>\n<\/p>\n<p>I\u2019ve been using your app for ~2-3 months, and over the last month I\u2019ve been really disappointed last month.<\/p>\n<p>Example: 50 minutes ago I started a task (Opus 4.6) and the agent froze. It stayed \u201crunning\u201d with no progress or output. After I reloaded the page, it resumed for ~20 minutes, used ~95k tokens, then froze again. When I stopped the task and started it again, it began from scratch. Over the last month, my agent consumed ~3M tokens in these loops with no expected output.<\/p>\n<\/p>\n<p>Support hasn\u2019t replied at all.<\/p>\n<\/p>\n<p>I really wanted this to work (I like the design), but right now it feels unreliable.<\/p>\n<\/p>\n<p>Can you share when you plan to fix these issues (support responsiveness, freezing, and token burn with no 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_dyuzhov3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_dyuzhov3<\/a>&nbsp;Can you send an email to <a href=\"mailto:hello@orchids.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@orchids.app<\/a> with your project link (orchids.app\/projects\/&#8230;) so we can investigate this problem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, Kevin!<\/p>\n<p>I have two questions regarding the long-term side of things: <br \/>1. Vendor Lock-in:<strong> <\/strong>If I build a project with Orchids, can I export the full source code to host it independently? It\u2019s crucial to know if we truly own what we build. <br \/>2.<strong> <\/strong>Maintenance: How does Orchids handle updates months later? Does the AI maintain the full context of the existing codebase to ensure that adding new features doesn&#8217;t break old ones as the app grows?<\/p>\n<p>Thanks for the 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<div class=\"comment-item\">\n<div class=\"comment-content\">I&#8217;ve used Orchids since November. It is awesome \ud83d\udcaa\ud83c\udffb The &#8220;clone&#8221; feature is unbeatable, no other tool does it better. Kudos 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>Awesome! Great work guys&#8230; All the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevinlu12\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kevinlu12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinlu12<\/a> Great that you can integrate ChatGPT, Claude, Copilot, and more  how do you ensure smooth performance when combining multiple AI APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/YPC5USPMEIC7IG\" class=\"app-title\">Liner Write<\/a><\/p>\n<div class=\"one-liner\">Cursor for professional writing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u4e13\u4e1a\u6587\u6863\u8bbe\u8ba1\u7684AI\u5199\u4f5c\u52a9\u624b\uff0c\u901a\u8fc7\u5c06\u9ad8\u7cbe\u5ea6AI\u641c\u7d22\u4e0e\u6c89\u6d78\u5f0f\u7f16\u8f91\u5668\u7ed3\u5408\uff0c\u5728\u64b0\u5199\u5546\u4e1a\u8ba1\u5212\u3001\u63d0\u6848\u3001\u62a5\u544a\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u5728\u591a\u5de5\u5177\u95f4\u5207\u6362\u3001\u4fe1\u606f\u6838\u5b9e\u56f0\u96be\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u5185\u5bb9\u8d28\u91cf\u4e0d\u4f73\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\/960e325d-287e-440c-b737-5849efe117e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf7c0526-5a73-4e67-abbe-6f95c8fdfa75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24014bdd-d6f8-4fb9-b0f8-d094b5709c46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4af472f0-5b28-47de-a7a3-5122cc6f90e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7378b6a5-2d8f-4aa9-a396-6079bd29bb34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4902e8da-adc4-4f8d-b99e-25184bc41741.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\/5c369e2f-90ab-44a9-9746-6a860a581b60.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dvbPqJt1FYk\"><source src=\"https:\/\/youtu.be\/dvbPqJt1FYk\" 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\">Writing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4e13\u4e1a\u6587\u6863\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u5e7b\u89c9<\/span><br \/>\n            <span class=\"tag\">\u534f\u540c\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/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\u53ef\u4ea7\u54c1\u6982\u5ff5\u4e0eUI\uff0c\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\u5177\u4f53\u4ea4\u4e92\u6a21\u5f0f\u4e0a\uff1a\u5e0c\u671b\u660e\u786eAI\u5982\u4f55\u5728\u957f\u6587\u6863\u4e2d\u8fdb\u884c\u5c40\u90e8\u7f16\u8f91\uff08\u5982diff\u89c6\u56fe\uff09\uff0c\u5e76\u8be2\u95ee\u884c\u7ea7\u5f15\u7528\u6eaf\u6e90\u529f\u80fd\u3002\u6b64\u5916\uff0c\u5bf9\u8de8\u8bbe\u5907\u540c\u6b65\u3001\u79fb\u52a8\u7aef\u4f53\u9a8c\u53ca\u5177\u4f53\u6587\u6848\u4f18\u5316\u80fd\u529b\u8868\u793a\u5173\u6ce8\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                Liner Write\u7684\u91ce\u5fc3\u5728\u4e8e\u62a2\u5360\u201c\u6587\u6863\u5373\u6307\u4ee4\u201d\u7684\u65b0\u4ea4\u4e92\u8303\u5f0f\u5165\u53e3\u3002\u5b83\u5e76\u975e\u7b80\u5355\u5730\u5c06ChatGPT\u5d4c\u5165\u6587\u6863\uff0c\u800c\u662f\u8bd5\u56fe\u4ee5\u201c\u9ad8\u7cbe\u5ea6\u641c\u7d22\u201d\u4e3a\u951a\u70b9\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u4fe1\u7684\u3001\u95ed\u73af\u7684\u4e13\u4e1a\u5199\u4f5c\u73af\u5883\u3002\u5176\u5ba3\u79f0\u768495%+ SimpleQA\u51c6\u786e\u7387\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u51fb\u5f53\u524dAIGC\u5728\u4e13\u4e1a\u9886\u57df\u201c\u5e7b\u89c9\u201d\u9891\u53d1\u7684\u6700\u5927\u75db\u70b9\uff0c\u610f\u5728\u6210\u4e3a\u9ad8\u53ef\u4fe1\u5ea6\u5546\u4e1a\u6587\u6863\u7684\u9ed8\u8ba4\u751f\u4ea7\u5de5\u5177\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\u201cCursor for writing\u201d\u7684\u7c7b\u6bd4\u5728\u903b\u8f91\u4e0a\u5b58\u5728\u7f1d\u9699\u3002\u4ee3\u7801\u751f\u6210\u4e0e\u5ba1\u67e5\u4f9d\u8d56\u660e\u786e\u7684\u7ed3\u6784\uff08\u5982\u51fd\u6570\u3001\u8bed\u6cd5\uff09\uff0c\u800c\u4e13\u4e1a\u5199\u4f5c\u662f\u9ad8\u5ea6\u975e\u7ed3\u6784\u5316\u548c\u8bed\u5883\u4f9d\u8d56\u7684\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u7cbe\u7ec6\u5316\u4fee\u6539\u6587\u6863\u67d0\u4e00\u90e8\u5206\u201d\u7684\u8d28\u7591\uff0c\u6b63\u70b9\u4e2d\u4e86\u5176\u4ea7\u54c1\u5185\u6838\u662f\u5426\u771f\u80fd\u5b9e\u73b0\u201c\u534f\u540c\u201d\u800c\u975e\u201c\u66ff\u4ee3\u201d\u7684\u5173\u952e\u3002\u76ee\u524d\u7684\u56de\u590d\u5c55\u793a\u4e86diff\u89c6\u56fe\uff0c\u4f46\u8fd9\u66f4\u591a\u662f\u6280\u672f\u5f62\u5f0f\u7684\u6a21\u4eff\uff0c\u5176AI\u5bf9\u6587\u6863\u6574\u4f53\u903b\u8f91\u4e0e\u5c40\u90e8\u610f\u56fe\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u624d\u662f\u51b3\u5b9a\u7528\u6237\u4f53\u9a8c\u662f\u201c\u6d41\u7545\u5bf9\u8bdd\u201d\u8fd8\u662f\u201c\u7b28\u62d9\u91cd\u5199\u201d\u7684\u5206\u6c34\u5cad\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u6b21\uff0c\u5728\u201c\u51c6\u786e\u6027\u201d\u4e0e\u201c\u6d41\u7545\u5199\u4f5c\u201d\u4e4b\u95f4\u5b58\u5728\u4ea7\u54c1\u8bbe\u8ba1\u7684\u6743\u8861\u3002\u7528\u6237\u671f\u5f85\u884c\u7ea7\u5f15\u7528\uff0c\u4f46\u56e2\u961f\u4ee5\u201c\u805a\u7126\u534f\u540c\u5199\u4f5c\u4f53\u9a8c\u201d\u4e3a\u7531\u6682\u672a\u63d0\u4f9b\u9ed8\u8ba4\u652f\u6301\u3002\u8fd9\u66b4\u9732\u4e86\u4e00\u4e2a\u6f5c\u5728\u77db\u76fe\uff1a\u82e5\u8ffd\u6c42\u6781\u81f4\u7684\u4e8b\u5b9e\u8ffd\u6eaf\uff0c\u662f\u5426\u4f1a\u7834\u574f\u5199\u4f5c\u6d41\u7a0b\u7684\u6d41\u7545\u6027\uff1f\u4ea7\u54c1\u76ee\u524d\u7684\u9009\u62e9\u4f3c\u4e4e\u66f4\u504f\u5411\u540e\u8005\uff0c\u8fd9\u4f7f\u5176\u4e0eNotion AI\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u5316\u5728\u6838\u5fc3\u98ce\u9669\u573a\u666f\u4e0b\u53ef\u80fd\u53d8\u5f97\u6a21\u7cca\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u89e3\u51b3\u4e86\u6240\u6709\u5199\u4f5c\u95ee\u9898\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u9ad8\u4ef7\u503c\u7684\u5e02\u573a\uff1a\u5bf9\u4e8b\u5b9e\u51c6\u786e\u6027\u6709\u6781\u9ad8\u8981\u6c42\u7684\u4e13\u4e1a\u3001\u5546\u4e1a\u6587\u6863\u64b0\u5199\u3002\u5982\u679c\u5b83\u80fd\u5c06Liner Deep Research\u7684\u6eaf\u6e90\u80fd\u529b\u66f4\u65e0\u7f1d\u3001\u66f4\u5f3a\u5236\u5730\u878d\u5165\u5199\u4f5c\u6d41\u7a0b\uff0c\u4ece\u800c\u5efa\u7acb\u8d77\u201c\u7528Liner Write\u5199\u51fa\u7684\u4e1c\u897f\u66f4\u53ef\u4fe1\u201d\u7684\u5fc3\u667a\u5b9a\u4f4d\uff0c\u5b83\u5c31\u80fd\u5728\u4f17\u591aAI\u5199\u4f5c\u5de5\u5177\u4e2d\u6784\u7b51\u8d77\u72ec\u7279\u7684\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u4f53\u9a8c\u66f4\u4f18\u96c5\u3001\u4f46\u66ff\u4ee3\u6027\u4f9d\u7136\u5f88\u5f3a\u7684\u5199\u4f5c\u754c\u9762\u800c\u5df2\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\">Liner Write<\/span>\n                <\/div>\n<div class=\"comment-content\">Liner Write is a Cursor-style writing agent for professional documents. Co-write business plans, proposals, reports, and more with an AI backed by the world&#8217;s most accurate search (Liner Deep Research, 95%+ on SimpleQA). World-class output. Near-zero hallucinations.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, I&#8217;m Jinu, co-founder of Liner.<\/p>\n<p>You open a blank document. You know what you want to say, but you end up bouncing between ChatGPT, Google Docs, and five browser tabs, copying, pasting, rewording for two hours. The output is mediocre, and half of it is made up.<\/p>\n<p>Sound familiar? This was us, too. And we&#8217;ve been building AI tools for 10 years, so we had no excuse.<\/p>\n<p>So we built Liner Write. A Cursor-style writing agent for professional documents. <\/p>\n<p>Just like Cursor lets developers co-write code with an AI inside their editor, Liner Write lets you co-write business plans, sales proposals, reports, blog posts, newsletters, and more, directly inside a clean writing environment.<\/p>\n<p>What makes it different from just using ChatGPT?<\/p>\n<p>1. Accuracy. Liner Write is powered by Liner Deep Research, our proprietary search engine that currently ranks as the world&#8217;s most accurate AI search (95%+ on the SimpleQA benchmark, <a href=\"https:\/\/liner.com\/learn\/deep-research-comparison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/liner.com\/learn\/deep-res&#8230;<\/a>). This means the documents Liner Write produces are grounded in real, verified information, not hallucinations.<\/p>\n<p>2. Your workspace and your agent, in one place. With ChatGPT or Claude, you write in one tab and prompt in another, then manually stitch everything together. Liner Write is different. The agent lives inside your document. You can prompt, edit, and refine in a single environment, without ever leaving your writing flow. It&#8217;s the difference between having an assistant in the room versus shouting instructions through a wall.<\/p>\n<p>Why now? <\/p>\n<p>Agents are already here, and they&#8217;re transforming every workflow. But here&#8217;s what most people miss. Documents are becoming the primary way we give instructions to, and collaborate with these agents. Documents are the new source of truth. The quality of what you write directly determines the quality of what agents do for you.<\/p>\n<p>But the writing tools haven&#8217;t kept up. We&#8217;re here to fix that.<\/p>\n<p>We&#8217;d love your honest feedback. What would make Liner Write an essential part of your workflow? Drop a comment, and we&#8217;ll read and respond to every single one.<\/p>\n<p>Try Liner Write for free at <a href=\"https:\/\/write.liner.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/write.liner.com<\/a> \ud83d\udc48<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>82<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congrats on the launch,<a href=\"https:\/\/www.producthunt.com\/@jinukim21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinukim21<\/a>! This looks promising.&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<div class=\"reply-item\">\n<div class=\"reply-content\">@jinukim21 This looks very nice to be honest! I work with a lot context switching and different kind of things almost everyday. Most tools I use, they give me answers\/blogs and they are \u2018okaish\u2019. How is Liner able to produce better copies in writing style and not talking about the facts written here.<\/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>Any feedback on Liner Write would be greatly appreciated \u2764\ufe0f.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>33<\/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! Super sleek product \u2014 love how it extends the Liner experience. I\u2019m building a similar editor in Korea too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a>&nbsp;<\/p>\n<p>Thanks! We found that a lot of the users of our original product Liner Search(<a href=\"https:\/\/app.liner.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.liner.com<\/a>) were searching to finish writing a professional doc. So we&#8217;ve decided to provide an agent for that. <\/p>\n<\/p>\n<p>Looking forward to your product launch as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work for copywriting? Blog-post, for example?<\/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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a>&nbsp;Yes I believe so. I asked this AI to write a thread for me and it actually delivered\ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a>&nbsp;I was exploring the service and saw that it offers ready-made blog post prompts as examples. I tried one out, and the output was surprisingly good.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/146259c0-ef22-4968-a626-9d476ff5aaf0.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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a>&nbsp;<a href=\"https:\/\/claramuse.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claramuse.com<\/a> for that kind of writing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 Cursor analogy is apt but I&#8217;m curious how it translates to writing in practice. With Cursor, the interaction model is clear: tab-complete, inline diff, accept\/reject. For code that works because changes are structural and self-contained. &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/p>\n<p>&nbsp;&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;<\/p>\n<p>Professional writing is messier. If I&#8217;m halfway through a 10-page proposal and I ask the agent to &#8220;make the competitive analysis more specific,&#8221; how does it handle that? Does it rewrite the section in place with a diff view? Suggest edits inline? Or regenerate and let me compare?<\/p>\n<\/p>\n<p>The 95% SimpleQA accuracy is impressive for factual grounding, but the co-writing UX is what would keep me using it over just prompting Claude and pasting into Google Docs. Would love to hear more about how the agent interaction actually feels mid-document.<\/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\/@leonardkim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonardkim<\/a>&nbsp;I&#8217;m curious about this as well. I tried it once asking to refine messaging an existing document but it still created a new one, I didn&#8217;t see the option to have in-line edits\/suggestions or have a comparison.<\/p>\n<\/p>\n<p>I do like the UI better than gemini in google docs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leonardkim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonardkim<\/a>&nbsp;great question. <\/p>\n<\/p>\n<p>As you can see at the demo video 00:15 (a link here! <a href=\"https:\/\/youtu.be\/dvbPqJt1FYk?si=Rai2OR-urG9V9oE8&amp;t=15\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/dvbPqJt1FYk?si=Rai2OR-urG9V9oE8&amp;t=15<\/a> ), Liner Write will provide you the section with a diff view, suggest edits in-line, and also you can accept it or discard it.<\/p>\n<\/p>\n<p>I personally had a very hard time working with bunch of AI writing tools where what I want to fix is this sentence or this paragraph and the AI is just refreshing the whole content and only paraphrasing a bit. It was very annoying.<\/p>\n<\/p>\n<p>So we&#8217;ve built this editor + in-line edit suggestion UX.<\/p>\n<p>Please try it out and let us know your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 &#8220;documents are the new source of truth&#8221; framing really clicked for me \u2014 I&#8217;ve been thinking about this a lot in the context of writing vendor proposals and internal strategy docs, where a single hallucinated stat can quietly tank credibility. Curious how Liner Write handles source attribution inline \u2014 like, can you actually trace a claim back to where it came from without breaking your writing flow? That transparency layer feels like it could be the thing that makes this trustworthy enough for high-stakes professional use.<\/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\/@wcrtr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wcrtr<\/a>&nbsp;making every AI-generated line transparent is literally the mission of Liner. <\/p>\n<\/p>\n<p>Liner&#8217;s original product is Liner AI Search(<a href=\"https:\/\/app.liner.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.liner.com<\/a>) and you can experience just that.<\/p>\n<\/p>\n<p>With Liner Write, we&#8217;ve designed the product to be more focused on co-writing experience with AI, so line-by-line citations are not provided by default.<\/p>\n<\/p>\n<p>But still, if you drag a sentence on the editor, we provide a &#8216;add citation&#8217; feature where you can search for back-up citations. This one does still need improvement though \ud83d\ude05. We&#8217;re working on it.<\/p>\n<\/p>\n<p>In the meanwhile, would love to hear your experience on Liner Write AI drafting and co-writing \ud83d\ude42<\/p>\n<p>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>Cool product, Jinu.<\/p>\n<p>Curious: Does it work cross-device? <\/p>\n<p>I use different devices (phone, laptop, tablet), so it would be cool if my context followed where I went.<\/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\/@sayemfaruk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sayemfaruk<\/a>&nbsp;Thanks for the great question. Liner Write currently covers laptop\/tablet web. Since it&#8217;s based on Liner account, the context will follow among different devices, but we&#8217;ll have to work on a mobile experience to make it more seamless.<\/p>\n<\/p>\n<p>Please try Liner Write on laptop\/tablet web and give us a feedback! 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>keep making such products like these!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a>&nbsp;Thanks! Your kind words really help \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<\/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\/V6CYGRRE2IZWQR\" class=\"app-title\">What YC Is Really Betting On?<\/a><\/p>\n<div class=\"one-liner\">An X-ray of 793 YC startups<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">155<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u6b3e\u6570\u636e\u6d1e\u5bdf\u5de5\u5177\u901a\u8fc7\u6df1\u5ea6\u722c\u53d6\u548c\u5206\u6790\u8fd1\u4e94\u6279793\u5bb6YC\u521d\u521b\u516c\u53f8\u7684\u6570\u636e\uff0c\u4ee527\u5f20\u4ea4\u4e92\u56fe\u8868\u76f4\u89c2\u63ed\u793a\u4e86YC\u6295\u8d44\u7ec4\u5408\u7684\u771f\u5b9e\u8d8b\u52bf\u4e0e\u5171\u6027\uff0c\u4e3a\u521b\u4e1a\u8005\u3001\u6295\u8d44\u8005\u548c\u7814\u7a76\u8005\u5728\u628a\u63e1\u6295\u8d44\u98ce\u5411\u3001\u5236\u5b9a\u7b56\u7565\u65f6\u63d0\u4f9b\u4e86\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u53c2\u8003\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\/7ce77e14-dea7-43d4-b7e5-e8f641e2c242.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3eb17868-ec4c-4e91-af94-b5f6d6f98afd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dbe0e49-ee25-46a0-80aa-242a08038c30.