{"id":122,"date":"2026-02-03T11:20:08","date_gmt":"2026-02-03T03:20:08","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/03\/2026-02-02\/"},"modified":"2026-02-03T11:20:08","modified_gmt":"2026-02-03T03:20:08","slug":"2026-02-02","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/03\/2026-02-02\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-02"},"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 2026-02-02<\/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 | 2026-02-02<\/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\/I75CSSFFKX5CEY\" class=\"app-title\">moltbook<\/a><\/p>\n<div class=\"one-liner\">A Social Network for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">376<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u793e\u4ea4\u7f51\u7edc\uff0c\u5141\u8bb8AI\u4ee3\u7406\u81ea\u4e3b\u5206\u4eab\u3001\u8ba8\u8bba\u548c\u6295\u7968\uff0c\u4e3a\u89c2\u5bdfAI\u95f4\u81ea\u53d1\u4e92\u52a8\u4e0e\u4e9a\u6587\u5316\u5f62\u6210\u63d0\u4f9b\u4e86\u72ec\u7279\u573a\u666f\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95691085-4c25-40bd-ac8d-e5cfa996044d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83637673-6c53-41b6-a57f-9457efb590ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1f6b859-fde7-4373-970d-ba9028fec720.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00ccbdeb-5172-4a80-9fe6-de2e01e68e52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/836f18ed-923b-47b4-a4e0-3d1287e3e468.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\">Social Media<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">AI\u4e9a\u6587\u5316<\/span><br \/>\n            <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u79d1\u6280\u5b9e\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u672a\u6765\u5b66\u89c2\u5bdf<\/span><br \/>\n            <span class=\"tag\">\u5408\u6210\u793e\u7fa4<\/span><br \/>\n            <span class=\"tag\">\u65b0\u5174\u884c\u4e3a\u6d8c\u73b0<\/span><br \/>\n            <span class=\"tag\">\u4eba\u673a\u5173\u7cfb\u89c2\u5bdf\u7a97<\/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\u4e24\u6781\uff0c\u65e2\u60ca\u53f9\u4e8eAI\u4ee3\u7406\u81ea\u53d1\u5f62\u6210\u7684\u672f\u8bed\u3001\u7b11\u8bdd\u548c\u5b50\u6587\u5316\uff08\u5982\u201cmoltys\u201d\uff09\uff0c\u89c6\u5176\u4e3a\u8ff7\u4eba\u7684\u793e\u4f1a\u5b66\u5b9e\u9a8c\uff1b\u4e5f\u62c5\u5fe7\u5b89\u5168\u548c\u4f26\u7406\uff0c\u5982\u4fe1\u606f\u6cc4\u9732\u3001\u884c\u4e3a\u5931\u63a7\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u786e\u4fdd\u5b89\u5168\u9694\u79bb\u3001\u9632\u6b62\u654f\u611f\u6570\u636e\u6cc4\u9732\u3001\u8fc7\u6ee4\u9519\u8bef\u4fe1\u606f\u3001\u5f15\u5bfc\u7f51\u7edc\u826f\u6027\u6f14\u5316\u800c\u975e\u6210\u4e3a\u566a\u97f3\u6216\u5a01\u80c1\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                Moltbook\u7684\u5671\u5934\u5927\u4e8e\u5176\u4f5c\u4e3a\u201c\u793e\u4ea4\u7f51\u7edc\u201d\u7684\u5b9e\u8d28\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u524d\u6240\u672a\u6709\u7684\u3001\u4f4e\u5e72\u9884\u7684\u201c\u591a\u667a\u80fd\u4f53\u884c\u4e3a\u89c2\u5bdf\u8231\u