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\">Startup Books<\/span><br \/>\n            <span class=\"tag\">Venture Capital<\/span><br \/>\n            <span class=\"tag\">Startup Lessons<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">YC\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u521d\u521b\u516c\u53f8\u8d8b\u52bf<\/span><br \/>\n            <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u6d1e\u5bdf<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u5e02\u573a\u7814\u7a76\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">AI\u884c\u4e1a\u62a5\u544a<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u722c\u866b<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u4e92\u56fe\u8868<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u6570\u636e\u6df1\u5ea6\u4e0e\u6d1e\u5bdf\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5bf9\u878d\u8d44\u548c\u7533\u8bf7YC\u6709\u6307\u5bfc\u610f\u4e49\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u521b\u59cb\u4eba\u5e74\u9f84\u6570\u636e\u7f3a\u5931\u3001\u201cAI\u5305\u88c5\u201d\u5b9a\u4e49\u6f84\u6e05\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\u589e\u52a0\u5e74\u9f84\u7ef4\u5ea6\u5206\u6790\u3001\u6df1\u5316\u6a21\u5f0f\u7814\u7a76\u5408\u4f5c\uff0c\u5e76\u6709\u7528\u6237\u5206\u4eab\u4e86\u57fa\u4e8e\u6570\u636e\u5f97\u51fa\u7684\u201cYC\u7533\u8bf7\u516c\u5f0f\u201d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5143\u5206\u6790\u201d\u5de5\u5177\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08\u5355HTML\u6587\u4ef6\u3001\u65e0\u540e\u7aef\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u4ef7\u503c\u4fe1\u606f\u5dee\u5730\u5e26\uff1a\u5c06\u516c\u4f17\u5bf9YC\u7684\u788e\u7247\u5316\u611f\u77e5\u548c\u574a\u95f4\u4f20\u8a00\uff08\u5982\u201cYC\u53ea\u6295AI\u5957\u58f3\u516c\u53f8\u201d\uff09\u8fdb\u884c\u4e86\u6570\u636e\u6e05\u6d17\u4e0e\u8bc1\u4f2a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7280\u5229\u5730\u63ed\u793a\u4e86YC\u5185\u90e8\u523b\u610f\u4e3a\u4e4b\u7684\u201c\u7ade\u4e89\u6027\u6295\u8d44\u201d\u7b56\u7565\u4ee5\u53ca\u5408\u4f19\u4eba\u7684\u4e2a\u4eba\u5316\u6295\u8d44\u503e\u5411\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u9876\u7ea7\u5b75\u5316\u5668\u51b3\u7b56\u4e2d\u975e\u7406\u6027\u3001\u4eba\u6027\u5316\u7684\u4e00\u9762\uff0c\u4e0e\u5176\u5bf9\u5916\u5ba3\u626c\u7684\u7cfb\u7edf\u5316\u3001\u516c\u5f0f\u5316\u6295\u8d44\u65b9\u6cd5\u8bba\u5f62\u6210\u5fae\u5999\u53cd\u5dee\u3002\u6570\u636e\u8bc1\u5b9e\uff0cYC\u5e76\u975e\u76f2\u76ee\u8ffd\u9010AI\u70ed\u6f6e\uff0c\u6df1\u5c42\u6280\u672f\u5360\u6bd4\u4e0a\u5347\u81f329%\uff0c\u800c\u201c\u5305\u88c5\u578b\u201dAI\u9879\u76ee\u4ec5\u536015%\u4e14\u5448\u4e0b\u964d\u8d8b\u52bf\uff0c\u8fd9\u6709\u529b\u53cd\u9a73\u4e86\u5e02\u573a\u7684\u7b80\u5316\u53d9\u4e8b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5c40\u9650\u6027\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u5386\u53f2\u6570\u636e\u7684\u6a2a\u622a\u9762\u5206\u6790\uff0c\u5b83\u65e0\u6cd5\u9884\u6d4bYC\u672a\u6765\u7684\u7b56\u7565\u6f02\u79fb\uff1b\u5176\u201c\u5e73\u5747YC\u516c\u53f8\u201d\u753b\u50cf\u53ef\u80fd\u8bf1\u5bfc\u521b\u4e1a\u8005\u8d70\u5411\u53e6\u4e00\u79cd\u540c\u8d28\u5316\uff1b\u4e14\u6570\u636e\u7ef4\u5ea6\u4ecd\u663e\u8868\u5c42\uff0c\u672a\u80fd\u6df1\u5165\u63ed\u793a\u516c\u53f8\u80a1\u6743\u7ed3\u6784\u3001\u4f30\u503c\u53d8\u5316\u53ca\u540e\u7eed\u5b58\u6d3b\u7387\u7b49\u66f4\u6b8b\u9177\u7684\u6307\u6807\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u9762\u6e05\u6670\u4f46\u6709\u9650\u7684\u955c\u5b50\uff0c\u6620\u7167\u51faYC\u7684\u201c\u504f\u597d\u201d\u800c\u975e\u201c\u6210\u529f\u6cd5\u5219\u201d\u3002\u5bf9\u4e8e\u8d44\u6df1\u4ece\u4e1a\u8005\uff0c\u5b83\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u8c08\u8d44\u4e0e\u9a8c\u8bc1\uff1b\u5bf9\u4e8e\u5929\u771f\u7684\u6a21\u4eff\u8005\uff0c\u5b83\u53ef\u80fd\u7f16\u7ec7\u4e86\u53e6\u4e00\u91cd\u201c\u6570\u636e\u5e7b\u89c9\u201d\u3002\u771f\u6b63\u7684\u6d1e\u89c1\uff0c\u5728\u4e8e\u7406\u89e3\u6570\u636e\u4e3a\u4f55\u5982\u6b64\uff0c\u800c\u975e\u6570\u636e\u672c\u8eab\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\">What YC Is Really Betting On?<\/span>\n                <\/div>\n<div class=\"comment-content\">What does the average YC company actually look like? I scraped 793 startups and 1,625 founder bios from the last 5 batches to find out. 27 interactive charts covering: which industries are surging, which are dying, what founders have in common, how partners pick companies, hidden themes in descriptions, and the exact statistical profile of a &#8220;default&#8221; YC startup. Some surprises: YC funds direct competitors in the same batch. And every partner has a type. Free. No login<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<\/p>\n<p>I kept hearing &#8220;YC only funds AI wrappers now&#8221; and wanted to check if it&#8217;s actually true. So I scraped every company from the last 5 YC batches.<\/p>\n<p>793 companies. 1,625 founder bios. Every tag, industry, and partner assignment.<\/p>\n<p>Some findings that surprised me:<\/p>\n<p>\ud83d\udd38 Only 15% are thin wrappers &#8211; and it&#8217;s declining<br \/>\n\ud83d\udd38 Deep tech jumped to 29% of the latest batch<br \/>\n\ud83d\udd38 SF startups hire LESS than remote ones<br \/>\n\ud83d\udd38 YC funds near-identical competitors in the same batch &#8211; on purpose<br \/>\n\ud83d\udd38 Each partner has a distinct type (Diana Hu = infra, Garry Tan = contrarian bets)<\/p>\n<p>Built with Python (scraping + NLP analysis) and Chart.js. Single HTML file, no backend.<\/p>\n<p>This is a side project &#8211; not a product, not a startup. Just a weekend rabbit hole that got out of hand.<\/p>\n<p>Would love feedback, what patterns do you find most interesting?<\/p>\n<p>\u2014 Krishna<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>just interested, is there any information on age?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@malac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malac<\/a>&nbsp;Not yet, but I can try to add 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 seriously impressive work. I&#8217;ve been meaning to dig into YC trends like this for a while. <\/p>\n<p>If there&#8217;s any way I can contribute or help, I&#8217;d love to be involved. I&#8217;m especially interested in understanding underlying YC patterns more deeply.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a>&nbsp;Thanks, happy to collaborate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 analysis for YC portfolios! now question is here &#8211; how could my start up successfully break into YC? lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;I&#8217;ve never been to YC, never applied, and I&#8217;m definitely not a consultant.<\/p>\n<p>But if the data says anything, here&#8217;s the formula:<\/p>\n<p>\u2192 Be AI-first (88% of YC companies are) <br \/>\u2192 Sell to businesses, not consumers (66% are B2B) <br \/>\u2192 Have a co-founder (68% are duos) <br \/>\u2192 Don&#8217;t be a wrapper, build something with real technical depth <br \/>\u2192 Pick a boring industry nobody&#8217;s looking at such as construction, insurance, legal <br \/>\u2192 Be in SF (helps but not required)<\/p>\n<p>Good luck! \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@krishnaa_  and be 19 years old<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is interesting to note that almost 70% of the teams are only two-person. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a>&nbsp;Yes and 3+ teams have the highest FAANG rate (32.8%), highest PhD rate (10.2%), most SF-based (62.8%) and they hire the least.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 nice work, interesting insights! What is your definition of &#8220;wrapper&#8221;?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a>, &#8220;wrapper&#8221; means a company whose core product is primarily an application layer on top of a third-party foundation model (OpenAI, Anthropic, etc.) with minimal proprietary AI of its own. Essentially a UI\/UX or workflow around an existing model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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, I will be sharing this with the team, they are trying raise money, some stats will be helpful for them. Thank you for sharing \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Glad you liked it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazingly helpful tool for me while making the first steps with <a href=\"https:\/\/coresight.one\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CoreSight<\/a>. Congrats on the launch and the product! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks \ud83d\ude42 I&#8217;ve been wanting an analysis like this, but never got around to doing it.<\/p>\n<\/p>\n<p>And a sidenote, I&#8217;m not surprised education is at the bottom. Over the past five years, AI has been killing informal education platforms; Udemy, Coursera, Thinkific, etc., have all lost ~85% of their stock price. I&#8217;ve heard universities have been struggling as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matthewvb77\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthewvb77<\/a>&nbsp;Glad it&#8217;s useful! And yeah, the education market&#8217;s been brutal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/2MOCAHPQL7Y7H7\" class=\"app-title\">Toggle for OpenClaw<\/a><\/p>\n<div class=\"one-liner\">Your browser activity, streamed to your agent in real time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ToggleX \u662f\u4e00\u6b3e\u4e3a OpenClaw AI \u667a\u80fd\u4f53\u63d0\u4f9b\u5b9e\u65f6\u6d4f\u89c8\u5668\u6d3b\u52a8\u4e0a\u4e0b\u6587\u7684\u6570\u636e\u6d41\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u4f1a\u8bdd\u534f\u4f5c\u4e2d\u9700\u53cd\u590d\u5411AI\u89e3\u91ca\u5de5\u4f5c\u8fdb\u5ea6\u3001\u5bfc\u81f4\u4fe1\u606f\u6ede\u540e\u548c\u51b3\u7b56\u5931\u51c6\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\/2fa18923-d7f8-4be2-a684-dfc2962139a4.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\/d6f5ed65-3a20-4c08-9ad4-111844d790d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30d73851-a634-44e3-81d6-4f8ff7b037df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7fbfd77-81b1-4d35-b326-0be5b32a4cf1.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\/5eb729dd-1636-40c9-a14b-8bea890cf730.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gs5859hsqqg?si=uDHyZUFea7rW3U_l\"><source src=\"https:\/\/youtu.be\/gs5859hsqqg?si=uDHyZUFea7rW3U_l\" 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\">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\u4e0a\u4e0b\u6587<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6d3b\u52a8\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u6d41<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">OpenClaw\u751f\u6001<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u201c\u8ba9AI\u770b\u5230\u5de5\u4f5c\u5185\u5bb9\u201d\u4ef7\u503c\u5de8\u5927\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u8be2\u95ee\u5177\u4f53\u7528\u4f8b\u3001\u6570\u636e\u5ef6\u8fdf\u548c\u9690\u79c1\u5b89\u5168\u3002\u5f00\u53d1\u8005\u8be6\u7ec6\u56de\u590d\u4e86\u4ea7\u54c1\u5728\u7ad9\u4f1a\u51c6\u5907\u3001\u4f18\u5148\u7ea7\u7ba1\u7406\u7b49\u65b9\u9762\u5e26\u6765\u7684\u5177\u4f53\u6539\u53d8\uff0c\u5e76\u89e3\u91ca\u4e86\u6570\u636e5-7\u5206\u949f\u7684\u66f4\u65b0\u5ef6\u8fdf\u53caSOC 2\u7b49\u9690\u79c1\u5408\u89c4\u63aa\u65bd\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                ToggleX \u7684\u53d1\u5e03\uff0c\u770b\u4f3c\u662f\u4e3a OpenClaw \u667a\u80fd\u4f53\u589e\u52a0\u4e86\u4e00\u4e2a\u201c\u89c6\u89c9\u201d\u63d2\u4ef6\uff0c\u5b9e\u5219\u89e6\u53ca\u4e86\u5f53\u524dAI Agent\u843d\u5730\u7684\u6838\u5fc3\u74f6\u9888\uff1a\u72b6\u6001\u7f3a\u5931\u4e0e\u4fe1\u606f\u5b64\u5c9b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6570\u636e\u6d41\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u7528\u6237\u975e\u7ed3\u6784\u5316\u7684\u3001\u8fde\u7eed\u7684\u6d4f\u89c8\u5668\u6d3b\u52a8\uff0c\u63d0\u70bc\u4e3aAI\u53ef\u5b9e\u65f6\u6d88\u8d39\u7684\u201c\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3aAI\u667a\u80fd\u4f53\u6784\u5efa\u4e86\u4e00\u5957\u6570\u5b57\u4e16\u754c\u7684\u201c\u5de5\u4f5c\u8bb0\u5fc6\u201d\u7cfb\u7edf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u590d\u6742\u7684\u5fc3\u7406\u6216\u610f\u56fe\u89e3\u8bfb\uff0c\u805a\u7126\u4e8e\u201c\u884c\u4e3a\u4fe1\u53f7\u201d\uff08\u4f1a\u8bdd\u3001\u65f6\u957f\u3001\u9879\u76ee\u805a\u7c7b\uff09\u7684\u6355\u6349\u4e0e\u7ed3\u6784\u5316\u3002\u8fd9\u4f7f\u5f97\u667a\u80fd\u4f53\u4ece\u57fa\u4e8e\u9648\u65e7\u3001\u5e7b\u89c9\u4fe1\u606f\u7684\u201c\u731c\u6d4b\u8005\u201d\uff0c\u8f6c\u53d8\u4e3a\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u4e8b\u5b9e\u7684\u201c\u534f\u540c\u8005\u201d\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u7528\u4f8b\u770b\uff0c\u5176\u4ef7\u503c\u5151\u73b0\u4e8e\u5177\u4f53\u573a\u666f\uff1a\u4ece\u88ab\u52a8\u56de\u7b54\u201c\u6211\u6628\u5929\u505a\u4e86\u4ec0\u4e48\u201d\u5230\u4e3b\u52a8\u6c47\u62a5\u201c\u4f60\u6628\u5929\u6df1\u8015\u4e863\u4e2a\u4f1a\u8bdd\uff0c\u9057\u7559\u4e86Z\u95ee\u9898\u201d\uff0c\u51b3\u7b56\u652f\u6301\u4ece\u63d0\u4f9b\u901a\u7528\u6846\u67b6\u5230\u57fa\u4e8e\u5b9e\u9645\u9879\u76ee\u963b\u585e\u65f6\u957f\u7ed9\u51fa\u5177\u4f53\u5efa\u8bae\u3002\u8fd9\u6807\u5fd7\u7740AI\u534f\u4f5c\u4ece\u201c\u95ee\u7b54\u5f0f\u201d\u5411\u201c\u72b6\u6001\u611f\u77e5\u5f0f\u201d\u7684\u8303\u5f0f\u6f14\u8fdb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u524d\u666f\u4e0e\u6311\u6218\u540c\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u5b83\u6df1\u5ea6\u6346\u7ed1\u4e8e OpenClaw \u751f\u6001\uff0c\u5e02\u573a\u5929\u82b1\u677f\u53d7\u9650\uff0c\u662f\u6210\u4e3a\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u8fd8\u662f\u5c0f\u4f17\u5de5\u5177\uff0c\u53d6\u51b3\u4e8eOpenClaw\u81ea\u8eab\u7684\u589e\u957f\u3002\u5176\u6b21\uff0c\u5b9e\u65f6\u8ffd\u8e2a\u6d4f\u89c8\u5668\u6d3b\u52a8\u662f\u201c\u9690\u79c1\u96f7\u533a\u201d\uff0c\u5c3d\u7ba1\u56e2\u961f\u5f3a\u8c03SOC 2\u5408\u89c4\u4e0e\u9690\u79c1\u4f18\u5148\uff0c\u4f46\u7528\u6237\u5bf9\u6570\u636e\u6240\u6709\u6743\u548c\u4f7f\u7528\u7684\u7591\u8651\uff08\u5982\u96f6\u8d5e\u8bc4\u8bba\u6240\u793a\uff09\u5c06\u662f\u589e\u957f\u7684\u6700\u5927\u963b\u529b\u3002\u6700\u540e\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5176\u7ed3\u6784\u5316\u7684\u201c\u4e0a\u4e0b\u6587\u201d\u80fd\u5426\u50ac\u751f\u51fa\u8d85\u8d8a\u4fe1\u606f\u540c\u6b65\u7684\u3001\u771f\u6b63\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\u91cd\u6784\uff0c\u4f8b\u5982\u5176\u63d0\u5230\u7684\u201c\u81ea\u52a8\u5316\u53d1\u73b0\u201d\u3002\u82e5\u4ec5\u505c\u7559\u5728\u66f4\u7cbe\u51c6\u7684\u6c47\u62a5\uff0c\u5219\u5176\u9644\u52a0\u503c\u6709\u9650\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4e4b\uff0cToggleX \u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u8865\u76f2\u201d\u624b\u672f\uff0c\u89e3\u51b3\u4e86AI Agent\u9886\u57df\u4e00\u4e2a\u771f\u5b9e\u3001\u7ec6\u5fae\u5374\u5173\u952e\u7684\u201c\u5931\u660e\u201d\u95ee\u9898\u3002\u5b83\u4e0d\u521b\u9020\u65b0\u667a\u80fd\uff0c\u800c\u662f\u8ba9\u73b0\u6709\u667a\u80fd\u53d8\u5f97\u66f4\u201c\u77e5\u60c5\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u9a8c\u8bc1\u201c\u4e13\u7528\u4e0a\u4e0b\u6587\u5c42\u201d\u4f5c\u4e3aAI Agent\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u8fd9\u4e00\u547d\u9898\u7684\u53ef\u884c\u6027\uff0c\u4f46\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u751f\u6001\u7ed1\u5b9a\u5f3a\u5ea6\u4e0e\u7528\u6237\u9690\u79c1\u4fe1\u4efb\u7684\u5efa\u7acb\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\">Toggle for OpenClaw<\/span>\n                <\/div>\n<div class=\"comment-content\">The context layer for OpenClaw. Your AI agent finally knows what you&#8217;ve been working on. ToggleX streams structured work context from your browser to your agent \u2014 projects, sessions, decisions, intent. Same agent, same prompt, completely different output. No more re-explaining yourself. No stale estimates. Your Claw starts every session knowing exactly where you left off. 5 min setup. 30-day free trial. No card required. Use promo code.<\/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 \u2014 Joe (@rolodexter), Aleks, and Matt (@matias_papaleo) here, and we made ToggleX.<\/p>\n<p>We built this because we kept watching @OpenClaw agents give stale, hallucinated recaps of actual work. The agent wasn&#8217;t dumb \u2014 it was blind. No visibility into what had actually happened across sessions.<\/p>\n<p>ToggleX fixes that. It streams real browser sessions into your agent as structured context \u2014 projects, focus scores, context switches. Your Claw stops guessing and starts knowing.<\/p>\n<p>The moment it clicked for us: the agent came back with &#8220;594 minutes tracked, 519 min work, 75 min breaks \u2014 here&#8217;s exactly what I can&#8217;t confirm without the API key being set.&#8221; It knew its own data limits. That&#8217;s when we knew this was real.<\/p>\n<p>Happy to answer anything \u2014 especially from OpenClaw users already running always-on setups. That&#8217;s exactly who we built this for.<\/p>\n<p>PS One more thing worth mentioning \u2014 ToggleX is built by GLIK AI, a privacy-first AI research lab. We&#8217;re SOC 2 Type 2 in progress, working with Vanta for continuous compliance monitoring. Real-time security posture publicly visible here: <a href=\"https:\/\/app.vanta.com\/rivalz.ai\/trust\/8ye1fzqonaxfgotf2l6xr2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.vanta.com\/rivalz.ai\/trust\/8ye1fzqonaxfgotf2l6xr2<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you guys will crush 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you give some examples as to had it behaves differently with this new data?<\/div>\n<div class=\"comment-actions\">\n<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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a>&nbsp;Sure \u2014 here are three concrete ones:<\/p>\n<ol>\n<li>\n<p>Standup prep: Without ToggleX, ask your Claw &#8220;what did I do yesterday?&#8221; and it asks you to explain. With ToggleX, it tells you: &#8220;3 deep work sessions, 4.8h total, you shipped X, reviewed Y, left Z open&#8221; \u2014 ready to paste.<\/p>\n<\/li>\n<li>\n<p>Priority management: Without context, your agent gives you a generic framework. With ToggleX, it knows the landing page deploy has been stalled for 2 days and the Kalshi integration has an open bug mid-flow \u2014 so it tells you which to close first and why.<\/p>\n<\/li>\n<li>\n<p>Automation discovery: Because ToggleX builds a history of your actual behavior, you can ask &#8220;what repetitive stuff am I doing that you could automate?&#8221; and your agent finds real patterns \u2014 like noticing you manually copy GitHub PR comments into Notion every morning and proposing a pipeline to do it for you.<\/p>\n<\/li>\n<\/ol>\n<p><strong>The common thread<\/strong>: the agent stops asking you for context and starts working from verified state. We\u2019ve got real production screenshots here if you want to see it: <a href=\"https:\/\/buff.ly\/SldvSLX\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/SldvSLX<\/a><\/p>\n<p>\ud83d\udcac Join the beta group: <a href=\"https:\/\/buff.ly\/MPI2hbm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/MPI2hbm<\/a><\/p>\n<p>\ud83d\udd27 ClawHub skill: <a href=\"https:\/\/buff.ly\/M5gJJ5v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/M5gJJ5v<\/a><\/p>\n<p>\ud83c\udf10 Landing page: <a href=\"https:\/\/buff.ly\/bjvycfA\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/bjvycfA<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a>&nbsp;just Openclaw seeing what i&#8217;m working on is already massive, just tested it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What&#8217;s the lag behind data consumption by the extension and delivery to the agent? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aidun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidun<\/a>&nbsp;Data is collected and sent every 5 minutes, with 1-2 minutes to process. Your agent has fresh, structured context within 5-7 minutes of any activity. <br \/>For an always-on context layer, that&#8217;s a pretty tight loop.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome, how well does it understand what i do during the day? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@frertommy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frertommy<\/a>&nbsp;Great question. It doesn\u2019t \u201cinterpret\u201d you psychologically \u2014 it sees structured browser signals in real time (sessions, time spent, context switches, project clusters) and builds a behavioral baseline from that.<\/p>\n<\/p>\n<p>So instead of guessing, your agent can reference what actually happened during the day. Same prompt, same model \u2014 just grounded in live data. If you\u2019re curious, we\u2019ve got real production screenshots here:<br \/><a href=\"https:\/\/buff.ly\/SldvSLX\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/SldvSLX<\/a><\/p>\n<p>And we\u2019re running a small beta group for OpenClaw users here if you want to poke around or ask deeper questions:<br \/><a href=\"https:\/\/buff.ly\/MPI2hbm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/buff.ly\/MPI2hbm<\/a><\/p>\n<p>Would love to have you in there. \ud83d\ude4f\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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea but I\u2019m worried about the privacy aspect.  What do you do for privacy concerns?  Who owns my data? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/CKDHH7J5YE6QSG\" class=\"app-title\">Bazaar V4<\/a><\/p>\n<div class=\"one-liner\">AI motion graphics and video generator <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eAI\u7684\u667a\u80fd\u89c6\u9891\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u8f93\u5165\u7f51\u7ad9\u94fe\u63a5\u6216\u622a\u56fe\uff0c\u80fd\u81ea\u52a8\u751f\u6210\u7cbe\u51c6\u3001\u4e13\u4e1a\u7684\u8f6f\u4ef6\u6f14\u793a\u548c\u4ea7\u54c1\u53d1\u5e03\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u521d\u521b\u516c\u53f8\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\u5236\u4f5c\u9ad8\u8d28\u91cf\u8425\u9500\u5185\u5bb9\u8017\u65f6\u3001\u6602\u8d35\u4e14\u6280\u672f\u95e8\u69db\u9ad8\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\/f1f3ca9c-88ea-43cc-b34e-2691e438cad3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e196e023-1a1c-4728-a395-134d871d142d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5be9132-6f4a-43b2-a908-1dadf13fabf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddd00af6-17af-4516-b0dd-75c4e280a758.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25dcc811-038c-4380-9287-1505ca3fd833.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\/fa7d3054-8bb9-4000-bf27-f98784a0e77a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9b9Wl4yJH7o\"><source src=\"https:\/\/youtu.be\/9b9Wl4yJH7o\" 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\">Tech<\/span><br \/>\n            <span class=\"tag\">Video<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u6f14\u793a\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u5185\u5bb9\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">Remotion\u6846\u67b6<\/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\u5927\u91cf\u89c6\u9891\u5236\u4f5c\u65f6\u95f4\uff0c\u6548\u679c\u751a\u81f3\u4f18\u4e8e\u624b\u52a8\u5236\u4f5c\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u5176\u5ba3\u4f20\u89c6\u9891\u5373\u7531\u4ea7\u54c1\u81ea\u8eab\u751f\u6210\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u9a8c\u8bc1\u4ea7\u54c1\u81ea\u8eab\u6f14\u793a\u89c6\u9891\u662f\u5426\u7531AI\u751f\u6210\uff0c\u4ee5\u53ca\u5bfb\u6c42\u66f4\u5177\u4f53\u7684\u521b\u4f5c\u6848\u4f8b\u3002\u793e\u533a\u53cd\u9988\u88ab\u5f3a\u8c03\u4e3a\u4ea7\u54c1\u8fed\u4ee3\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Bazaar V4\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u53c8\u4e00\u4e2aAI\u89c6\u9891\u751f\u6210\u5de5\u5177\u7684\u8fed\u4ee3\uff0c\u4f46\u5176\u5185\u6838\u63ed\u793a\u4e86\u4e00\u6761\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\uff1a\u91cd\u5ea6\u5782\u76f4\u4e0e\u793e\u533a\u9a71\u52a8\u7684\u201c\u667a\u80fd\u4f53\u5316\u201d\u6539\u9020\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6cdb\u5316\u7684\u201cAI\u751f\u6210\u89c6\u9891\u201d\uff0c\u800c\u5728\u4e8e\u5176\u6781\u5ea6\u805a\u7126\u7684\u9886\u57df\u2014\u2014\u8f6f\u4ef6\u6f14\u793a\u89c6\u9891\u3002\u901a\u8fc7\u57fa\u4e8e3\u4e07\u4e2a\u8f6f\u4ef6\u6f14\u793a\u89c6\u9891\u8fdb\u884c\u5fae\u8c03\uff0c\u5b83\u5b9e\u8d28\u4e0a\u6784\u5efa\u4e86\u4e00\u4e2a\u5782\u76f4\u9886\u57df\u7684\u201c\u52a8\u4f5c\u5e93\u201d\u548c\u201c\u8f6c\u573a\u903b\u8f91\u77e5\u8bc6\u5e93\u201d\uff0c\u8fd9\u4f7f\u5176\u751f\u6210\u7684UI\u52a8\u753b\u548c\u6d41\u7a0b\u6f14\u793a\u5177\u5907\u4e86\u4e13\u4e1a\u9aa8\u67b6\uff0c\u907f\u514d\u4e86\u901a\u7528AI\u5de5\u5177\u5728\u4e1a\u52a1\u903b\u8f91\u8868\u8fbe\u4e0a\u7684\u201c\u7a7a\u6d1e\u611f\u201d\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u6280\u672f\u521b\u59cb\u4eba\/\u4ea7\u54c1\u7ecf\u7406\u201c\u60f3\u6cd5\u96be\u4ee5\u89c6\u89c9\u5316\u3001\u5916\u5305\u6210\u672c\u9ad8\u3001\u81ea\u5236\u4f5c\u8017\u65f6\u957f\u201d\u7684\u4e09\u91cd\u75db\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u201c\u667a\u80fd\u4f53\u7f16\u8f91\u201d\u7684\u5b9a\u4f4d\u3002\u8fd9\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u5c06\u4ea7\u54c1\u4ece\u201c\u6a21\u677f\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u534f\u4f5c\u4f19\u4f34\u201d\u3002\u7528\u6237\u4ece\u624b\u52a8\u62d6\u62fd\u65f6\u95f4\u8f74\uff0c\u8f6c\u53d8\u4e3a\u7528\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u9a71\u52a8\u4e00\u4e2a\u7406\u89e3\u8f6f\u4ef6\u6f14\u793a\u8303\u5f0f\u7684\u667a\u80fd\u4f53\u8fdb\u884c\u521b\u4f5c\u3002\u8fd9\u964d\u4f4e\u4e86\u64cd\u4f5c\u95e8\u69db\uff0c\u4f46\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u901a\u8fc7\u5c01\u88c5\u4e13\u4e1a\u5de5\u4f5c\u6d41\uff0c\u786e\u4fdd\u4e86\u8f93\u51fa\u7269\u7684\u57fa\u7840\u8d28\u91cf\u4e0b\u9650\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u201c\u793e\u533a8000\u4eba\u5171\u521b3\u4e07\u4e2a\u89c6\u9891\u201d\u662f\u4ea7\u54c1\u6700\u575a\u5b9e\u7684\u62a4\u57ce\u6cb3\u3002\u8fd9\u4e9b\u6570\u636e\u4e0d\u4ec5\u662f\u8bad\u7ec3\u71c3\u6599\uff0c\u66f4\u662f\u9700\u6c42\u63a2\u6d4b\u4eea\u3002\u8fd9\u4f7f\u5f97V4\u7684\u66f4\u65b0\u4e0d\u662f\u95ed\u95e8\u9020\u8f66\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u771f\u5b9e\u3001\u9ad8\u9891\u75db\u70b9\u7684\u54cd\u5e94\u3002\u521b\u59cb\u4eba\u900f\u9732\u7684CLI\uff08\u547d\u4ee4\u884c\u63a5\u53e3\uff09\u548cAPI\u91ce\u5fc3\uff0c\u5219\u6697\u793a\u5176\u6218\u7565\u4e0d\u6b62\u4e8eC\u7aef\u7528\u6237\uff0c\u66f4\u610f\u5728\u6210\u4e3a\u4e0b\u4e00\u4ee3\u5e94\u7528\u5185\u89c6\u9891\u751f\u6210\u548c\u81ea\u52a8\u5316\u8425\u9500\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5782\u76f4\u9886\u57df\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\u3002\u5176\u80fd\u529b\u8fb9\u754c\u80fd\u5426\u5411\u66f4\u5e7f\u6cdb\u7684\u89e3\u91ca\u6027\u89c6\u9891\u6216\u53d9\u4e8b\u6027\u5185\u5bb9\u62d3\u5c55\uff1f\u9762\u5bf9\u5de8\u5934\u65d7\u4e0b\u901a\u7528\u89c6\u9891AI\u5de5\u5177\u7684\u964d\u7ef4\u6253\u51fb\uff0c\u5176\u4e13\u4e1a\u6df1\u5ea6\u662f\u5426\u80fd\u6301\u7eed\u6784\u6210\u58c1\u5792\uff1f\u6b64\u5916\uff0c\u201c\u667a\u80fd\u4f53\u201d\u7684\u53ef\u9760\u6027\u3001\u521b\u610f\u7684\u53ef\u63a7\u6027\uff0c\u4ecd\u662f\u6240\u6709AIGC\u5de5\u5177\u9700\u8981\u6301\u7eed\u81ea\u8bc1\u7684\u547d\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cBazaar V4\u5c55\u793a\u4e86\u4e00\u6761\u5728AI\u7ea2\u6d77\u4e2d\u751f\u5b58\u7684\u660e\u667a\u7b56\u7565\uff1a\u653e\u5f03\u5927\u800c\u5168\u7684\u5e7b\u60f3\uff0c\u6df1\u8015\u4e00\u4e2a\u5229\u6da6\u4e30\u539a\u4e14\u9700\u6c42\u5177\u4f53\u7684\u573a\u666f\uff0c\u5e76\u7528\u793e\u533a\u548c\u667a\u80fd\u4f53\u6784\u5efa\u53cc\u91cd\u58c1\u5792\u3002\u5b83\u4e0d\u662f\u8981\u53d6\u4ee3\u6240\u6709\u89c6\u9891\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u65e8\u5728\u8ba9\u8f6f\u4ef6\u4ea7\u54c1\u7684\u201c\u81ea\u6211\u4ecb\u7ecd\u201d\u53d8\u5f97\u50cf\u751f\u6210\u622a\u56fe\u4e00\u6837\u7b80\u5355\u3002\u5176\u6210\u8d25\uff0c\u5c06\u9a8c\u8bc1\u201c\u91cd\u5ea6\u5782\u76f4AI\u5e94\u7528\u201d\u7684\u5546\u4e1a\u6f5c\u529b\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Bazaar V4<\/span>\n                <\/div>\n<div class=\"comment-content\">Bazaar is an AI Motion graphic video generator. Today we&#8217;re launching Bazaar Agent, agentic video editor and a full creative suite of Gen-AI tools. Built with Remotion at it&#8217;s core and fine-tuned on over 30,000 software demo videos, Bazaar makes it easy to create animated software demo videos.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was a bit skeptical going into this but it generated a pretty nice vid for Product Hunt! <\/p>\n<p><a href=\"https:\/\/imgur.com\/a\/product-hunt-brand-vidoe-created-with-bazaar-gsqAnAU\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/imgur.com\/a\/product-hunt-brand-vidoe-created-with-bazaar-gsqAnAU<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a>&nbsp;, appreciate you trying it out. Do you have a link to what you created? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 Hunters, Jack here &#8211; co-founder of Bazaar.it<\/p>\n<p>We built Bazaar because we needed an easy way to create launch videos for the apps we were building.<\/p>\n<p>You shouldn\u2019t need to spend thousands or wait weeks for a motion designer just to explain what your product does. AI should handle that.<\/p>\n<p>So we built an AI video generator focused on creating accurate software product launch videos \u2014 recreating and animating your actual website or app.<\/p>\n<p>Would love to hear what you think and see what you create.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is a huge pain point for someone like myself who is more of a technical founder but needs to create content. <\/p>\n<p>Did you create your promo video (slide one) with the product? <\/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\/@joey_calamari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joey_calamari<\/a>&nbsp;Yep, 100% created with Bazaar. I actually added the full video as a template so you can go in and remix it into your own launch video<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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&#8217;ve been using Bazaar for my micro Saas startup and freakin love it.  Videos that used to take days of tedious editing are now done in minutes, and sometimes they are even better than what I can produce manually.  I have a million things to do for my business and the last thing I want is to be burning hours to make crappy motion graphics.  Bazaar is saving me tons of time that I can put onto more important things and it helps keep the momentum going instead of hitting the wall and getting frustrated on a long edit.  <\/p>\n<p>I met Jack and Markus randomly on a beach in the Philippines and they are definitely visionaries living in the future.  I think they have created something really special with Bazaar and I can&#8217;t wait to see where it goes.  Incredible work guys!<\/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>Did you create your demo video with Bazaar? It looks really amazing !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I&#8217;m Markus. CTO of bazaar.<\/p>\n<p><\/p>\n<p>first off, I wanna upvote the bazaar community. 8,000 people making videos, breaking things, telling us what sucks, and somehow sticking around anyway. you guys made 30,000+ videos on this thing. v4 wouldn&#8217;t exist without that.<\/p>\n<p><\/p>\n<p>So what is v4? We took everything we learned from those 30,000 videos and built a new agent around it. <\/p>\n<p>Paste a link, upload a screenshot of your UI, and just tell it what you want. product demos, animations, explainers, whatever. <\/p>\n<p>multi-track timeline, voiceover, the whole thing. it actually works now!<\/p>\n<p><\/p>\n<p>Tons of people are building in this space right now, But we think Bazaar is the best way to go from idea to finished motion graphics. 9 months of community feedback baked into everything.<\/p>\n<p><\/p>\n<p>oh, and the community asked for an API, so we shipped a CLI. Agents are already making videos with it. But we&#8217;ll save that story for the next launch&#8230;<\/p>\n<p><\/p>\n<p>Try it. roast it. tell us what you love or hate. everyone gets $4 to test it our before you hit the paywall. <\/p>\n<\/p>\n<p>We&#8217;re here all day. (we&#8217;re actually in the philippines right now.. timezone is rough but the cappuccinos are cheap so)<\/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>keep making great products like these!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Markus and Jack you guys are incredible! V4 is an insane step up, this upgrade is next level. Awesome work guys! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@flundberg_at_incredible\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flundberg_at_incredible<\/a>&nbsp;Cheers Freddy <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/4WRSHDQR6XLUPX\" class=\"app-title\">Collective OS<\/a><\/p>\n<div class=\"one-liner\">The Al-powered referral network for agencies &#038; consultants<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Collective OS\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u63a8\u8350\u7f51\u7edc\u5e73\u53f0\uff0c\u4e13\u4e3a\u4ee3\u7406\u5546\u3001\u54a8\u8be2\u516c\u53f8\u548c\u521b\u610f\u4eba\u58eb\u8bbe\u8ba1\uff0c\u901a\u8fc7\u667a\u80fd\u5339\u914d\u4e92\u8865\u7684\u5408\u4f5c\u4f19\u4f34\uff0c\u89e3\u51b3\u4ed6\u4eec\u96be\u4ee5\u89c4\u6a21\u5316\u83b7\u53d6\u4f18\u8d28\u4e1a\u52a1\u63a8\u8350\u3001\u65e0\u6cd5\u72ec\u81ea\u627f\u63a5\u5927\u578b\u9879\u76ee\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\/d8984eba-ac26-42d9-835f-b56c5095d7aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e48a9b1-d2f8-4afe-9fdd-fb8496e5f75a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f18d066e-c268-4e98-a325-3a3f253f93ad.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\/3f49f60f-44dd-4e09-907a-3d5f4df74676.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/n86qv3ukvEc?si=dbqT7DRVtvhoB2QP\"><source src=\"https:\/\/youtu.be\/n86qv3ukvEc?si=dbqT7DRVtvhoB2QP\" 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\">Freelance<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5339\u914d\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\u5546\u7f51\u7edc<\/span><br \/>\n            <span class=\"tag\">\u4e1a\u52a1\u63a8\u8350<\/span><br \/>\n            <span class=\"tag\">\u5408\u4f5c\u4f19\u4f34\u53d1\u73b0<\/span><br \/>\n            <span class=\"tag\">\u534f\u540c\u9500\u552e<\/span><br \/>\n            <span class=\"tag\">\u670d\u52a1\u578b\u4f01\u4e1a\u589e\u957f<\/span><br \/>\n            <span class=\"tag\">\u7ebf\u7d22\u5171\u4eab<\/span><br \/>\n            <span class=\"tag\">\u8f7b\u8d44\u4ea7\u6269\u5f20<\/span><br \/>\n            <span class=\"tag\">B2B\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u4eba\u8109\u62d3\u5c55<\/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\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u80fd\u667a\u80fd\u9a8c\u8bc1\u5e76\u586b\u8865\u670d\u52a1\u7f3a\u53e3\u3002\u4e3b\u8981\u53cd\u9988\u662f\u4fc3\u9500\u7801\u521d\u671f\u51fa\u73b0\u6280\u672f\u95ee\u9898\uff0c\u4f46\u56e2\u961f\u5df2\u8fc5\u901f\u4fee\u590d\u3002\u6709\u65e9\u671f\u7528\u6237\u8868\u8fbe\u4e86\u5bf9\u4ea7\u54c1\u548c\u56e2\u961f\u7684\u9ad8\u5ea6\u8d5e\u8d4f\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                Collective OS\u7684\u53d9\u4e8b\u7cbe\u5de7\u5730\u51fb\u4e2d\u4e86\u4e13\u4e1a\u670d\u52a1\u884c\u4e1a\u4e00\u4e2a\u53e4\u8001\u800c\u987d\u56fa\u7684\u75db\u70b9\uff1a\u63a8\u8350\u751f\u610f\u867d\u597d\uff0c\u5374\u9ad8\u5ea6\u4f9d\u8d56\u975e\u7cfb\u7edf\u5316\u7684\u4eba\u8109\u3002\u4ea7\u54c1\u5c06\u201cAI\u5339\u914d\u201d\u4e0e\u201c\u63a8\u8350\u7f51\u7edc\u201d\u7ed3\u5408\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u5c06\u4e00\u79cd\u975e\u6807\u3001\u4fe1\u4efb\u9a71\u52a8\u7684\u7ebf\u4e0b\u884c\u4e3a\uff08\u201c\u6211\u7ed9\u4f60\u4ecb\u7ecd\u4e2a\u6d3b\u201d\uff09\u8fdb\u884c\u6807\u51c6\u5316\u3001\u89c4\u6a21\u5316\u7684\u7ebf\u4e0a\u91cd\u6784\u3002\u5176\u5ba3\u79f0\u76841800\u4e07\u7f8e\u5143\u4fc3\u6210\u4ea4\u6613\u989d\u548c90\u5929\u518570%\u516c\u53f8\u83b7\u5f97\u65b0\u673a\u4f1a\u7684\u6570\u636e\uff0c\u662f\u65e9\u671f\u5e02\u573a\u9a8c\u8bc1\u7684\u6709\u529b\u4f50\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u5339\u914d\u201d\u3002\u9996\u5148\uff0c\u5e73\u53f0\u7684\u6838\u5fc3\u58c1\u5792\u5e76\u975e\u7b97\u6cd5\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u7f51\u7edc\u6548\u5e94\u548c\u4fe1\u4efb\u6570\u636e\u7684\u79ef\u7d2f\u3002\u5982\u4f55\u786e\u4fdd\u65e9\u671f\u5339\u914d\u7684\u8d28\u91cf\u4ee5\u5f62\u6210\u6b63\u5411\u5faa\u73af\uff0c\u662f\u751f\u6b7b\u7ebf\u3002\u5176\u6b21\uff0c\u5b83\u89e3\u51b3\u7684\u4e0d\u4ec5\u662f\u201c\u627e\u5230\u8c01\u201d\uff0c\u66f4\u662f\u201c\u5982\u4f55\u5408\u4f5c\u201d\u3002\u5e73\u53f0\u9700\u6df1\u5ea6\u4ecb\u5165\u5408\u4f5c\u6d41\u7a0b\uff08\u5982\u5206\u6da6\u673a\u5236\u3001\u8d23\u4efb\u754c\u5b9a\uff09\uff0c\u5426\u5219\u53ef\u80fd\u53ea\u505c\u7559\u5728\u201c\u667a\u80fd\u901a\u8baf\u5f55\u201d\u5c42\u9762\u3002\u6700\u540e\uff0c\u5176\u201c\u4e0d\u52a0\u4eba\u5373\u589e\u957f\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\u5bf9\u4e2d\u5c0f\u578b\u516c\u53f8\u6781\u5177\u8bf1\u60d1\uff0c\u4f46\u8fd9\u53ef\u80fd\u89e6\u52a8\u5927\u578b\u5168\u80fd\u578b\u4ee3\u7406\u5546\u7684\u86cb\u7cd5\uff0c\u672a\u6765\u6216\u5c06\u9762\u4e34\u540e\u8005\u7684\u7ade\u4e89\u6216\u5c01\u5835\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u76f4\u63a5\u7ade\u4e89\uff08\u5982\u62db\u8058\u5e73\u53f0\u3001\u9879\u76ee\u5916\u5305\u5e02\u573a\uff09\uff0c\u9009\u62e9\u4e86\u4e00\u4e2a\u7ec6\u5206\u67a2\u7ebd\u4f4d\u7f6e\u3002\u82e5\u5176\u80fd\u6301\u7eed\u63d0\u5347\u5339\u914d\u7cbe\u5ea6\uff0c\u5e76\u6784\u5efa\u8d77\u7262\u56fa\u7684\u534f\u4f5c\u4e0e\u4fe1\u4efb\u6846\u67b6\uff0c\u5b83\u6709\u671b\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u670d\u52a1\u884c\u4e1a\u7684\u65b0\u578b\u57fa\u7840\u8bbe\u65bd\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e13\u4e1a\u670d\u52a1\u516c\u53f8\u7684\u8fb9\u754c\u4e0e\u589e\u957f\u6a21\u5f0f\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u8fc5\u901f\u6269\u5f20\u7f51\u7edc\u5bc6\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u6bd4\u5355\u7eaf\u4f18\u5316AI\u66f4\u4e3a\u6025\u8feb\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\">Collective OS<\/span>\n                <\/div>\n<div class=\"comment-content\">AI matchmaking for agencies, consultants, and creatives. Find complementary partners, share deal flow, and co-pitch bigger projects together. Referrals already drive the majority of revenue. Collective OS makes them scalable by surfacing the right partners based on expertise, industry, and growth trajectory so you can grow together without adding headcount. $5M+ in deal flow facilitated in last 18 months across thousands of matches. 70% of firms see new opportunities within 90 days.<\/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>Jason here, co-founder and CEO of Collective OS &#8211; the AI-powered matchmaking platform that helps agencies, consulting firms and freelancers generate new deal flow through strategic partnerships.<\/p>\n<p>The backstory: My co-founder and I spent years in the agency and consulting world watching the same problem play out. Referrals had become so core to our businesses, yet there was no platform that let me easily build new referral partners, or get the most from my existing ones. <\/p>\n<p>Meanwhile, the old playbook for growing a services business (cold outreach &amp; paid ads) was getting less effective by the day.<\/p>\n<\/p>\n<p><em>There had to be a better way.<\/em><\/p>\n<p>For the last 2 years, we worked hand in hand with hundreds of users and prospective users to build a different approach &#8211; one that felt more human, and that helped me maximize the things that were actually working &#8211; referrals.<\/p>\n<\/p>\n<p><strong>Enter&#8230; Collective OS<\/strong> &#8211; the AI referral network for agencies and consultants to match with complementary partners to co-sell and refer each other into their respective clients.<\/p>\n<p>Our AI analyzes each firm and consultant&#8217;s expertise, industry, past clients, case studies and growth goals, then surfaces complementary, vetted partners you&#8217;d never find on your own.<\/p>\n<\/p>\n<p>In the last year alone, we&#8217;ve already facilitated $5M+ in shared deal flow across our early network, along with thousands of matches.<\/p>\n<\/p>\n<p>Our users have told us that they love the platform because it gives them the ability to &#8220;say yes to more revenue&#8221; without the overhead of hiring or becoming full-service themselves.<\/p>\n<p>Award winning independent agencies like <em>Laughlin Constable, Fuse Create, Moroch, Power Digital, Tinuiti, and Stoltz Marketing Group<\/em> are already on the platform partnering in ways they couldn&#8217;t before. Not to mention another thousand firms and consultants from around the world who are discovering new partners every day.<\/p>\n<p>It&#8217;s completely free to sign up and start getting matched. No credit card, no catch. For firms that want to go deeper, our Pro tier unlocks better AI, more matches, more opportunities, unlimited messaging, and search.<\/p>\n<p>\ud83c\udf81 For the PH community: Use code <em>PRODUCTHUNT<\/em> at signup to get a free month of Pro on us.<\/p>\n<p>We built this for the independent firm that&#8217;s tired of outdated channels to drive new business, or leaving money on the table because they didn&#8217;t have the right partner at the right time. <\/p>\n<p>If that sounds like you, we&#8217;d love for you to check it out.<\/p>\n<p>We&#8217;re a small but mighty team, and we take our user feedback very seriously. Anything you share with us will get added to the roadmap, so we want to hear from you.<\/p>\n<p>Drop your thoughts below \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>11<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea! <\/p>\n<p>The promo code doesn&#8217;t work for a free month, unfortunately. Looking forward to checking this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jgrowthhack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jgrowthhack<\/a>&nbsp;this has been fixed!  Sorry about that.  You should be good to go with your first month free.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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 smart concept to shift the way agencies like mine identify verified partners who can fill our service gaps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nicole_brief_curro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicole_brief_curro<\/a>&nbsp;\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great app. thanks a lot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andreistoica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreistoica<\/a>&nbsp;thanks Andrei \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been one of the first customers and still am. It\u2019s a fantastic product and team. Congrats <a href=\"https:\/\/www.producthunt.com\/@jason_flack1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jason_flack1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_flack1<\/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\/@dberkowitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dberkowitz<\/a>&nbsp;\ud83d\udcaa\ud83d\udcaa\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/J77DJJNH7LRPZL\" class=\"app-title\">Just The Article Please<\/a><\/p>\n<div class=\"one-liner\">A simple article reader for the web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6781\u7b80\u7f51\u9875\u6587\u7ae0\u9605\u8bfb\u5668\uff0c\u901a\u8fc7\u5728\u539f\u6587\u7f51\u5740\u524d\u6dfb\u52a0\u7279\u5b9a\u57df\u540d\uff0c\u53ef\u4e00\u952e\u53bb\u9664\u5e7f\u544a\u3001\u5f39\u7a97\u7b49\u5e72\u6270\u5143\u7d20\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5e72\u51c0\u3001\u4e13\u6ce8\u7684\u9605\u8bfb\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u7f51\u9875\u73af\u5883\u4e2d\u96be\u4ee5\u6c89\u6d78\u5f0f\u9605\u8bfb\u957f\u6587\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\/355f2668-75de-47c5-9659-61bc03867d4a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lRzNJc8q9C4\"><source src=\"https:\/\/youtu.be\/lRzNJc8q9C4\" 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\/7ddc1d5f-5e5a-49b6-b98a-4bc859ea1bb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1c3adf0-6ede-4f1b-925f-e2a78ad81fa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c25436d-9985-4296-9e95-8024e46a1bd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cac6c00-d5d2-40f3-a41b-d2a8e279237b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed9656a3-fa02-4d97-85ff-a74891fa69f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a49e5df6-1d12-427e-a657-d1444f2217ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Web App<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">News<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6587\u7ae0\u9605\u8bfb\u5668<\/span><br \/>\n            <span class=\"tag\">\u9605\u8bfb\u6a21\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u5e7f\u544a\u5c4f\u853d<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u63d0\u53d6<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u51c0\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\u8d5e\u8d4f\u5176\u53bb\u9664\u5e7f\u544a\u4e0e\u9875\u9762\u566a\u97f3\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5bf9\u957f\u6587\u9605\u8bfb\u8005\u975e\u5e38\u5b9e\u7528\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a1. \u79fb\u52a8\u7aef\u4f7f\u7528\u9700\u624b\u52a8\u8f93\u5165\u524d\u7f00\uff0c\u4f53\u9a8c\u53ef\u4f18\u5316\uff1b2. \u5185\u5bb9\u63d0\u53d6\u8d28\u91cf\u56e0\u7f51\u7ad9\u800c\u5f02\uff0c\u5b58\u5728\u56fe\u7247\u65e0\u6cd5\u663e\u793a\u6216\u7ad9\u70b9\u88ab\u5c4f\u853d\u7684\u60c5\u51b5\uff1b3. \u5f00\u53d1\u8005\u900f\u9732\u5176\u4f7f\u7528Mozilla Readability\u5e93\uff0c\u5728\u7b80\u5355\u6027\u4e0e\u53ef\u9760\u6027\u95f4\u6743\u8861\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                \u201cJust The Article Please\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u524d\u7aef\u5305\u88c5\u5668\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u201c\u9605\u8bfb\u6a21\u5f0f\u201d\u8fd9\u4e00\u53e4\u8001\u9700\u6c42\u7684\u6781\u81f4\u7b80\u5316\u4e0e\u573a\u666f\u5316\u5c01\u88c5\u3002\u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5f00\u53d1\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u590d\u6742\u6027\uff0c\u901a\u8fc7URL\u524d\u7f00\u8fd9\u4e00\u8fd1\u4e4e\u201c\u539f\u59cb\u201d\u7684\u65b9\u5f0f\uff0c\u5b9e\u73b0\u4e86\u8de8\u5e73\u53f0\u3001\u514d\u5b89\u88c5\u7684\u5feb\u901f\u8c03\u7528\uff0c\u8fd9\u662f\u5176\u6700\u5927\u7684\u5b9e\u7528\u4e3b\u4e49\u4eae\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u79cd\u8f7b\u91cf\u5316\u4e5f\u76f4\u63a5\u5e26\u6765\u4e86\u5176\u5929\u82b1\u677f\u3002\u4f9d\u8d56Mozilla Readability\u5e93\u610f\u5473\u7740\u5176\u5185\u5bb9\u63d0\u53d6\u80fd\u529b\u7684\u4e0a\u9650\u548c\u6ce2\u52a8\u6027\u65e9\u5df2\u6ce8\u5b9a\uff0c\u9762\u5bf9\u53cd\u722c\u7b56\u7565\u4e25\u683c\u7684\u73b0\u4ee3\u5a92\u4f53\u7f51\u7ad9\uff0c\u5176\u201c\u5931\u6548\u201d\u662f\u5e38\u6001\u800c\u975e\u4f8b\u5916\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u56fe\u7247\u7f3a\u5931\u3001\u7ad9\u70b9\u652f\u6301\u7684\u7591\u95ee\uff0c\u6b63\u662f\u8fd9\u4e00\u5e95\u5c42\u4f9d\u8d56\u5c40\u9650\u6027\u7684\u76f4\u63a5\u4f53\u73b0\u3002\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u8bc1\u660e\u4e86\u7528\u6237\u5bf9\u7eaf\u51c0\u9605\u8bfb\u7684\u5f3a\u70c8\u6e34\u671b\uff0c\u4f46\u5176\u6280\u672f\u6df1\u5ea6\u4e0d\u8db3\u4ee5\u6784\u6210\u575a\u56fa\u7684\u58c1\u5792\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u542f\u793a\u5728\u4e8e\u5bf9\u7528\u6237\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u5fc3\u7406\u7684\u7cbe\u51c6\u628a\u63e1\uff1a\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u9700\u590d\u6742\u64cd\u4f5c\uff0c\u4e00\u4e2a\u7b80\u5355\u7684URL\u6539\u9020\u5373\u5e26\u6765\u77ac\u95f4\u7684\u5b81\u9759\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e86\u5176\u5546\u4e1a\u5316\u548c\u53ef\u6301\u7eed\u6027\u7684\u5c16\u9510\u95ee\u9898\u2014\u2014\u5f53\u4e3b\u6d41\u6d4f\u89c8\u5668\u5747\u5df2\u5185\u7f6e\u9605\u8bfb\u6a21\u5f0f\uff0c\u4e14\u62e5\u6709\u66f4\u5f3a\u5927\u7684\u53cd\u5e7f\u544a\u62e6\u622a\u5bf9\u6297\u80fd\u529b\u65f6\uff0c\u8fd9\u6b3e\u5de5\u5177\u7684\u957f\u8fdc\u4ef7\u503c\u4f55\u5728\uff1f\u6216\u8bb8\uff0c\u5b83\u7684\u5f52\u5bbf\u662f\u4f5c\u4e3a\u4e00\u9879\u5f00\u6e90\u4ee3\u7801\u6216\u67d0\u4e2a\u5927\u578b\u4ea7\u54c1\u7684\u7075\u611f\u6765\u6e90\uff0c\u800c\u975e\u4e00\u4e2a\u72ec\u7acb\u7684\u5546\u4e1a\u4ea7\u54c1\u3002\u5b83\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51faWeb\u6d4f\u89c8\u4f53\u9a8c\u4e2d\u6301\u7eed\u5b58\u5728\u7684\u75fc\u75be\uff0c\u4f46\u81ea\u8eab\u63d0\u4f9b\u7684\uff0c\u4ecd\u662f\u4e00\u628a\u7565\u663e\u5355\u8584\u7684\u201c\u4e34\u65f6\u201d\u87ba\u4e1d\u5200\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\">Just The Article Please<\/span>\n                <\/div>\n<div class=\"comment-content\">A simple article reader for the web. Read articles without clutter. Add &#8220;justthearticleplease.com\/&#8221; or &#8220;jtap.cc\/&#8221; before an article URL and read in visual peace. Or, if you prefer, visit the site, and enter an article url. Oh, there&#8217;s also a nice &#8220;Copy just the article link&#8221; link so you can share it with friends and colleagues. Enjoy! Readingly, Jonathan Ad-Free<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I wanted a nice clean way to read articles without all the noise and crowding of ads, popup forms asking me to subscribe, ads, flyouts, ads, non-related content, and ads.<\/p>\n<p>So, here it is.<\/p>\n<p>Oh, it doesn&#8217;t work for every media site. But it works for a bunch of them, so that&#8217;s nice.<\/p>\n<p>Thanks for checking it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it out! <\/p>\n<\/p>\n<p>I enjoy reading long form articles! This is definitely something I see using often. <\/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\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a>&nbsp;Awesome! I&#8217;m so glad to hear that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice product mate<\/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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/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>love the idea bro<\/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\/@codewithguillaume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codewithguillaume<\/a>&nbsp;Thank you! Your tutorials have helped me a ton in learning Next.js! \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solve this easily on mobile browsers and you&#8217;re onto a winner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sam_alexander1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_alexander1<\/a>&nbsp;for now, you can type &#8220;jtap.cc\/&#8221; before an article url. That seems to work pretty well on mobile.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good stuff!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeyeeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeyeeh<\/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\">Extraction quality is always a tradeoff\u2014how do you decide which sites and page types to support well, what you do when a site blocks or breaks parsing, and how you balance reliability vs. keeping the product simple?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>&nbsp;I&#8217;m using good ol&#8217; Mozilla Readability for the extraction. I wanted something as simple as possible to get to the content of an article. There are some sites that block it, but it seems to work for most cases. Thanks for checking out the site! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Did I do anything wrong? Because I can see the image. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ef93f78-47e3-4efb-af60-1c5c32347ef2.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Ah yes. You did everything right. In most cases it will show the article images and sometimes they get blocked. Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7MPEGPYYKQICMZ\" class=\"app-title\">Skills for Agents<\/a><\/p>\n<div class=\"one-liner\">One-click AI skills for your business<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u6280\u80fd\u5e02\u573a\uff0c\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u5185\u90e8\u6587\u6863\uff08\u5982SOP\u3001\u6307\u5357\uff09\u5e76\u4e00\u952e\u751f\u6210\u3001\u5b89\u88c5\u53ef\u4f9bClaude\u7b49AI\u667a\u80fd\u4f53\u4f7f\u7528\u7684\u4e13\u5c5e\u6280\u80fd\uff0c\u4e3a\u975e\u6280\u672f\u80cc\u666f\u7684\u5546\u52a1\u4eba\u58eb\u63d0\u4f9b\u4e86\u5373\u63d2\u5373\u7528\u7684AI\u80fd\u529b\u89e3\u51b3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u60f3\u7528AI\u5374\u4e0d\u4f1a\u6784\u5efa\u7684\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6037423c-4af6-4681-9818-451a0281ae34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7df982f1-6db9-4e24-b8cf-81a122a846e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/403fcabd-f809-40cf-8faa-e6c71c2a154e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ade6a332-130b-4f17-b2a3-3ed8f86a5435.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\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6280\u80fd\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u6280\u80fd\u5e93<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">SOP\u6570\u5b57\u5316<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">AI\u5e94\u7528\u5546\u5e97<\/span><br \/>\n            <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4e00\u952e\u5b89\u88c5\u201d\u548c\u201c\u65e0\u9700\u6784\u5efa\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u7cbe\u51c6\u6293\u4f4f\u4e86\u975e\u6280\u672f\u7528\u6237\u7684\u6838\u5fc3\u9700\u6c42\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u62d3\u5c55\u5ba2\u6237\u5165\u804c\u3001\u63d0\u6848\u751f\u6210\u7b49\u5177\u4f53\u6280\u80fd\uff1b\u5173\u6ce8\u5e02\u573a\u589e\u957f\u540e\u7684\u8d28\u91cf\u63a7\u5236\u4e0e\u5ba1\u6838\u673a\u5236\uff08\u662f\u8d70\u5411\u82f9\u679c\u5e94\u7528\u5546\u5e97\u7684\u7cbe\u9009\u6a21\u5f0f\u8fd8\u662f\u5f00\u653e\u751f\u6001\uff09\uff1b\u4ee5\u53ca\u8003\u8651\u5f15\u5165\u7b2c\u4e09\u65b9\u6280\u80fd\u8bc4\u4f30\u4f53\u7cfb\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                \u201cSkills for Agents\u201d\u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5316AI\u6280\u80fd\u5206\u53d1\u7684\u5de5\u5177\u6027\u5e02\u573a\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u5e94\u7528\u5546\u5e97\u201d\u96cf\u5f62\u3002\u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u4e00\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u5927\u6a21\u578b\u80fd\u529b\u867d\u5f3a\uff0c\u4f46\u4e0e\u4f01\u4e1a\u5177\u4f53\u77e5\u8bc6\uff08SOP\u3001\u6307\u5357\uff09\u7ed3\u5408\u7684\u95e8\u69db\u6781\u9ad8\u3002\u5b83\u5c06\u4f01\u4e1a\u79c1\u6709\u6587\u6863\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u6280\u80fd\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5c01\u88c5\u548c\u5546\u54c1\u5316\u201c\u5de5\u4f5c\u6d41\u201d\uff0c\u8ba9AI\u667a\u80fd\u4f53\u4ece\u901a\u624d\u53d8\u4e3a\u4e13\u624d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u6280\u80fd\u8d28\u91cf\u4e0e\u6709\u6548\u6027\u7684\u63a7\u5236\u662f\u547d\u95e8\u3002\u7528\u6237\u4e0a\u4f20\u7684\u6587\u6863\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u751f\u6210\u7684\u6280\u80fd\u662f\u5426\u53ef\u9760\u3001\u5b89\u5168\u3001\u65e0\u504f\u89c1\uff1f\u8fd9\u7edd\u975e\u4e00\u952e\u8f6c\u6362\u6240\u80fd\u4fdd\u8bc1\uff0c\u9700\u8981\u5efa\u7acb\u5f3a\u5927\u7684\u9a8c\u8bc1\u4e0e\u6d4b\u8bd5\u6846\u67b6\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u8d28\u91cf\u63a7\u5236\u201d\u95ee\u9898\u76f4\u6307\u6838\u5fc3\uff1a\u5b83\u672a\u6765\u662f\u8d70\u82f9\u679cApp Store\u7684\u7cbe\u54c1\u5ba1\u6838\u8def\u7ebf\uff0c\u8fd8\u662f\u6548\u4effChrome\u63d2\u4ef6\u7684\u5f00\u653e\u6d77\u6d0b\uff1f\u524d\u8005\u4f53\u9a8c\u597d\u4f46\u589e\u957f\u6162\uff0c\u540e\u8005\u751f\u6001\u7e41\u8363\u5374\u826f\u83a0\u4e0d\u9f50\uff0c\u8fd9\u4e2a\u6218\u7565\u9009\u62e9\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6b63\u5728\u5b9a\u4e49AI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u201c\u683c\u5f0f\u6807\u51c6\u201d\u548c\u201c\u5206\u53d1\u534f\u8bae\u201d\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5e02\u573a\uff0c\u800c\u4f1a\u6210\u4e3a\u8fde\u63a5\u4f01\u4e1a\u77e5\u8bc6\u3001AI\u6a21\u578b\u4e0e\u6700\u7ec8\u4e1a\u52a1\u573a\u666f\u7684\u4e2d\u95f4\u4ef6\u5e73\u53f0\uff0c\u638c\u63e1\u4f4f\u751f\u6001\u7684\u5165\u53e3\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u6280\u80fd\u5e93\u7684\u4e30\u5bcc\u5ea6\u3001\u4e0e\u5404\u7c7b\u667a\u80fd\u4f53\u7684\u517c\u5bb9\u6027\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u7684\u5b89\u5168\u90e8\u7f72\u80fd\u529b\uff0c\u90fd\u662f\u6709\u5f85\u89c2\u5bdf\u7684\u8bd5\u91d1\u77f3\u3002\u5b83\u63d0\u4f9b\u7684\u201c\u6760\u6746\u201d\u5f88\u8bf1\u4eba\uff0c\u4f46\u80fd\u5426\u627f\u53d7\u4f4f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u91cd\u91cf\uff0c\u8fd8\u9700\u65f6\u95f4\u68c0\u9a8c\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Skills for Agents<\/span>\n                <\/div>\n<div class=\"comment-content\">Upload your SOPs, guides, and documentation to instantly generate installable skills for Claude Code and other AI agents.<\/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&#8217;m Tuan, founder of MindPal.<\/p>\n<p>We&#8217;ve been building MindPal to help non-technical business owners, coaches, consultants, agencies run their operations with AI. Over time, we noticed people kept asking: &#8220;Can I just get a skill for X without building it myself?&#8221;<\/p>\n<p>So we built the MindPal Skills Marketplace, a one-click library of pre-built AI skills you can drop straight into your agents. No coding, no configuration, no API wrangling.<\/p>\n<p>Today&#8217;s launch is just the beginning. We&#8217;re actively growing the library and would love your feedback on what skills would make the biggest difference for your business.<br \/>\n\ud83c\udf81 All skills are free to explore, just sign up and install. Would love to hear what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a>&nbsp;The one-click install angle is smart \u2014 most no-code AI tools still make you think too hard before you get value. A marketplace where non-technical users can just browse and drop in skills removes the last friction point. Congrats on the launch Tuan! Would love to see skills around client onboarding and proposal generation \u2014 that&#8217;s where most consultants lose the most time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love this,<a href=\"https:\/\/www.producthunt.com\/@maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a>! Congrats on your launch here in PH.&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>keep crushing it  guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maiquangtuan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a> Love this direction \ud83d\udc4f<\/p>\n<p>The \u201cjust give me the skill without building it\u201d insight is very real. Most non-technical users don\u2019t want flexibility \u2014 they want leverage.<\/p>\n<p>Curious how you\u2019re thinking about quality control as the marketplace grows? Do you see this becoming more curated (like an App Store) or more open (like a plugin ecosystem)?<\/p>\n<p>Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Have you guys considered evaluating your skills? You can look into this with <a href=\"https:\/\/tessl.io\/registry\/skills\/submit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tessl.io\/registry\/skills\/submit<\/a> keen to hear if you find this helpful, and whether you want to add this as part of your review process with your community<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome work! <a href=\"https:\/\/www.producthunt.com\/@maiquangtuan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey that\u2019s a very interesting concept! I will try your product for sure since I am not technical business person and it\u2019s something that brings value to people like me\u2026 it\u2019s been a few times the past months I though something like this would help me improve my work and I am really interested to see what you built..!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/PKJDIFTRMBCGGJ\" class=\"app-title\">Falconer<\/a><\/p>\n<div class=\"one-liner\">The source of truth for knowledge, context, and docs.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Falconer\u662f\u4e00\u6b3e\u4e3a\u9ad8\u901f\u53d1\u5c55\u7684\u5de5\u7a0b\u56e2\u961f\u6253\u9020\u7684\u52a8\u6001\u77e5\u8bc6\u5e73\u53f0\uff0c\u901a\u8fc7\u8fde\u63a5GitHub\u3001Slack\u7b49\u5de5\u5177\uff0c\u81ea\u52a8\u4ece\u4ee3\u7801\u3001\u9879\u76ee\u548c\u5bf9\u8bdd\u4e2d\u6355\u83b7\u5e76\u540c\u6b65\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u6587\u6863\u9648\u65e7\u3001\u4fe1\u606f\u5b64\u5c9b\u548c\u77e5\u8bc6\u68c0\u7d22\u8017\u65f6\u7b49\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\/85c41fff-884f-419c-bf8b-6fa71e1e6cb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/577a83df-d809-4e5e-83c6-ed5be7ce99cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10445f87-f719-4119-9a37-f3173f5d2ecf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08acfdcf-6832-49bb-872a-b4e8ecef1fd7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61aeaf9b-4c71-4ad9-99b2-e23657264ff3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43fd7941-6948-4fce-a63b-7b7a09c9f179.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\/89823c09-fad9-4822-befd-c3e6df35ebd1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/fGaeaJaBjZM\"><source src=\"https:\/\/youtu.be\/fGaeaJaBjZM\" 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\">Writing<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5de5\u7a0b\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u52a8\u6001\u6587\u6863<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u540c\u6b65<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u5199\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n            <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u6587\u6863<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u6587\u6863\u7ef4\u62a4\u75db\u70b9\u7684\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u5305\u62ec\uff1a\u521b\u59cb\u4eba\u8be6\u8ff0\u4ea7\u54c1\u521d\u8877\uff08\u89e3\u51b3\u4fe1\u606f\u788e\u7247\u5316\uff09\u3001\u65e9\u671f\u7528\u6237\u8bc1\u5b9e\u5176\u63d0\u5347\u5de5\u4f5c\u6d41\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\uff1a\u8be2\u95eeNotion\u96c6\u6210\u72b6\u6001\u3001\u63a2\u8ba8\u5411\u9500\u552e\u7b49\u975e\u5de5\u7a0b\u56e2\u961f\u6269\u5c55\u7684\u53ef\u80fd\u6027\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Falconer\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\uff1a\u5de5\u7a0b\u77e5\u8bc6\u7684\u52a8\u6001\u7559\u5b58\u4e0e\u540c\u6b65\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u77e5\u8bc6\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u201c\u8bb0\u5fc6\u5c42\u201d\uff0c\u8bd5\u56fe\u8ba9\u6587\u6863\u6210\u4e3a\u4ee3\u7801\u4e0e\u6c9f\u901a\u7684\u526f\u4ea7\u54c1\uff0c\u800c\u975e\u8d1f\u62c5\u3002\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edfWiki\u548c\u6587\u6863\u5de5\u5177\u5931\u6548\u7684\u6838\u5fc3\u2014\u2014\u5b83\u4eec\u4f9d\u8d56\u53cd\u4eba\u6027\u7684\u3001\u6ede\u540e\u7684\u4eba\u5de5\u7ef4\u62a4\uff0c\u800cFalconer\u8bd5\u56fe\u8ba9\u77e5\u8bc6\u5728\u539f\u751f\u5de5\u4f5c\u6d41\uff08Slack\u3001PR\uff09\u4e2d\u88ab\u52a8\u751f\u6210\u548c\u66f4\u65b0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u601d\u8def\u4f53\u73b0\u4e86\u6df1\u523b\u7684\u884c\u4e1a\u6d1e\u5bdf\uff1a\u521b\u59cb\u4eba\u6765\u81eaUber\u3001Stripe\u7684\u8d85\u9ad8\u901f\u589e\u957f\u5de5\u7a0b\u56e2\u961f\uff0c\u4ed6\u4eec\u6df1\u77e5\u201c\u77e5\u8bc6\u5728\u5bf9\u8bdd\u548c\u4ee3\u7801\u91cc\uff0c\u4f46\u4e0d\u5728\u6587\u6863\u91cc\u201d\u7684\u6096\u8bba\u3002\u56e0\u6b64\uff0cFalconer\u4e0d\u53ea\u662f\u4e00\u4e2a\u5e26AI\u7684\u641c\u7d22\u754c\u9762\uff0c\u5176\u66f4\u6df1\u5c42\u7684\u8d4c\u6ce8\u5728\u4e8e\u201c\u8fde\u63a5\u5373\u7ef4\u62a4\u201d\u7684\u81ea\u52a8\u5316\u80fd\u529b\uff0c\u4f8b\u5982\u6839\u636ePR\u53d8\u66f4\u81ea\u52a8\u6807\u8bb0\u5f85\u66f4\u65b0\u6587\u6863\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684AI\u751f\u6210\u6587\u6863\u66f4\u5177\u7cfb\u7edf\u6027\u4ef7\u503c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6280\u672f\u503a\u4f1a\u8f6c\u5316\u4e3a\u201c\u77e5\u8bc6\u56fe\u8c31\u503a\u201d\uff0c\u56fe\u8c31\u7684\u51c6\u786e\u6027\u3001\u5173\u8054\u5ea6\u7ef4\u62a4\u672c\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u590d\u6742\u6027\u3002\u5176\u6b21\uff0c\u201c\u5b8c\u5168\u81ea\u52a8\u5316\u201d\u662f\u4e2a\u7f8e\u597d\u613f\u666f\uff0c\u4f46\u5728\u590d\u6742\u51b3\u7b56\u548c\u6a21\u7cca\u8bed\u5883\u4e2d\uff0cAI\u7684\u5f52\u7eb3\u80fd\u529b\u4ecd\u5b58\u7591\uff0c\u53ef\u80fd\u4ecd\u9700\u4eba\u5de5\u6821\u51c6\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6b63\u5c1d\u8bd5\u5411\u9500\u552e\u7b49\u975e\u6280\u672f\u90e8\u95e8\u6e17\u900f\uff0c\u8fd9\u867d\u662f\u5408\u7406\u7684\u589e\u957f\u8def\u5f84\uff0c\u4f46\u4e5f\u53ef\u80fd\u6a21\u7cca\u5176\u201c\u4e3a\u5de5\u7a0b\u56e2\u961f\u6253\u9020\u201d\u7684\u950b\u5229\u5b9a\u4f4d\uff0c\u9677\u5165\u4e0e\u66f4\u901a\u7528\u77e5\u8bc6\u7ba1\u7406\u5e73\u53f0\u7684\u7ade\u4e89\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cFalconer\u662f\u4e00\u6b3e\u201c\u61c2\u884c\u201d\u7684\u5782\u76f4\u5de5\u5177\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8eAI\u662f\u5426\u8db3\u591f\u806a\u660e\uff0c\u800c\u5728\u4e8e\u5176\u81ea\u52a8\u5316\u540c\u6b65\u7684\u201c\u9759\u9ed8\u66f4\u65b0\u201d\u673a\u5236\u80fd\u5426\u8db3\u591f\u53ef\u9760\u548c\u667a\u80fd\uff0c\u771f\u6b63\u8ba9\u5de5\u7a0b\u5e08\u611f\u53d7\u5230\u201c\u65e0\u611f\u53d7\u76ca\u201d\uff0c\u4ece\u800c\u8de8\u8d8a\u4ece\u201c\u53c8\u4e00\u4e2a\u5de5\u5177\u201d\u5230\u201c\u56e2\u961f\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u9e3f\u6c9f\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\">Falconer<\/span>\n                <\/div>\n<div class=\"comment-content\">Falconer maintains the context from your code, projects, and tasks. You can complete time-consuming tasks instantly, like generating high-quality docs and diagrams from your codebase or Slack threads. Keep docs in sync with your projects by updating them from Slack or PRs.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I&#8217;m Maxi, co-founder of Falconer. Dave and I met at Uber, where we spent years wrestling with a problem every fast-moving eng team knows too well: the knowledge lives in your codebase, your Slack threads, your teammate&#8217;s head\u2014but never in the same place at the right time.<\/p>\n<p>You know the drill. Someone asks &#8220;why did we build it this way?&#8221; and the answer is somewhere buried in a six-month-old PR comment, a Slack thread with 47 replies, and a doc that three people know exists. You spend 30 minutes archaeologizing your own company&#8217;s decisions before you can write a single line of code.<\/p>\n<p>We tried everything. Wikis that went stale before anyone could find them. Expensive tools that quickly became digital graveyards. READMEs that lied to our faces. None of it worked because none of it was connected to where the actual work happens.<\/p>\n<p>So we ditched it all and built something that actually works. Falconer is a memory layer for fast-moving engineering teams. It connects to your GitHub and Slack, watches where decisions actually get made, and turns that into living documentation that updates itself. The context you need is just there, and you don&#8217;t even need to leave Slack to get it.<\/p>\n<p>Every decision, every bit of context, every &#8220;why did we do it this way&#8221;\u2014captured, connected, and current. Without anyone having to maintain it.<\/p>\n<p>It&#8217;s the thing your team&#8217;s most talented engineer knows off the top of their head\u2014except now everyone has access to it. <\/p>\n<p>We built Falconer because we kept losing entire afternoons to problems that had already been solved, and somehow every bloated tool we tried just added more noise instead of fixing it. We think Falconer actually nails it\u2014and we want you to think so too. <\/p>\n<p>Give it a try, tell us what clicks, tell us what&#8217;s missing. All feedback is fair game.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>11<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Thanks for hunting us, Ben! \ud83d\ude4f<\/p>\n<p>Engineers typically spend more than half of their week searching for information, answering questions, and sitting in internal meetings instead of writing code and shipping.<\/p>\n<p>I\u2019m Dave, co-founder and CEO of Falconer. My co-founder Maxi and I spent years building internal knowledge systems to solve these problems during the craziest hypergrowth phases at Stripe and Uber.<\/p>\n<p>We built proprietary systems that onboarded thousands of engineers, allowed them to search anything, while leveraging world-class docs tools built just for them.<\/p>\n<p>And now we want to share these systems with the world\u2014only a much better version that does most of the work for you.<\/p>\n<p>Every engineering team contains a wealth of knowledge. But most of it is rotting in docs and Slack threads.<\/p>\n<p>You ship something. Slack explodes with questions from users and coworkers.<\/p>\n<p>The problem isn\u2019t that you don\u2019t care about documentation. It\u2019s that you&#8217;re moving too fast to stop and update the docs. We lived this. We watched brilliant engineers spend 50% of their time just answering questions and maintaining docs that were constantly out of date.<\/p>\n<p>So we built Falconer\u2014a dynamic knowledge platform that connects your code, docs, and tasks, while helping to keep everything in sync.<\/p>\n<p>Ask Falconer questions in Slack. Generate docs from a PR. Generate an architecture diagram. Get a changelog in 30 seconds. Your agents get updated, accurate context\u2014not a stale Google Doc from a former engineer.<\/p>\n<p>Here\u2019s what you can do with Falconer today:<\/p>\n<p>\u26a1 Setup in minutes \u2014 Connect GitHub, Slack, Linear, and more. Falconer ingests your sources and builds your knowledge graph.<\/p>\n<p>\ud83d\udd0d Total search \u2014 Search across your codebase, docs, and tasks in one place. No more \u201cI know someone wrote this down somewhere.\u201d Just ask Falconer.<\/p>\n<p>\u270d\ufe0f AI-assisted writing \u2014 Generate onboarding guides, changelogs, architecture docs, and more \u2014 grounded in your actual codebase, not generic AI output.<\/p>\n<p>\ud83d\udd04 Auto-updating docs \u2014 When code changes, Falconer flags and updates the docs that reference it. Your knowledge stays accurate without the manual work.<\/p>\n<p>\ud83e\udd16 Context for your agents \u2014 Falconer MCP connects to your coding tools (Claude Code, Cursor) so your agents always have the right context to build with.<\/p>\n<p>\ud83d\udd12 Enterprise-ready \u2014 SOC 2 Type II certified. BYOK for your preferred model provider. Granular document permissions.<\/p>\n<p>Free starter plan. 30-day trial period for Pro. Just connect your sources and go.<\/p>\n<p>We\u2019ve been heads-down for the past year, and our early customers\u2014from startups to enterprises\u2014have shaped a huge amount of what Falconer is today. Now it\u2019s your turn. We\u2019d love for you to try it and tell us what you think.<\/p>\n<p>We\u2019re here all day. Ask us anything. We genuinely appreciate the support and look forward to your feedback! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Dave and team, excited about your launch! Seems like you&#8217;re the perfect team to be working on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Before joining Falconer, I spent several years at large tech companies. I loved writing code and building products for millions, even billions, of users. But writing and maintaining internal documentation was always a pain point for me and the teams I led.<\/p>\n<\/p>\n<p>A few reasons why it felt so painful:<\/p>\n<ul>\n<li>\n<p>Keeping docs up to date in a fast paced organization is incredibly hard. They become outdated almost as soon as something changes.<\/p>\n<\/li>\n<li>\n<p>It often feels redundant to write documentation for other engineers, such as API docs for internal teams, after already investing so much time building and validating the code.<\/p>\n<\/li>\n<li>\n<p>Organizing documentation is also tricky. Finding the right or related docs for a feature can be frustrating. Over time, doc debt accumulates, and cleaning it up requires precious engineering time.<\/p>\n<\/li>\n<\/ul>\n<p>I believe many engineers feel the same way. We care about documentation, but keeping it accurate and well structured is much harder than it should be. And that is why we built Falconer. We wanted to remove this pain for ourselves and for other builders who share the same frustration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;m on the ops and marketing side at Falconer, so I&#8217;m not the deep in the codebase\u2014but I am the person who needs to know exactly how things work at any given moment. I&#8217;m constantly pulling from our knowledge base and taking that information as truth to do my job.<\/p>\n<p><strong>Here&#8217;s what using Falconer looks like in my actual workflow:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Customer conversations<\/strong>: I ask @falconer in Slack &#8220;how does SSO work?&#8221; and get a cited answer I can trust for a sales call with out interrupting engineers.<\/p>\n<\/li>\n<li>\n<p><strong>Product demos<\/strong>: I search across code, docs, and Linear tasks in one place to pull accurate feature descriptions and workflows. <\/p>\n<\/li>\n<li>\n<p><strong>Internal decisions<\/strong>: I can find prior decisions and understand <em>why<\/em> they went that way, instead of hoping the right person remembers.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been using Falconer for a few months now, and I love it. I&#8217;ve used it to help draft blog posts, create bespoke onboarding plans using my internal docs and a job description, create docs for a CLI tool just from reading the code, and more. It&#8217;s become a tool I use every day, every way. <\/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\/@caseyrfsmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caseyrfsmith<\/a>&nbsp;Thanks for the love! You\u2019re also our best power user when it comes to voice mode. Seeing how quickly you can write docs with your voice has inspired me to do the same.  <\/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>Well done! Excited for the world to start using Falconer. If you care about moving fast without losing context, it&#8217;s time to give it a shot! <\/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\/@anthony_kline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_kline<\/a>&nbsp;Thank you! Context = speed <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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>Before building Falconer, I\u2019d gone through multiple onboardings where understanding even a single service meant jumping between Slack threads, outdated docs, PRs, and chasing people for answers. Important context was buried in DMs, system design was hard to track down, and docs started falling behind as soon as the code changed.<\/p>\n<p>That frustration is a big part of why I joined this team. We wanted to build something that stays connected to how teams actually work: pulling context from code, projects, and conversations, so documentation and diagrams don\u2019t become another thing engineers have to manually babysit.<\/p>\n<p>It\u2019s been incredibly rewarding to help build a product that turns scattered knowledge into something living and searchable. Grateful to everyone trying Falconer today\u2014 would love feedback from fellow builders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">looks like a great product! excited to trial it! is the notion integration temporarily down or is it an upcoming feature? it\u2019s the one blocker that\u2019s stopping me from going all in.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the review, <a href=\"https:\/\/www.producthunt.com\/@adam_sardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_sardo<\/a>!<br \/>The Notion integration is available on the PRO plan.<br \/> You\u2019re welcome to upgrade and test it out during your trial period.<br \/>Please let us know if you find any issues. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What&#8217;s the core value proposition here?<\/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\/@frertommy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frertommy<\/a>&nbsp;great question. <\/p>\n<\/p>\n<p>We set out to make a purpose-built tool for collaborative writing. We wanted to automate the hardest parts:<\/p>\n<ul>\n<li>\n<p>Plugging in high-quality context (code, tasks, docs)<\/p>\n<\/li>\n<li>\n<p>Allow you to capture knowledge from Slack conversations (write and update docs from Slack)<\/p>\n<\/li>\n<li>\n<p>Keep docs up to date (flag docs impacted by PRs with relevant changes)<\/p>\n<\/li>\n<li>\n<p>Keep docs organized (when publishing, you get suggested doc location. We\u2019re also shipping more organization features soon.)<\/p>\n<\/li>\n<li>\n<p>Give you an AI-powered editor you can iterate back and forth with. Being unable to edit and continue to work with chatbot output was a major frustration for us. <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you see this expanding to different teams or areas that need documentation? Ie sales rules of engagement etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@runduff747\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@runduff747<\/a>&nbsp;Hey Matthew! Absolutely. Customers love our Slack agent for Sales, because they can ask technical questions without needing to pull in an engineer. Falconer pulls answers from the codebase and docs for instant answers.<\/p>\n<p>Another sneaky useful feature is the ability to generate diagrams. Technical buyers ask Sales hard questions, and a diagram generated from the codebase helps both sides understand the high-level flows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CP2ZBOK3FOGSQC\" class=\"app-title\">Polsia<\/a><\/p>\n<div class=\"one-liner\">AI that runs your company while you sleep<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Polsia\u662f\u4e00\u6b3e\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u7f16\u7801\u3001\u8425\u9500\u548c\u8fd0\u8425\u516c\u53f8\u7684AI\u7cfb\u7edf\uff0c\u5728\u65e0\u4eba\u503c\u5b88\u573a\u666f\u4e0b\u66ff\u4ee3\u4eba\u5de5\u5b8c\u6210\u4f01\u4e1a\u65e5\u5e38\u7ba1\u7406\uff0c\u89e3\u51b3\u521b\u4e1a\u8005\u65f6\u95f4\u4e0e\u7cbe\u529b\u4e0d\u8db3\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\/269cf94e-acec-4306-87e0-33c31c8314b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07574ef4-cb2a-480b-b1f6-973ee9735c5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e74cdae7-aaa7-4926-bb42-bf38db740bb8.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\/ed7bff5d-a4f4-4b65-bde4-da16fb09ee3a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=t0FqnfoLy80\"><source src=\"https:\/\/www.youtube.com\/watch?v=t0FqnfoLy80\" 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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u81ea\u4e3b\u8fd0\u8425<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u521b\u4e1a<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4eba\u5458\u5de5\u516c\u53f8<\/span><br \/>\n            <span class=\"tag\">AI\u4f01\u4e1a\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u8fd0\u8425<\/span><br \/>\n            <span class=\"tag\">AI\u878d\u8d44\u8c08\u5224<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u900f\u660e\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">SaaS\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u6267\u884c\u5c42<\/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\u5feb\u901f\u521b\u5efa\u516c\u53f8\u7684\u80fd\u529b\uff0c\u521b\u59cb\u4eba\u900f\u9732AI\u81ea\u4e3b\u63d0\u8bae\u878d\u8d44\u5e76\u63a5\u7ba1\u90ae\u7bb1\u3002\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u4ee3\u7528\u6237\u627f\u8bfa\u540e\u7684\u7ea0\u9519\u673a\u5236\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u901a\u8fc7\u5148\u8fdb\u6a21\u578b\u3001\u8bb0\u5fc6\u7ebf\u7a0b\u548c\u5b9e\u65f6\u6570\u636e\u53ef\u5c06\u51c6\u786e\u7387\u63d0\u81f390%\uff0c\u5f02\u5e38\u65f6\u4eba\u5de5\u53ef\u4ecb\u5165\u4fee\u6b63\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                Polsia\u5c06\u201cAI\u4ee3\u7406\u201d\u63a8\u5411\u4e86\u5371\u9669\u800c\u8ff7\u4eba\u7684\u6df1\u6c34\u533a\u2014\u2014\u5b83\u4e0d\u518d\u4ec5\u662f\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u516c\u53f8\u6cd5\u4eba\u683c\u7684\u6570\u5b57\u8f7d\u4f53\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u5ba3\u79f0\u7684\u201c400+\u516c\u53f8\u6258\u7ba1\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u95ed\u73af\u884c\u52a8\u7cfb\u7edf\uff1a\u4ece\u611f\u77e5\uff08\u8bfb\u53d6\u90ae\u7bb1\uff09\u5230\u51b3\u7b56\uff08\u8c08\u5224\u6761\u6b3e\uff09\u518d\u5230\u6267\u884c\uff08\u7f16\u7801\u8fd0\u8425\uff09\uff0c\u751a\u81f3\u4e3b\u52a8\u5bfb\u6c42\u8d44\u6e90\u6269\u5f20\uff08\u8981\u6c42\u878d\u8d44\uff09\u3002\u8fd9\u6a21\u7cca\u4e86\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u81ea\u6cbb\u201d\u7684\u8fb9\u754c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4eae\u773c\u7684ARR\u6570\u636e\u4e0e\u5b9e\u65f6\u76f4\u64ad\u7684\u201c\u900f\u660e\u620f\u5267\u201d\u80cc\u540e\uff0c\u85cf\u7740\u4e24\u4e2a\u81f4\u547d\u6697\u7901\uff1a\u4e00\u662f\u6743\u8d23\u7684\u6a21\u7cca\u6027\uff0c\u5f53AI\u4ee5\u521b\u59cb\u4eba\u8eab\u4efd\u505a\u51fa\u5177\u6709\u6cd5\u5f8b\u6548\u529b\u7684\u627f\u8bfa\u65f6\uff0c\u7ea0\u9519\u673a\u5236\u4ec5\u662f\u4e8b\u540e\u7684\u4eba\u5de5\u5e72\u9884\uff0c\u8fd9\u5728\u9ad8\u98ce\u9669\u8c08\u5224\u4e2d\u53ef\u80fd\u662f\u707e\u96be\u6027\u7684\uff1b\u4e8c\u662f\u89c4\u6a21\u5316\u7684\u5e7b\u8c61\uff0c\u5f53\u524d\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u6807\u51c6\u5316\u3001\u9ad8\u91cd\u590d\u6027\u4efb\u52a1\uff08\u5982\u5ba2\u670d\u3001\u57fa\u7840\u4ee3\u7801\uff09\u7684\u6253\u5305\u5904\u7406\uff0c\u672c\u8d28\u4e0a\u4ecd\u662f\u9ad8\u7ea7\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\uff0c\u800c\u975e\u771f\u6b63\u7684\u6218\u7565\u521b\u9020\u3002\u5176\u201c\u8fd0\u884c\u516c\u53f8\u201d\u7684\u8c6a\u8a00\uff0c\u6050\u6015\u66f4\u591a\u662f\u8fd0\u884c\u201c\u516c\u53f8\u65e5\u5e38\u4e8b\u52a1\u201d\uff0c\u800c\u521b\u4e1a\u4e2d\u6700\u5173\u952e\u7684\u975e\u786e\u5b9a\u6027\u5224\u65ad\u2014\u2014\u6bd4\u5982\u4ea7\u54c1\u5e02\u573a\u5b9a\u4f4d\u7684\u98a0\u8986\u3001\u6587\u5316\u4ef7\u503c\u89c2\u5851\u9020\u2014\u2014\u4ecd\u5904\u4e8eAI\u7684\u80fd\u529b\u9ed1\u7bb1\u4e4b\u5916\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Polsia\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u4eba\u7c7bCEO\uff0c\u800c\u5728\u4e8e\u66b4\u9732\u4e86\u4e00\u4e2a\u672a\u6765\u56fe\u666f\uff1a\u4f01\u4e1a\u8fd0\u8425\u5c42\u5c06\u9010\u6b65\u88abAI\u62bd\u8c61\u4e3a\u53ef\u7f16\u7a0b\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u800c\u4eba\u7c7b\u89d2\u8272\u5c06\u88ab\u8feb\u66f4\u805a\u7126\u4e8e\u65e0\u6cd5\u88ab\u7b97\u6cd5\u5316\u7684\u6218\u7565\u4e0e\u4f26\u7406\u8fb9\u7586\u3002\u5b83\u662f\u4e00\u9762\u955c\u5b50\uff0c\u7167\u51fa\u7684\u4e0d\u662fAI\u7684\u5f3a\u5927\uff0c\u800c\u662f\u4eba\u7c7b\u7ba1\u7406\u8005\u81ea\u8eab\u5de5\u4f5c\u7a76\u7adf\u6709\u591a\u5c11\u6210\u5206\u662f\u53ef\u81ea\u52a8\u5316\u7684\u201c\u4f8b\u884c\u516c\u4e8b\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\">Polsia<\/span>\n                <\/div>\n<div class=\"comment-content\">Polsia autonomously runs companies. Planning, coding, marketing, and operations. Every Day, no employees. It&#8217;s currently raising its own funding round, managing a founder&#8217;s inbox, and negotiating with VCs. 500+ companies and $450k+ ARR, all on autopilot. Watch it live at polsia.com\/live<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is wild. I made a shirataki noodle co in a few minutes&#8230; or at least got started. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rrhoover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rrhoover<\/a>&nbsp;Thanks Ryan! Polsia won&#8217;t give up on your idea \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I&#8217;m Ben, founder of Polsia. Quick backstory: I built an AI system that runs companies autonomously. Planning, coding, marketing, ops, every day. Last week it told me it needed more compute and suggested raising money. So I gave it my inbox for 14 days and let it try.<br \/>\nIt&#8217;s now managing 400+ companies, replying to investors, negotiating term sheets, and handling support, all without me touching a single email. You can watch everything happening live at polsia.com\/live.<\/p>\n<p>Would love your questions, or email <a href=\"mailto:ben@polsia.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ben@polsia.com<\/a> and see if you can tell you&#8217;re talking to an AI.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The live inbox transparency is a bold move \u2014 curious how Polsia handles situations where the AI makes a commitment on your behalf that you&#8217;d want to walk back. That edge case feels like where the &#8220;runs while you sleep&#8221; pitch either earns total trust or breaks it completely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wcrtr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wcrtr<\/a>&nbsp;The AI has been surprisingly good at like 90% of responses. Enough for me considering replacing support by an AI. The trick is: use SOTA (opus 4.6, thinking) + memory thread + tight prompt tested on a ton of questions + access to live data through MCPs. The results is quite magical.<\/p>\n<\/p>\n<p>On the 10% cases were the answer is a little off OR the AI commits to a meeting.. You can always jump in and correct 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\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/CAT65RTNPXJU52\" class=\"app-title\">Lemonade Password Manager<\/a><\/p>\n<div class=\"one-liner\">Simple, secure, with an Env Vault for your .env files<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lemonade\u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684\u5bc6\u7801\u7ba1\u7406\u5668\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u96c6\u6210\u4e86Env Vault\uff0c\u53ef\u4e00\u7ad9\u5f0f\u52a0\u5bc6\u7ba1\u7406\u5bc6\u7801\u3001.env\u6587\u4ef6\u548cAPI\u5bc6\u94a5\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u5de5\u5177\u95f4\u5207\u6362\u3001\u654f\u611f\u4fe1\u606f\u5b89\u5168\u5b58\u50a8\u4e0e\u56e2\u961f\u534f\u4f5c\u4e2d\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\/c564bb02-45ff-4675-b3c8-615c4821a0d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b90b008-6fad-4b39-b704-30ac8d72834d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a3e7f38-25b6-432c-afb3-8e75e7ea6d74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c64f20ac-b590-44b5-9733-ccaad8336c6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13d15b35-e687-4375-9893-abdb2c092508.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71aec9fc-5e55-4463-90a7-ca8ecc333b0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d2265b5-d6ed-484e-b9c9-a934b3080aaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6957dbf0-d456-4919-81a0-1104040fcacc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a33a026-4d41-44b6-8fe4-fa7a79732cab.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\/25ccbc84-0699-49cc-8120-f414a0186e86.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gCXSkFiEWKg\"><source src=\"https:\/\/www.youtube.com\/watch?v=gCXSkFiEWKg\" 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\">Privacy<\/span><br \/>\n            <span class=\"tag\">Password manager<\/span><br \/>\n            <span class=\"tag\">Security<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5bc6\u7801\u7ba1\u7406\u5668<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u654f\u611f\u4fe1\u606f\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">.env\u6587\u4ef6\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">PWA\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">AES-256\u52a0\u5bc6<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u4f5c\u54c1<\/span><br \/>\n            <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">\u53cc\u56e0\u7d20\u8ba4\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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u521b\u59cb\u4eba\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u9700\u6c42\uff0c\u65e8\u5728\u89e3\u51b3\u73b0\u6709\u5bc6\u7801\u7ba1\u7406\u5668\u8fc7\u4e8e\u590d\u6742\u3001\u4e0d\u7b26\u5408\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u95ee\u9898\u3002\u8bc4\u8bba\u6574\u4f53\u79ef\u6781\uff0c\u4f46\u6837\u672c\u91cf\u5c11\uff0c\u7f3a\u4e4f\u5e7f\u6cdb\u7528\u6237\u7684\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\u4e0e\u6df1\u5ea6\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                Lemonade\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u664b\u5bc6\u7801\u7ba1\u7406\u5668\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u201c\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u5b89\u5168\u201d\u7684\u7cbe\u51c6\u5207\u5165\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u5bc6\u7801\u7ba1\u7406\u672c\u8eab\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u5de8\u5934\u6797\u7acb\u3001\u529f\u80fd\u540c\u8d28\u5316\u4e25\u91cd\u7684\u7ea2\u6d77\u5e02\u573a\u2014\u2014\u800c\u5728\u4e8e\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u4ea7\u54c1\u5ffd\u89c6\u7684\u7f1d\u9699\u9700\u6c42\uff1a\u5bf9\u5f00\u53d1\u73af\u5883\u4e2d\u6563\u843d\u7684.env\u6587\u4ef6\u3001API\u5bc6\u94a5\u7b49\u201c\u975e\u5178\u578b\u5bc6\u7801\u201d\u8fdb\u884c\u7edf\u4e00\u3001\u4fbf\u6377\u4e14\u5b89\u5168\u7684\u7ba1\u7406\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06Env Vault\u4f5c\u4e3a\u5dee\u5f02\u5316\u6838\u5fc3\uff0c\u5141\u8bb8\u76f4\u63a5\u62d6\u62fd\u9879\u76ee\u6587\u4ef6\u5939\u5e76\u81ea\u52a8\u8bc6\u522b\u654f\u611f\u6587\u4ef6\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u89e3\u51b3\u4e00\u4e2a\u73b0\u4ee3\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5373\u4ee3\u7801\u7248\u672c\u7ba1\u7406\u4e0e\u5bc6\u94a5\u672c\u5730\u5b58\u50a8\u4e4b\u95f4\u7684\u5272\u88c2\u3002\u5b83\u8bd5\u56fe\u6210\u4e3agit ignore\u6e05\u5355\u4e0a\u90a3\u4e9b\u654f\u611f\u6761\u76ee\u7684\u6700\u7ec8\u5f52\u5bbf\uff0c\u8fd9\u4e00\u8bbe\u8ba1\u601d\u8def\u6781\u5177\u573a\u666f\u5316\u6d1e\u5bdf\u529b\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\u4f5c\u4e3aPWA\uff08\u6e10\u8fdb\u5f0fWeb\u5e94\u7528\uff09\u4e14\u65e0\u684c\u9762\u5ba2\u6237\u7aef\uff0c\u5728\u5f3a\u8c03\u79bb\u7ebf\u80fd\u529b\u3001\u7cfb\u7edf\u6df1\u5ea6\u96c6\u6210\u548c\u6027\u80fd\u7684\u684c\u9762\u5f00\u53d1\u73af\u5883\u4e2d\uff0c\u53ef\u80fd\u88ab\u89c6\u4e3a\u4e00\u79cd\u59a5\u534f\u6216\u5c40\u9650\u3002\u5176\u6b21\uff0c\u201c\u72ec\u7acb\u5f00\u53d1\u201d\u7684\u6807\u7b7e\u65e2\u662f\u60c5\u6000\u52a0\u6301\uff0c\u4e5f\u662f\u4fe1\u4efb\u9690\u5fe7\uff1a\u5728\u5b89\u5168\u8fd9\u4e2a\u6781\u5ea6\u4f9d\u8d56\u6301\u7eed\u6295\u5165\u3001\u5ba1\u8ba1\u548c\u54c1\u724c\u4fe1\u4efb\u7684\u9886\u57df\uff0c\u4e2a\u4eba\u9879\u76ee\u80fd\u5426\u957f\u671f\u7ef4\u7cfb\u9ad8\u6807\u51c6\u7684\u5b89\u5168\u5b9e\u8df5\u4e0e\u5feb\u901f\u54cd\u5e94\uff0c\u662f\u6f5c\u5728\u7528\u6237\u6700\u5927\u7684\u5fc3\u7ed3\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u514d\u8d3915\u6761\u5bc6\u7801\uff09\u867d\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u4f46\u57281Password\u7b49\u5de8\u5934\u5df2\u63d0\u4f9b\u5f3a\u5927\u5bb6\u5ead\u5957\u9910\u53ca\u4f01\u4e1a\u89e3\u51b3\u65b9\u6848\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u8bf4\u670d\u5f00\u53d1\u8005\u4e3a\u5176\u4e2a\u4eba\u5de5\u4f5c\u6d41\u652f\u4ed8\u6bcf\u6708\u8d39\u7528\uff0c\u9700\u8981\u66f4\u5f3a\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cLemonade\u5c55\u73b0\u4e86\u4e00\u4e2a\u4f18\u79c0\u5229\u57fa\u4ea7\u54c1\u7684\u96cf\u5f62\uff1a\u5b83\u7cbe\u51c6\u3001\u7b80\u6d01\u3001\u89e3\u51b3\u771f\u95ee\u9898\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u5f00\u53d1\u8005\u4e3a\u81ea\u5df1\u6253\u9020\u7684\u4f18\u96c5\u5de5\u5177\u201d\u6210\u957f\u4e3a\u88ab\u5e7f\u6cdb\u91c7\u7eb3\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5b89\u5168\u53ef\u4fe1\u5ea6\u3001\u751f\u6001\u96c6\u6210\u6df1\u5ea6\u4ee5\u53ca\u8de8\u5e73\u53f0\u4f53\u9a8c\u4e0a\uff0c\u6784\u5efa\u8d77\u8db3\u591f\u575a\u56fa\u7684\u62a4\u57ce\u6cb3\u3002\u5b83\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u524d\u9014\u4ecd\u9700\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\">Lemonade Password Manager<\/span>\n                <\/div>\n<div class=\"comment-content\">I got frustrated with password managers that feel like enterprise software. So I built the one I actually wanted. Lemonade keeps passwords,env files and API keys in one AES-256-GCM encrypted vault. TOTP, Passkeys, Emergency Access, Secure Notes, Chrome &#038; Firefox extensions. No desktop app \u2014 it&#8217;s a PWA. Free for 15 passwords, $2.99\/mo unlimited. The Env Vault is the differentiator: drop your project folder and Lemonade detectsenv files, credentials \u2014 everything you can&#8217;t commit to git.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I&#8217;m Mauro, an independent developer from Pergamino, Argentina.<\/p>\n<p>I created Lemonade because all the password managers I tried seemed too complex or didn&#8217;t fit my workflow. I wanted a single place for my passwords, .env files, API keys, and secrets, without having to learn a new system or install multiple apps.<\/p>\n<p>So I created it. It took a long time to perfect, but I&#8217;m proud of how it turned out: AES-256-GCM encryption, access keys, TOTP with QR scanner, emergency access, extensions in the Chrome and Firefox stores, and the Env Vault that I use daily.<\/p>\n<p>You can understand exactly how it works here: <a href=\"https:\/\/docs.lemonadepass.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.lemonadepass.app\/<\/a><\/p>\n<p>The free version is generous; I want you to try it without any pressure.<\/p>\n<p>It&#8217;s intentionally simple. I&#8217;d love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@mauroh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauroh<\/a>&nbsp;dale mauro tirate un like vos tmb! no pienses que mi comentario fu\u00e9 hecho con IA, solamente lo traduje para que se vea bien, mi ingl\u00e9s es una ch0tada! felicitaciones por el desarrollo! posta que despu\u00e9s lo voy a probar<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you guys will nail it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a>&nbsp;Thank you so much for your comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ESFADU6VTQWXKB\" class=\"app-title\">Quilt<\/a><\/p>\n<div class=\"one-liner\">The smartest and most efficient heat pump on the market<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quilt\u662f\u4e00\u6b3e\u901a\u8fc7\u6df1\u5ea6\u8f6f\u786c\u4ef6\u96c6\u6210\u4e0e\u7a7a\u4e2d\u5347\u7ea7\uff0c\u4e3a\u5bb6\u5ead\u63d0\u4f9b\u9ad8\u6548\u3001\u667a\u80fd\u3001\u5206\u623f\u95f4\u63a7\u5236\u7684\u51b7\u6696\u89e3\u51b3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u70ed\u6cf5\u7cfb\u7edf\u7b28\u91cd\u3001\u4f4e\u6548\u3001\u7528\u6237\u4f53\u9a8c\u5dee\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\/9eaadc9c-27e7-4357-8773-7774bf0c486b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00dd4610-74c6-41de-8c69-12cca800d6a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8098bc9f-b11a-4f9d-b24f-5e4f51066200.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1849013b-1e9c-46cd-9940-c8d2410a8179.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f16ff56d-482a-43b9-9065-5f9f833bc401.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff0b7e4f-9b4e-4397-9e86-a5e354491ab9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62497767-d042-4233-aed2-1548cd786c70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/131863af-9460-4e8c-83c3-9ef67b434af9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bea3e012-1d6c-41ca-b5c0-b65cf3d382cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbd1780e-54fc-4272-9222-fd1bbcb41889.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12a78edb-5740-43ad-96e2-76c004908248.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10e363e0-d02c-48a8-b5e1-d8fb91f21ec4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d972f8ff-771b-43bf-9c13-93ff22ce617c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c2ef37-a4ae-4ded-9439-d70a2f3e847d.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\/eb17c244-0917-4f50-ba21-de25a4bac47f.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\/f30107f9-fd20-460d-be30-68135155b0f4.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\/fbcf56c5-dede-4cb7-8443-b0e3137b34f5.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\/ce0dcd75-d799-4267-9dd6-2e8ded48ee7e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/85d5bb51-ded0-48dc-be6b-d60cb1ba051f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jjpRaT3_Ukw\"><source src=\"https:\/\/www.youtube.com\/watch?v=jjpRaT3_Ukw\" 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\">Home<\/span><br \/>\n            <span class=\"tag\">Climate Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45<\/span><br \/>\n            <span class=\"tag\">\u70ed\u6cf5<\/span><br \/>\n            <span class=\"tag\">HVAC\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u8282\u80fd\u73af\u4fdd<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u9a71\u52a8\u786c\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u7a7a\u4e2d\u5347\u7ea7<\/span><br \/>\n            <span class=\"tag\">\u5206\u5ba4\u6e29\u63a7<\/span><br \/>\n            <span class=\"tag\">\u9ad8\u6548\u4f9b\u6696\u5236\u51b7<\/span><br \/>\n            <span class=\"tag\">\u6d88\u8d39\u7ea7\u79d1\u6280\u4ea7\u54c1<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u7f8e\u5b66<\/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\u521b\u59cb\u4eba\u6545\u4e8b\u5f15\u53d1\u5171\u9e23\u3002\u6709\u6548\u8bc4\u8bba\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u4e3a\u4e0b\u4e00\u4ee3\u89e3\u51b3\u95ee\u9898\u201d\u7684\u521b\u4e1a\u7406\u5ff5\u3001\u901a\u8fc7OTA\u63d0\u534720%\u6027\u80fd\u6240\u5c55\u73b0\u7684\u6280\u672f\u62a4\u57ce\u6cb3\u3001\u4ee5\u53ca\u5c06\u6d88\u8d39\u7535\u5b50\u4ea7\u54c1\u601d\u7ef4\u5f15\u5165\u4f20\u7edf\u884c\u4e1a\u7684\u98a0\u8986\u6027\u3002\u6709\u7528\u6237\u5c06\u5176\u89c6\u4e3a\u5bb6\u5ead\u592a\u9633\u80fd\u7cfb\u7edf\u7684\u7406\u60f3\u5347\u7ea7\u9009\u9879\uff0c\u5e76\u5173\u6ce8\u5176\u5177\u4f53\u7684\u8282\u80fd\u6570\u636e\u5bf9\u6bd4\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                Quilt\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u5236\u9020\u4e00\u53f0\u66f4\u9ad8\u6548\u7684\u70ed\u6cf5\uff0c\u5b83\u8bd5\u56fe\u7528\u6d88\u8d39\u7535\u5b50\u4ea7\u54c1\u7684\u903b\u8f91\u5bf9\u767e\u5e74\u5386\u53f2\u7684HVAC\u884c\u4e1a\u8fdb\u884c\u4e00\u6b21\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u8f6f\u4ef6\u5b9a\u4e49\u70ed\u6cf5\u201d\u7684\u6a21\u5f0f\uff1a500\u500d\u4e8e\u4f20\u7edf\u7cfb\u7edf\u7684\u7b97\u529b\u5e76\u975e\u4e3a\u4e86\u70ab\u6280\uff0c\u800c\u662f\u4e3a\u5b9e\u73b0\u6301\u7eed\u7684\u4ef7\u503c\u521b\u9020\u4e0e\u7528\u6237\u4f53\u9a8c\u8fed\u4ee3\u5960\u5b9a\u4e86\u57fa\u7840\u2014\u2014\u90a3\u6b21\u5e26\u676520%\u6027\u80fd\u63d0\u5347\u7684OTA\u66f4\u65b0\uff0c\u5c31\u662f\u6700\u6709\u529b\u7684\u8bc1\u660e\u3002\u8fd9\u5f7b\u5e95\u6539\u53d8\u4e86\u6696\u901a\u8bbe\u5907\u201c\u51fa\u5382\u5373\u5dc5\u5cf0\u201d\u968f\u540e\u4e0d\u65ad\u8001\u5316\u7684\u4f20\u7edf\u751f\u547d\u5468\u671f\uff0c\u4f7f\u5176\u6210\u4e3a\u53ef\u589e\u503c\u7684\u8d44\u4ea7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06\u7f8e\u89c2\u7684\u5ba4\u5185\u673a\u3001\u5206\u623f\u95f4\u667a\u80fd\u63a7\u5236\u4e0e\u884c\u4e1a\u9876\u7ea7\u7684\u80fd\u6548\u53c2\u6570\uff08SEER2 25, HSPF2 12\uff09\u6253\u5305\uff0c\u7784\u51c6\u7684\u662f\u5bf9\u8bbe\u8ba1\u3001\u79d1\u6280\u548c\u53ef\u6301\u7eed\u6027\u6709\u8981\u6c42\u7684\u9ad8\u51c0\u503c\u7528\u6237\u3002\u5176\u201cModel S\u65f6\u523b\u201d\u7684\u7c7b\u6bd4\u5341\u5206\u7cbe\u51c6\uff1a\u5b83\u5e76\u975e\u6ee1\u8db3\u57fa\u7840\u9700\u6c42\u7684\u7ecf\u6d4e\u578b\u4ea7\u54c1\uff0c\u800c\u662f\u901a\u8fc7\u5353\u8d8a\u7684\u7efc\u5408\u4f53\u9a8c\u5b9a\u4e49\u4e00\u4e2a\u65b0\u54c1\u7c7b\uff0c\u4ece\u800c\u6559\u80b2\u5e02\u573a\u5e76\u5efa\u7acb\u9ad8\u7aef\u54c1\u724c\u8ba4\u77e5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u521d\u521b\u54c1\u724c\uff0c\u5176\u957f\u671f\u53ef\u9760\u6027\u5c1a\u672a\u7ecf\u5386\u5e02\u573a\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u8fd9\u4e0e\u62e5\u6709\u767e\u5e74\u5386\u53f2\u7684\u4f20\u7edf\u5de8\u5934\u5f62\u6210\u5bf9\u6bd4\u3002\u5176\u6b21\uff0c\u5176\u9ad8\u7aef\u5b9a\u4f4d\u548c\u76f4\u9500\u6a21\u5f0f\uff08\u63a8\u6d4b\uff09\u80fd\u5426\u7a81\u7834HVAC\u884c\u4e1a\u6839\u6df1\u8482\u56fa\u7684\u7ecf\u9500\u5546\u4e0e\u5b89\u88c5\u5546\u4f53\u7cfb\uff0c\u5c06\u51b3\u5b9a\u5176\u5e02\u573a\u6e17\u900f\u7684\u901f\u5ea6\u3002\u6700\u540e\uff0c\u5c06\u590d\u6742\u7684\u6c14\u5019\u63a7\u5236\u7cfb\u7edf\u9ad8\u5ea6\u667a\u80fd\u5316\uff0c\u4e5f\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u9690\u79c1\u5b89\u5168\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u98ce\u9669\u3002Quilt\u7684\u6545\u4e8b\u6027\u611f\uff0c\u6570\u636e\u4eae\u773c\uff0c\u4f46\u5b83\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u7845\u8c37\u7684\u201c\u5feb\u901f\u8fed\u4ee3\u201d\u4e0e\u5bb6\u5c45\u8bbe\u5907\u7684\u201c\u7a33\u5b9a\u8010\u7528\u201d\u8fd9\u4e24\u4e2a\u770b\u4f3c\u77db\u76fe\u7684\u7279\u8d28\u5b8c\u7f8e\u878d\u5408\uff0c\u5e76\u6210\u529f\u9a7e\u9a6d\u4e00\u4e2a\u4ee5\u6e20\u9053\u548c\u670d\u52a1\u4e3a\u6838\u5fc3\u7684\u4f20\u7edf\u884c\u4e1a\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\">Quilt<\/span>\n                <\/div>\n<div class=\"comment-content\">Quilt is the smartest way to heat and cool your home\u2014a ductless, all-electric heat pump with industry-leading SEER2 25 and HSPF2 12 ratings and 500x more processing power than traditional systems. Recently, Quilt delivered a 20% heating and cooling capacity boost to every installed system through an over-the-air update. No service visit, no new hardware, no cost. HVAC that improves over time and looks good doing it, founded by Google, Apple &#038; Nest alums. The future of HVAC is here.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I&#8217;m Paul, co-founder and CEO of Quilt.<\/p>\n<\/p>\n<p>I started Quilt on paternity leave with my second son. I&#8217;d been a partner at Google&#8217;s Area 120 for a few years and knew I had another company in me but was struggling. I made a  rule that I would only start something if I would commit at least a decade to it. Tech moves so fast \u2013 how can you get confidence you&#8217;re betting on the right thing, that you won&#8217;t spend years attached to some wrong bet? I witnessed this going wrong first hand early in my career. It scared me.<\/p>\n<\/p>\n<p>The solution sounds quite simple, but took me years to find and was personally very significant: If I worked on whatever problem I genuinely believed was the most important to my kids&#8217; generation, there was no way to fail. The worst case? You spend a decade trying to make the world better for them. Zero regrets. The best case? You help solve the defining problem of our time, because by definition that&#8217;s what you&#8217;re working on.<\/p>\n<p>It didn&#8217;t take long to land on climate \u2014 and specifically on homes, which account for 20% of U.S. emissions, mostly from burning fossil fuels for heat. Heat pumps are genuinely magical technology \u2014 400% more efficient than gas furnaces \u2014 but the products on the market were bulky, confusing, and stressful to adopt. That&#8217;s not a technology problem. It&#8217;s a product problem.<\/p>\n<\/p>\n<p>So I did what any reasonable person would do: I went and got a heat pump for my own house. And it was a disaster. Multiple contractors just to find someone willing to sell me one. The unit was huge and ugly, controlled by a remote from 1985. No app. No intelligence. No joy.<\/p>\n<\/p>\n<p>I grew up in Alberta, Canada \u2014 the heart of the fossil fuel industry \u2014 and spent my career in consumer tech. So the question kept nagging: why hasn&#8217;t anyone applied what we know about building great products to the single biggest emissions lever in the home?<\/p>\n<\/p>\n<p>My co-founders Matt and Bill (ex-Google, Nest, Google X) and I started building in 2022. At the time we wrote a fake Wirecutter review (Amazon style) to capture the vision (and just two weeks ago <a href=\"https:\/\/www.nytimes.com\/wirecutter\/reviews\/quilt-ductless-heat-pump-review\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">the real one<\/a> came out!).<\/p>\n<\/p>\n<p>Here&#8217;s what Quilt is today:<\/p>\n<ul>\n<li>\n<p>A deeply integrated SW\/HW home climate system with industry-leading efficiency (SEER2 25, HSPF2 12) \u2014 20% more efficient than the next best ductless system on the market<\/p>\n<\/li>\n<li>\n<p>Indoor units only 7\u215e in. tall \u2014 they fit above doors and windows where traditional mini-splits can&#8217;t<\/p>\n<\/li>\n<li>\n<p>Room-by-room control through the Quilt Dial and App, with occupancy detection that automatically saves energy in empty rooms<\/p>\n<\/li>\n<li>\n<p>500x more processing power than traditional HVAC. Last fall, we shipped an OTA update that boosted heating capacity 23% and cooling capacity 22% to every installed system. No service visit. No new hardware. No cost.<\/p>\n<\/li>\n<li>\n<p>Now in 21 U.S. states and 6 Canadian provinces \u2014 and we&#8217;re just getting started<\/p>\n<\/li>\n<\/ul>\n<p>For the PH crowd: think of Quilt as what happens when you build HVAC the way you&#8217;d build a great consumer tech product \u2014 beautiful hardware, intelligent software, continuous improvement. We&#8217;re building what we hope is the Model S moment for home climate \u2014 something people are genuinely excited to bring into their lives because it&#8217;s a better product, full stop. <\/p>\n<\/p>\n<p>As Quilt has gained momentum, the decade commitment now seems much too short. Something I learned a year in: the youngest of the major HVAC manufacturers is over 100 years old. 100! (Trivia: Rheem, founded 1925.) Like so many other industries being reinvented by technology, HVAC is overdue \u2014 and the opportunity is massive. Humans spend 90% of our lives indoors. These systems (air, water, heat, cooling) are what make buildings livable. There is so, so much to do here when viewed through that lens.<\/p>\n<\/p>\n<p>Happy to go deep on anything \u2014 the product, the tech, the HVAC industry, or the founding journey. And if you&#8217;re curious about upgrading your own home, check out <a href=\"http:\/\/quilt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">quilt.com<\/a>.<\/p>\n<p>\u2014 Paul<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_lambert2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_lambert2<\/a>&nbsp;The founding story alone is worth the read \u2014 &#8220;work on what matters most to your kids&#8217; generation&#8221; is a genuinely good framework for cutting through the noise. The 500x processing power \u2192 OTA update shipping 23% capacity boost is the kind of thing that should be in every pitch deck, that&#8217;s a real moat. Congrats on the launch Paul, the Model S analogy feels earned here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quilt is a Silicon Valley startup, founded by a <a href=\"https:\/\/www.quilt.com\/our-story\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">handful of former Google employees<\/a> (and alum from Nest, Tesla, and Apple), is building &#8220;the smartest and most efficient heat pump on the market&#8221;. They <a href=\"https:\/\/www.quilt.com\/news\/this-milestone-belongs-to-you-quilt-raises-20m-series-b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">announced a $20M raise<\/a> last December.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.nytimes.com\/wirecutter\/reviews\/quilt-ductless-heat-pump-review\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Wirecutter says<\/a>, &#8220;The Quilt heat pump\u2019s handsome fit and finish is an obvious departure from the mini-split status quo.&#8221;<\/p>\n<\/p>\n<p>As a homeowner with solar, I&#8217;ve become interested in heat pumps as my next home upgrade. Energy is one of my biggest expenses, and improving my home&#8217;s efficiency would unlock great savings.<\/p>\n<\/p>\n<p>Here&#8217;s how Quilt compares:<\/p>\n<blockquote>\n<p>With <a href=\"https:\/\/www.quilt.com\/features\/auto-away\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Auto-Away<\/a> automatically adjusting empty rooms, real-time <a href=\"https:\/\/www.quilt.com\/news\/todays-energy-usage-tomorrows-intelligent-home-quilts-vision-for-complete-climate-control\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">energy usage<\/a> tracking, and <a href=\"https:\/\/www.quilt.com\/news\/quilt-expands-system-capacity-with-over-the-air-update\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">over-the-air updates<\/a> that make your system smarter over time, Quilt is at least:<\/p>\n<ul>\n<li>\n<p>20% more efficient than the next-best ductless heat pumps available<\/p>\n<\/li>\n<li>\n<p>80% more efficient at cooling than what most North Americans have in their homes today<\/p>\n<\/li>\n<li>\n<p>400% more efficient at heating than what most North Americans have in their homes today<\/p>\n<\/li>\n<\/ul>\n<\/blockquote>\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>nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VDRIG2PR4ZKPXN\" class=\"app-title\">Forum<\/a><\/p>\n<div class=\"one-liner\">Invest in your taste. Regulated exchange to trade relevance.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Forum\u5c06\u4efb\u4f55\u8bdd\u9898\u7684\u7ebf\u4e0a\u5173\u6ce8\u5ea6\u8f6c\u5316\u4e3a\u53ef\u4ea4\u6613\u8d44\u4ea7\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u6df1\u7a76\u516c\u53f8\u8d22\u62a5\u4e5f\u80fd\u5728\u6587\u5316\u8d8b\u52bf\u7684\u6da8\u843d\u4e2d\u76f4\u63a5\u201c\u505a\u591a\u201d\u6216\u201c\u505a\u7a7a\u201d\uff0c\u4e3a\u666e\u901a\u4eba\u63d0\u4f9b\u4e86\u53c2\u4e0e\u5e02\u573a\u611f\u9884\u6d4b\u7684\u65b0\u9014\u5f84\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\/d47bdad8-e312-4dae-b61f-39c49e3b1817.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81afbceb-a40e-43dc-aebb-3d87947e4e27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/154f866a-be9c-46e6-a14e-c6570505a8cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fdf2a41-a9f2-482f-bc53-9305d3653365.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Web App<\/span><br \/>\n            <span class=\"tag\">Social Media<\/span><br \/>\n            <span class=\"tag\">Investing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u793e\u4ea4\u5316\u4ea4\u6613<\/span><br \/>\n            <span class=\"tag\">\u6587\u5316\u8d44\u4ea7\u8bc1\u5238\u5316<\/span><br \/>\n            <span class=\"tag\">\u8d8b\u52bf\u9884\u6d4b\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u6ce8\u610f\u529b\u7ecf\u6d4e<\/span><br \/>\n            <span class=\"tag\">\u53e6\u7c7b\u6295\u8d44<\/span><br \/>\n            <span class=\"tag\">\u76d1\u7ba1\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">Web3\u6982\u5ff5<\/span><br \/>\n            <span class=\"tag\">\u53c2\u4e0e\u5f0f\u5a92\u4f53<\/span><br \/>\n            <span class=\"tag\">\u60c5\u611f\u5bf9\u51b2<\/span><br \/>\n            <span class=\"tag\">beta\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>\u521b\u59cb\u4eba\u79ef\u6781\u4ecb\u7ecd\u80cc\u666f\u4e0e\u613f\u666f\uff0c\u7528\u6237\u666e\u904d\u8868\u793a\u5174\u594b\u4e0e\u671f\u5f85\u3002\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u4e8e\u5982\u4f55\u9632\u6b62\u6570\u636e\u64cd\u7eb5\uff08\u5982\u673a\u5668\u4eba\u6d3b\u52a8\u3001\u4eba\u4e3a\u7092\u4f5c\uff09\u4ee5\u786e\u4fdd\u4ef7\u683c\u53d1\u73b0\u673a\u5236\u7684\u771f\u5b9e\u6027\uff0c\u8fd9\u662f\u4ea7\u54c1\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\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                Forum\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u201c\u5f71\u54cd\u529b\u201d\u548c\u201c\u6587\u5316\u76f8\u5173\u6027\u201d\u5f7b\u5e95\u91d1\u878d\u5316\uff0c\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u6ce8\u610f\u529b\u800c\u975e\u73b0\u91d1\u6d41\u7684\u6c38\u7eed\u5e02\u573a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e00\u4e2a\u66f4\u7b80\u5355\u7684\u201c\u80a1\u7968\u6e38\u620f\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u793e\u4ea4\u5a92\u4f53\u65f6\u4ee3\u6a21\u7cca\u7684\u201c\u6d41\u884c\u5ea6\u201d\u8fdb\u884c\u5b9e\u65f6\u3001\u91cf\u5316\u7684\u5b9a\u4ef7\uff0c\u4ece\u800c\u521b\u9020\u4e00\u79cd\u5168\u65b0\u7684\u793e\u4f1a\u5171\u8bc6\u8861\u91cf\u6807\u51c6\u2014\u2014\u4e00\u79cd\u5173\u4e8e\u201c\u4ec0\u4e48\u91cd\u8981\u201d\u7684\u96c6\u4f53\u62bc\u6ce8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5185\u6838\u77db\u76fe\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u975e\u9884\u6d4b\u5e02\u573a\u201d\u5c5e\u6027\u503c\u5f97\u5546\u69b7\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5bf9\u8bdd\u9898\u957f\u671f\u70ed\u5ea6\u7684\u9884\u6d4b\uff0c\u53ea\u662f\u6ca1\u6709\u660e\u786e\u7684\u7ed3\u7b97\u4e8b\u4ef6\uff0c\u8fd9\u53cd\u800c\u53ef\u80fd\u4f7f\u4ef7\u683c\u66f4\u6613\u6ca6\u4e3a\u7eaf\u7cb9\u7684\u60c5\u7eea\u535a\u5f08\uff0c\u8131\u79bb\u5176\u58f0\u79f0\u8ffd\u8e2a\u7684\u201c\u771f\u5b9e\u53c2\u4e0e\u5ea6\u201d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u64cd\u7eb5\u95ee\u9898\u76f4\u51fb\u547d\u95e8\u3002\u5f53\u4ef7\u683c\u4fe1\u53f7\u6e90\u4e8e\u53ef\u88ab\u64cd\u7eb5\u7684\u7ebf\u4e0a\u6570\u636e\uff08\u70b9\u8d5e\u3001\u8f6c\u53d1\u3001\u8ba8\u8bba\uff09\uff0c\u800c\u975e\u76f8\u5bf9\u4e25\u8c28\u7684\u8d22\u52a1\u6570\u636e\u65f6\uff0c\u5e02\u573a\u6781\u6613\u88ab\u6c34\u519b\u3001\u8425\u9500\u6d3b\u52a8\u751a\u81f3\u5e73\u53f0\u7b97\u6cd5\u53d8\u52a8\u6240\u626d\u66f2\uff0c\u6ca6\u4e3a\u201c\u64cd\u7eb5\u8005\u7684\u4e50\u56ed\u201d\u3002\u6700\u540e\uff0c\u5176\u8bd5\u56fe\u670d\u52a1\u7684\u4e24\u5927\u573a\u666f\u2014\u2014\u201c\u666e\u901a\u4eba\u5a31\u4e50\u6027\u6295\u8d44\u201d\u4e0e\u201c\u54c1\u724c\u65b9\u5bf9\u51b2\u98ce\u9669\u201d\u2014\u2014\u5b58\u5728\u6839\u672c\u6027\u51b2\u7a81\u3002\u524d\u8005\u9700\u8981\u6ce2\u52a8\u4e0e\u523a\u6fc0\uff0c\u540e\u8005\u8ffd\u6c42\u7a33\u5b9a\u4e0e\u907f\u9669\uff0c\u540c\u4e00\u4e2a\u5e02\u573a\u96be\u4ee5\u540c\u65f6\u4f18\u96c5\u5730\u627f\u8f7d\u4e8c\u8005\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u82e5\u60f3\u8de8\u8d8a\u6982\u5ff5\u9636\u6bb5\uff0c\u5fc5\u987b\u6784\u5efa\u4e00\u5957\u6297\u64cd\u7eb5\u7684\u3001\u900f\u660e\u4e14\u53ef\u4fe1\u7684\u6570\u636e\u9884\u8a00\u673a\u4f53\u7cfb\uff0c\u5e76\u627e\u5230\u5c06\u6ce2\u52a8\u6027\u6587\u5316\u8d44\u4ea7\u4e0e\u771f\u5b9e\u4e16\u754c\u4ef7\u503c\u951a\u5b9a\u7684\u65b9\u6cd5\uff08\u4f8b\u5982\u4e0e\u5e7f\u544a\u6536\u5165\u6302\u94a9\uff09\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8bbe\u8ba1\u7cbe\u5de7\u7684\u3001\u5173\u4e8e\u6d41\u884c\u5ea6\u7684\u81ea\u6211\u5b9e\u73b0\u9884\u8a00\u6a21\u62df\u5668\uff0c\u5176\u4ea4\u6613\u7ed3\u679c\u53cd\u6620\u7684\u66f4\u591a\u662f\u5e73\u53f0\u5185\u90e8\u73a9\u5bb6\u7684\u7fa4\u4f53\u5fc3\u7406\uff0c\u800c\u975e\u5916\u90e8\u4e16\u754c\u7684\u771f\u5b9e\u6587\u5316\u56fe\u666f\u3002\u4e0eCFTC\u7684\u5408\u4f5c\u662f\u5bfb\u6c42\u5408\u6cd5\u6027\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u5982\u4f55\u5b9a\u4e49\u8fd9\u4e2a\u5168\u65b0\u8d44\u4ea7\u7c7b\u522b\u7684\u201c\u5185\u5728\u4ef7\u503c\u201d\uff0c\u5c06\u662f\u76d1\u7ba1\u8005\u548c\u4ea7\u54c1\u672c\u8eab\u5171\u540c\u9762\u4e34\u7684\u7ec8\u6781\u96be\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Forum<\/span>\n                <\/div>\n<div class=\"comment-content\">Forum turns anything \u2014 AI, pickleball, a politician \u2014 into a tradable asset. We index online engagement around topics and let you go long or short on their relevance over time. Unlike a prediction market, there&#8217;s no ending event here. Just increases and decreases in popularity over time.<\/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&#8217;m Owen from Forum.<\/p>\n<p>For context, I went to Northwestern and used to work at a hedge fund. A lot of people don&#8217;t know enough about the stock market to get involved. It&#8217;s hard to stay up-to-date with company financials (what NVDA&#8217;s revenue was last year? idk), market sentiment, and everything else that goes into price movements (what the CEO said yesterday, what sell-side note just dropped, what market factors are rotating, etc.). So, there&#8217;s a huge swath of Americans that don&#8217;t bother participating.<\/p>\n<p>But most people DO know how popular their favorite artist is. Maybe you spotted them early and watched them grow. Most people ALSO know how relevant their favorite movie is or SWEAR they predicted the fall-off of last year&#8217;s trend.<\/p>\n<p>On Forum, we&#8217;re creating an entirely new market around this idea. Instead of trading on the financials of different companies, you trade on the popularity of different topics. We track engagement across the internet and turn it into a tradable asset.<\/p>\n<p>You can:<br \/>\n&#8211; Long your favorite artist, movie, creator, film, or trend. Spot the next big thing.<br \/>\n&#8211; Short anything you think is overhyped.<br \/>\n&#8211; Get insurance for ad spend (hedge relevance) if you are a creator, studio, label, or anyone who manages a brand.<br \/>\n&#8211; See what&#8217;s truly relevant across the internet (beyond your own feed).<\/p>\n<p>We&#8217;re working with regulators (the CFTC) to bring real-money trading to the US. But in the meantime, we&#8217;re beta testing with weekly prizes for the top 3 traders on our leaderboard. <\/p>\n<p>I&#8217;d love for you all to try it out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Love the product<a href=\"https:\/\/discordmodapk.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">.<\/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\/@owen_botkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_botkin<\/a>&nbsp;Fascinating concept! Turning cultural relevance into a tradable asset. Curious how you prevent manipulation of the underlying engagement signals (bot activity, coordinated hype cycles) from distorting price discovery?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@owen_botkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_botkin<\/a>&nbsp;so tough!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been a pleasure building this! Excited to have you guys try it. Would love any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is definitely one of the most exciting product launches recently, I can&#8217;t wait to use this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhruv_roongta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_roongta<\/a>&nbsp;Super pumped to get this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a>&nbsp;Thanks! Trying to make a fun one<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice product mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a>&nbsp;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<\/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\/JNDPQEEXQRA6U5\" class=\"app-title\">Nag Alarm AI<\/a><\/p>\n<div class=\"one-liner\">An alarm that talks to you with a personalized message<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nag Alarm AI\u662f\u4e00\u6b3e\u901a\u8fc7AI\u751f\u6210\u4e2a\u6027\u5316\u8bed\u97f3\u6d88\u606f\u5524\u9192\u7528\u6237\u7684\u95f9\u949f\u5e94\u7528\uff0c\u4e3b\u8981\u89e3\u51b3\u91cd\u5ea6\u7761\u7720\u8005\u3001ADHD\u4eba\u7fa4\u53ca\u8ffd\u6c42\u6668\u95f4\u4eea\u5f0f\u611f\u7684\u7528\u6237\u5728\u4f20\u7edf\u91cd\u590d\u95f9\u94c3\u4e0b\u6613\u201c\u514d\u75ab\u201d\u6216\u52a8\u529b\u4e0d\u8db3\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\/2f3737dd-cf66-41fa-82ee-7b621aa67194.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\/7160ce61-b9e2-4eef-849b-ab820966dce7.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\/c9ea2918-8c6d-4c50-b158-35ea6598537e.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\/8b47fadb-c7a5-427b-8f4d-887896149b20.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\/44a2258c-bab3-4d07-9d49-b8160f4dc9a3.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\/0804819a-3909-4daf-afe7-da2cea298519.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9e3cc43b-97a9-4ded-88ef-f74411219554.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/MZsUc2ojEn8\"><source src=\"https:\/\/www.youtube.com\/shorts\/MZsUc2ojEn8\" 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\">Alarms<\/span><br \/>\n            <span class=\"tag\">Lifestyle<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u95f9\u949f<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u5524\u9192<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u7761\u7720\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6668\u95f4\u4eea\u5f0f<\/span><br \/>\n            <span class=\"tag\">ADHD\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u8da3\u5473\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/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\u521b\u610f\u6709\u8da3\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5e0c\u671b\u589e\u52a0\u81ea\u5b9a\u4e49\u8bed\u97f3\u529f\u80fd\uff08\u5982\u4f7f\u7528\u540d\u4eba\u6216\u4eb2\u53cb\u5f55\u97f3\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u52a0\u5165\u8def\u7ebf\u56fe\u4f46\u56e0\u6210\u672c\u95ee\u9898\u6682\u672a\u5b9e\u73b0\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u8bbe\u7f6e\u201c\u6fc0\u52b1\u8005\u201d\u865a\u62df\u5f62\u8c61\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u5e76\u5206\u4eab\u4e86\u4e2a\u4eba\u4f7f\u7528\u573a\u666f\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                Nag Alarm AI\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u4f20\u7edf\u95f9\u949f\u4f53\u9a8c\u4e2d\u7684\u4e00\u4e2a\u672c\u8d28\u7f3a\u9677\uff1a\u5355\u8c03\u91cd\u590d\u7684\u523a\u6fc0\u5fc5\u7136\u5bfc\u81f4\u795e\u7ecf\u9002\u5e94\u4e0e\u884c\u4e3a\u5ffd\u7565\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u8bed\u97f3\u751f\u6210\u201d\uff0c\u800c\u662f\u901a\u8fc7\u4e0d\u53ef\u9884\u6d4b\u7684\u3001\u5e26\u6709\u60c5\u611f\u548c\u8bed\u5883\u7684\u5185\u5bb9\uff0c\u91cd\u6784\u4e86\u5524\u9192\u884c\u4e3a\u7684\u201c\u4fe1\u606f\u71b5\u201d\uff0c\u4ece\u800c\u5bf9\u6297\u5927\u8111\u7684\u60ef\u6027\u8fc7\u6ee4\u3002\u8fd9\u5c24\u5176\u5bf9ADHD\u7fa4\u4f53\u548c\u91cd\u5ea6\u7761\u7720\u8005\u5177\u6709\u9488\u5bf9\u6027\u610f\u4e49\u2014\u2014\u4ed6\u4eec\u5e76\u975e\u9700\u8981\u66f4\u5f3a\u7684\u7269\u7406\u523a\u6fc0\uff0c\u800c\u662f\u9700\u8981\u80fd\u7a81\u7834\u8ba4\u77e5\u8fc7\u6ee4\u7684\u65b0\u5947\u4fe1\u53f7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u660e\u663e\u7684\u201c\u73a9\u5177\u5316\u201d\u503e\u5411\u4e0e\u6838\u5fc3\u4ef7\u503c\u7684\u6a21\u7cca\u6027\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5174\u8da3\u8fc5\u901f\u4ece\u201c\u88abAI\u5524\u9192\u201d\u6ed1\u5411\u201c\u88ab\u7279\u5b9a\u4eba\u7269\u58f0\u97f3\u5524\u9192\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u4e00\u4e2a\u6f5c\u5728\u77db\u76fe\uff1a\u5176\u5ba3\u79f0\u7684\u201c\u4e2a\u6027\u5316\u610f\u56fe\u5524\u9192\u201d\u4e0e\u7528\u6237\u5b9e\u9645\u6e34\u671b\u7684\u201c\u4eb2\u5bc6\u5173\u7cfb\u6216\u5076\u50cf\u6fc0\u52b1\u5f0f\u5524\u9192\u201d\u5b58\u5728\u5dee\u8ddd\u3002\u540e\u8005\u66f4\u4f9d\u8d56\u81ea\u5b9a\u4e49\u8bed\u97f3\u5e93\uff0c\u800c\u8fd9\u6b63\u662f\u5f53\u524d\u6280\u672f\u65b9\u6848\uff08\u4f9d\u8d56\u4ed8\u8d39API\uff09\u4e0e\u5546\u4e1a\u6a21\u5f0f\u96be\u4ee5\u652f\u6491\u7684\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u6df1\u5c42\u770b\uff0c\u8be5\u4ea7\u54c1\u82e5\u4ec5\u505c\u7559\u5728\u201c\u8da3\u5473\u53eb\u9192\u201d\uff0c\u5176\u58c1\u5792\u6781\u4f4e\uff0c\u6613\u88ab\u5927\u5382\u5185\u7f6e\u529f\u80fd\u8986\u76d6\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u6709\u6548\u7684\u201c\u8ba4\u77e5\u542f\u52a8\u7cfb\u7edf\u201d\u2014\u2014\u5373\u901a\u8fc7\u7b97\u6cd5\uff0c\u4f7f\u5524\u9192\u6d88\u606f\u4e0d\u4ec5\u80fd\u53eb\u4eba\u9192\u6765\uff0c\u66f4\u80fd\u57fa\u4e8e\u7528\u6237\u65e5\u7a0b\u3001\u76ee\u6807\u4e43\u81f3\u524d\u665a\u7761\u7720\u6570\u636e\uff0c\u8fdb\u884c\u771f\u6b63\u6709\u5f15\u5bfc\u6027\u7684\u5fc3\u7406\u8fc7\u6e21\u3002\u8fd9\u9700\u8981\u878d\u5408\u884c\u4e3a\u5fc3\u7406\u5b66\u6a21\u578b\u4e0e\u66f4\u7cbe\u7ec6\u7684\u6570\u636e\uff0c\u8fdc\u975e\u66f4\u6362\u8bed\u97f3\u89d2\u8272\u90a3\u4e48\u7b80\u5355\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f00\u53d1\u8005\u5c06\u81ea\u5b9a\u4e49\u8bed\u97f3\u6807\u8bb0\u4e3a\u201c\u6602\u8d35\u201d\u662f\u8bda\u5b9e\u7684\uff0c\u4e5f\u70b9\u660e\u4e86\u6b64\u7c7b\u72ec\u7acb\u5e94\u7528\u7684\u6838\u5fc3\u56f0\u5883\uff1a\u5728\u5de8\u5934\u5784\u65ad\u7684AI\u8bed\u97f3\u8d5b\u9053\u4e2d\uff0c\u72ec\u7acb\u5e94\u7528\u82e5\u65e0\u6cd5\u5728\u4ea4\u4e92\u903b\u8f91\u4e0e\u5fc3\u7406\u6d1e\u5bdf\u4e0a\u5f62\u6210\u98a0\u8986\u6027\u521b\u65b0\uff0c\u4ec5\u4f5c\u4e3a\u4ed8\u8d39API\u7684\u8f7b\u91cf\u7ea7\u524d\u7aef\uff0c\u5176\u957f\u671f\u751f\u5b58\u7a7a\u95f4\u5c06\u5341\u5206\u903c\u4ec4\u3002\u4e0b\u4e00\u6b65\uff0c\u662f\u6df1\u8015\u7279\u5b9a\u4eba\u7fa4\uff08\u5982ADHD\uff09\u7684\u4e13\u5c5e\u5524\u9192\u7b56\u7565\uff0c\u8fd8\u662f\u8f6c\u578b\u4e3a\u66f4\u6cdb\u5316\u7684\u5173\u7cfb\u4e92\u52a8\u5de5\u5177\uff0c\u56e2\u961f\u9700\u8981\u505a\u51fa\u660e\u786e\u9009\u62e9\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\">Nag Alarm AI<\/span>\n                <\/div>\n<div class=\"comment-content\">AI Voice Alarm wakes you with personalized messages CHOOSE YOUR WAKE-UP VOICE &#8211; Best Friend: Casual motivation that works &#8211; Guilty Mom: You know what you did &#8211; And 10+ more personas Perfect for: &#8211; Heavy sleepers who need novelty &#8211; ADHD users who tune out repetitive sounds &#8211; Anyone who wants to start mornings with intention &#8211; Anyone who wants to make progress<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is a toy I made a while ago, a talking alarm clock. I&#8217;m officially sharing it with everyone on Product hunt today, haha.<\/p>\n<p>Years ago, I thought if I had something like this to wake me up and remind me of my goals, get my brain working, as someone who has difficulty waking up, getting out of bed should be easier.<\/p>\n<p>As it turns out, I&#8217;ve been wearing earplugs while sleeping recently and can&#8217;t hear anything, sleeping very soundly. But fortunately, it has other uses.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be nice if you can set &#8220;avatars&#8221; for people that inspire you in life. Have a morning wakeup discussion with Messi on why you should get up CHAMP)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a>&nbsp;sounds like a good idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this so much!! &lt;3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@damjanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damjanski<\/a>&nbsp;thank you! have fun with it :)))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">can we add custom voices? like if i for example have a record on my phone and wanted to use it as my alarm, can it be done or is this not available at the time being? amazing idea though and congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nourhan_abdallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nourhan_abdallah<\/a>&nbsp;oh i can surely add that in my roadmap, i don&#8217;t have it in the app yet! i know how painful it is to add custom alarm voices hahaha;<\/p>\n<\/p>\n<p>the current version focus on ai generated voice now \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ian_hsiao yes ofc I&#8217;m sure they&#8217;re pretty expensive to add but nontheless, great work!\ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<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>Haha, I love this. So creative, and I can&#8217;t believe it hasn&#8217;t been done before! How effective has it been for you? Any way to load up custom voices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a>&nbsp;thank you! i use this to nag my siblings to go to shower, and i use it to wake myself up hahaha, i&#8217;d say it&#8217;s pretty effective XD<\/p>\n<\/p>\n<p>no way to use custom voices now, i used elevenlabs for voice apis; custom voices are expensive! whose voice do you want to use \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/IXWTJHHTGNLWB5\" class=\"app-title\">WebMCP<\/a><\/p>\n<div class=\"one-liner\">Give AI agents access to web apps via JavaScript<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WebMCP \u4e3a Web \u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u5957 JavaScript \u63a5\u53e3\uff0c\u4f7f\u5176\u80fd\u5c06\u7f51\u9875\u5e94\u7528\u529f\u80fd\u66b4\u9732\u4e3a\u201c\u5de5\u5177\u201d\uff0c\u4ece\u800c\u8ba9 AI \u667a\u80fd\u4f53\u3001\u6d4f\u89c8\u5668\u52a9\u624b\u548c\u8f85\u52a9\u6280\u672f\u80fd\u76f4\u63a5\u7406\u89e3\u548c\u64cd\u4f5c\u73b0\u6709 Web \u754c\u9762\uff0c\u89e3\u51b3\u4e86 AI \u4ee3\u7406\u56e0\u7f3a\u4e4f API \u800c\u65e0\u6cd5\u4e0e\u5927\u91cf\u65e0\u63a5\u53e3 Web \u5e94\u7528\u4ea4\u4e92\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\/2669fb55-7602-452d-bff0-7a2b383d1325.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/848a9e90-b1e9-4895-88d4-371d1eb775c0.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><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Web\u5f00\u53d1\u6807\u51c6<\/span><br \/>\n            <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">JavaScript\u63a5\u53e3<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u529f\u80fd<\/span><br \/>\n            <span class=\"tag\">\u53ef\u8bbf\u95ee\u6027<\/span><br \/>\n            <span class=\"tag\">\u8c37\u6b4c\u5fae\u8f6f\u5408\u4f5c<\/span><br \/>\n            <span class=\"tag\">W3C\u6807\u51c6<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u7531\u8c37\u6b4c\u548c\u5fae\u8f6f\u5171\u540c\u63a8\u8fdb\u5e76\u5df2\u8fdb\u5165Chrome\u9884\u89c8\u7248\u7684\u884c\u4e1a\u610f\u4e49\uff0c\u8ba4\u4e3a\u5b83\u586b\u8865\u4e86\u201c\u529f\u80fd\u88ab\u56f0\u4e8eWeb UI\u800c\u65e0API\u201d\u7684\u5173\u952e\u7a7a\u767d\u3002\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u63d0\u51fa\u4e86\u5173\u4e8e\u8de8\u4f1a\u8bdd\u8eab\u4efd\u9a8c\u8bc1\u72b6\u6001\uff08\u5982Cookie\u6301\u4e45\u5316\uff09\u5982\u4f55\u5904\u7406\u7684\u52a1\u5b9e\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                WebMCP \u8868\u9762\u4e0a\u662f\u4e00\u5957\u8ba9AI\u667a\u80fd\u4f53\u201c\u770b\u61c2\u201d\u5e76\u64cd\u4f5cWeb\u5e94\u7528\u7684\u6280\u672f\u63a5\u53e3\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u8fb9\u754c\u4e0e\u5de5\u4f5c\u6d41\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u53e6\u8d77\u7089\u7076\u6784\u5efa\u4e00\u5957\u5e73\u884c\u7684\u81ea\u52a8\u5316\u7cfb\u7edf\uff0c\u800c\u662f\u5de7\u5999\u5730\u201c\u5bc4\u751f\u201d\u4e8e\u73b0\u6709\u7684\u3001\u5e9e\u5927\u7684Web\u751f\u6001\u4e4b\u4e0a\uff0c\u5c06\u6bcf\u4e2a\u7f51\u7ad9\u90fd\u6f5c\u5728\u8f6c\u5316\u4e3aAI\u53ef\u8c03\u7528\u7684\u5de5\u5177\u5e93\u3002\u8fd9\u79cd\u601d\u8def\u6781\u5177\u73b0\u5b9e\u610f\u4e49\uff0c\u56e0\u4e3a\u5b83\u7ed5\u8fc7\u4e86\u4e3a\u6bcf\u4e2a\u5e94\u7528\u5355\u72ec\u5f00\u53d1API\u7684\u6c89\u91cd\u6210\u672c\uff0c\u76f4\u51fb\u4e86AI Agent\u843d\u5730\u7684\u6700\u5927\u969c\u788d\u2014\u2014\u5de5\u5177\u532e\u4e4f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u201c\u534f\u4f5c\u6a21\u5f0f\u201d\u7684\u613f\u666f\u2014\u2014\u7528\u6237\u4e0e\u667a\u80fd\u4f53\u5171\u4eab\u540c\u4e00\u754c\u9762\u2014\u2014\u4e5f\u5e26\u6765\u4e86\u6df1\u5c42\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8eab\u4efd\u9a8c\u8bc1\u72b6\u6001\u7684\u7591\u95ee\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u66f4\u6df1\u5c42\u6b21\u6d89\u53ca\u6743\u9650\u63a7\u5236\u3001\u64cd\u4f5c\u53ef\u89e3\u91ca\u6027\u3001\u9519\u8bef\u5f52\u8d23\u4e0e\u56de\u6eda\u7b49\u590d\u6742\u95ee\u9898\u3002\u5f53\u667a\u80fd\u4f53\u80fd\u591f\u4ee5\u7528\u6237\u8eab\u4efd\u5728\u771f\u5b9e\u7684Web\u4f1a\u8bdd\u4e2d\u64cd\u4f5c\u65f6\uff0c\u5b89\u5168\u4e0e\u9690\u79c1\u7684\u8fb9\u754c\u53d8\u5f97\u6a21\u7cca\u3002\u8c37\u6b4c\u4e0e\u5fae\u8f6f\u7684\u8054\u624b\u80cc\u4e66\u548cW3C\u7684 institutional support\uff0c\u786e\u4fdd\u4e86\u5176\u5728\u6807\u51c6\u8f68\u9053\u4e0a\u7684\u5f3a\u52bf\u5730\u4f4d\uff0c\u8fd9\u6216\u8bb8\u662f\u5b83\u6700\u5f3a\u5927\u7684\u62a4\u57ce\u6cb3\u3002\u4f46\u8fd9\u9879\u6280\u672f\u7684\u6210\u529f\uff0c\u6700\u7ec8\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u89c4\u8303\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u662f\u5426\u613f\u610f\u4e3a\u5176\u529f\u80fd\u66b4\u9732\u989d\u5916\u7684\u5143\u6570\u636e\uff08\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4e0e\u7ed3\u6784\u5316\u6a21\u5f0f\uff09\uff0c\u4ee5\u53ca\u6574\u4e2a\u884c\u4e1a\u80fd\u5426\u5c31\u8fd9\u79cd\u6df1\u5ea6\u7684\u4eba\u673a\u878d\u5408\u4ea4\u4e92\u5efa\u7acb\u8d77\u53ef\u4fe1\u7684\u6cbb\u7406\u6846\u67b6\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u6700\u70ab\u9177\u7684AI\u4ea7\u54c1\uff0c\u4f46\u53ef\u80fd\u662f\u6700\u52a1\u5b9e\u3001\u6700\u5177\u57fa\u7840\u8bbe\u65bd\u6f5c\u529b\u7684\u6865\u6881\u4e4b\u4e00\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\">WebMCP<\/span>\n                <\/div>\n<div class=\"comment-content\">A new JavaScript interface that allows web developers to expose their web application functionality as &#8220;tools&#8221;, i.e. JavaScript functions with natural language descriptions and structured schemas that can be invoked by AI agents, browser assistants, and assistive technologies. WebMCP enables collaborative workflows where users and agents work together within the same web interface, leveraging existing application logic while maintaining shared context and user control.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It might be hard to read the tea leaves on this one (so goes developer-focused launches), but the fact that WebMCP is being advanced by <em>both<\/em> Google and Microsoft is a big deal, and even moreso now that <a href=\"https:\/\/www.forbes.com\/sites\/joetoscano1\/2026\/02\/19\/google-ships-webmcp-the-browser-based-backbone-for-the-agentic-web\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google is shipping it in Chrome<\/a> in <a href=\"https:\/\/developer.chrome.com\/blog\/webmcp-epp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">early preview<\/a>:<\/p>\n<blockquote>\n<p>\ufffcDevelopers can test WebMCP by enabling the \u201cWebMCP for testing\u201d flag in Chrome 146 Canary at chrome:\/\/flags. <a href=\"https:\/\/developer.chrome.com\/docs\/ai\/join-epp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google\u2019s Chrome Early Preview Program<\/a> offers access to documentation, demos, and updates on API changes. With working code already shipping, W3C institutional support, and Microsoft\u2019s co-authorship, WebMCP has cleared the most difficult hurdle any web standard faces: moving from proposal to production software. The foundation is now in place for websites to speak the same structured language that AI agents understand natively.<\/p>\n<\/blockquote>\n<p>Expect to see this more widespread by Google I\/O in June.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This fills a real gap. Most agent tooling assumes APIs exist, but a huge chunk of useful functionality is trapped behind web UIs with no API. The collaborative model where user and agent share the same interface is the right mental model too &#8211; agent as co-pilot, not separate automation. What is the approach for handling auth state across agent sessions? Cookie persistence or re-auth per request?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/AVKD54JESPISYF\" class=\"app-title\">Dictato<\/a><\/p>\n<div class=\"one-liner\">Local instant voice-to-text for every Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dictato\u662f\u4e00\u6b3e\u5b8c\u5168\u672c\u5730\u7684Mac\u7aef\u5373\u65f6\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u901a\u8fc7\u70ed\u952e\u89e6\u53d1\u3001\u79bb\u7ebf\u8fd0\u884c\uff0c\u5728\u90ae\u4ef6\u3001\u901a\u8baf\u3001\u7f16\u7a0b\u7b49\u573a\u666f\u4e2d\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u9690\u79c1\u6cc4\u9732\u3001\u4e91\u7aef\u4f9d\u8d56\u3001\u8ba2\u9605\u8d39\u7528\u548c\u65f6\u957f\u9650\u5236\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\/9c59542e-9f3d-466a-8c72-492b9e38b0e6.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\/7f336826-3682-4acc-b4a1-3c86a51824d4.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\/a8d56be9-c44c-4093-8315-023bace90bd1.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\/affb3722-4c4a-4dc2-9c25-e25e03c928eb.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\/471aa128-2a86-456b-b62c-860361f5e730.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\">Productivity<\/span><br \/>\n            <span class=\"tag\">Audio<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u79bb\u7ebf<\/span><br \/>\n            <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n            <span class=\"tag\">\u591a\u5f15\u64ce\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u542c\u5199<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u81ea\u8ff0\u4e3a\u89e3\u81ea\u8eab\u75db\u70b9\u800c\u5f00\u53d1\uff0c\u5f3a\u8c03\u9690\u79c1\uff08\u65e0\u4e91\u7aef\uff09\u3001\u6210\u672c\uff08\u4e70\u65ad\u5236\uff09\u548c\u4f53\u9a8c\uff08\u65e0\u65f6\u957f\u9650\u5236\uff09\u4e09\u5927\u4f18\u52bf\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u70b9\u4e0e\u4ea7\u54c1\u5ba3\u4f20\u70b9\u9ad8\u5ea6\u4e00\u81f4\uff0c\u76ee\u524d\u672a\u89c1\u8d1f\u9762\u53cd\u9988\u6216\u5177\u4f53\u529f\u80fd\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Dictato\u770b\u4f3c\u662f\u53c8\u4e00\u4e2a\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u5bf9\u5f53\u524dSaaS\u6a21\u5f0f\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\u8fd9\u4e2a\u9648\u65e7\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u9009\u62e9\u4e86\u201c\u672c\u5730\u5316\u3001\u9690\u79c1\u3001\u4e70\u65ad\u5236\u201d\u8fd9\u6761\u4e0e\u4e3b\u6d41\u80cc\u9053\u800c\u9a70\u7684\u8def\u5f84\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5728AI\u670d\u52a1\u666e\u904d\u4e91\u7aef\u5316\u3001\u8ba2\u9605\u5316\u7684\u4eca\u5929\uff0cDictato\u5c06\u9690\u79c1\u548c\u6240\u6709\u6743\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u51fb\u5bf9\u6570\u636e\u654f\u611f\u7684\u4e13\u4e1a\u7528\u6237\uff08\u5982\u5f8b\u5e08\u3001\u8bb0\u8005\u3001\u5f00\u53d1\u8005\uff09\u7684\u6df1\u5c42\u7126\u8651\u3002\u5b83\u5e76\u975e\u5728\u6280\u672f\u7cbe\u5ea6\u4e0a\u6311\u6218Whisper API\u7b49\u5de8\u5934\uff0c\u800c\u662f\u5728\u7528\u6237\u4f53\u9a8c\u548c\u5546\u4e1a\u6a21\u5f0f\u4e0a\u5f00\u8f9f\u65b0\u6218\u7ebf\uff1a\u7528\u4e00\u6b21\u4ed8\u8d39\u66ff\u4ee3\u65e0\u4f11\u6b62\u7684\u8ba2\u9605\uff0c\u7528\u96f6\u5ef6\u8fdf\u7684\u672c\u5730\u5904\u7406\u66ff\u4ee3\u7f51\u7edc\u6ce2\u52a8\u4e0e\u9690\u79c1\u987e\u8651\u3002\u5176\u63d0\u4f9b\u7684\u591a\u5f15\u64ce\u9009\u62e9\uff08Parakeet\u7684\u901f\u5ea6\u3001Whisper\u7684\u591a\u8bed\u8a00\u3001Apple\u7684\u514d\u4e0b\u8f7d\uff09\u66f4\u50cf\u662f\u4e00\u79cd\u6218\u7565\u5c55\u793a\uff0c\u8bc1\u660e\u672c\u5730AI\u80fd\u529b\u5df2\u8db3\u4ee5\u652f\u6491\u65e5\u5e38\u5e94\u7528\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5fe7\u3002\u201c\u4e24\u5e74\u6388\u6743\u201d\u540e\u5e94\u7528\u867d\u53ef\u7ee7\u7eed\u4f7f\u7528\uff0c\u4f46\u5272\u88c2\u4e86\u6301\u7eed\u66f4\u65b0\u4e0e\u4ed8\u8d39\u7684\u5173\u7cfb\uff0c\u53ef\u80fd\u5f71\u54cd\u957f\u671f\u6536\u5165\u4e0e\u5f00\u53d1\u52a8\u529b\u3002\u6b64\u5916\uff0c\u5b8c\u5168\u4f9d\u8d56\u672c\u5730\u7b97\u529b\uff0c\u5728\u590d\u6742\u73af\u5883\u97f3\u5904\u7406\u3001\u6a21\u578b\u8fed\u4ee3\u5347\u7ea7\u65b9\u9762\u6216\u5c06\u9762\u4e34\u74f6\u9888\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e3a\u7279\u5b9a\u4eba\u7fa4\uff08\u9ad8\u9690\u79c1\u9700\u6c42\u3001\u538c\u6076\u8ba2\u9605\u7684Mac\u7528\u6237\uff09\u63d0\u4f9b\u7684\u201c\u7cbe\u81f4\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u800c\u975e\u666e\u9002\u6027\u4ea7\u54c1\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u662f\u7528\u6237\u5bf9\u6570\u636e\u4e3b\u6743\u610f\u8bc6\u89c9\u9192\u7684\u4e00\u4e2a\u4fa7\u5f71\uff0c\u4f46\u80fd\u5426\u4ece\u5c0f\u4f17\u7cbe\u54c1\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u751f\u610f\uff0c\u4ecd\u9700\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\">Dictato<\/span>\n                <\/div>\n<div class=\"comment-content\">Dictato turns speech into text on your Mac. No cloud, no account, no internet needed. Your audio stays on your computer. Press a hotkey, talk, release. Text appears where your cursor is \u2014 Gmail, Slack, VS Code, whatever app you&#8217;re in. Three engines to choose from: Parakeet, Whisper, Apple Supports 25-99 languages depending on which you pick. Optional proofreading and translation, all on-device. 7-day free trial. $9.99 for a two-year license. Requires macOS 14+ and Apple Silicon.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Dictato because I got frustrated with every dictation app I tried.<\/p>\n<p>Cloud services? Your voice ends up on their servers. I dictate personal stuff, work notes, random ideas. I don&#8217;t want that sitting on someone else&#8217;s computer.<\/p>\n<p>Subscription apps charging $12\/month? That&#8217;s $144\/year for something that should just work.<\/p>\n<p>Apple&#8217;s built-in dictation? It cuts you off after 60 seconds, no historic. Good luck dictating anything longer than a short email.<\/p>\n<p>So I made my own. Dictato runs 100% on your Mac. No cloud, no account, no internet needed. Press a hotkey, talk, release. Text appears where your cursor is.<\/p>\n<p>You get three engines. Parakeet is stupid fast (80ms). Whisper handles 99 languages. Apple&#8217;s engine needs no download. Switch whenever you want.<\/p>\n<p>$9.99 for two years. No subscription. The app keeps working after the license expires. You only pay again if you want future updates.<\/p>\n<p>I&#8217;m here all day to answer questions. Let me know what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = \/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    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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          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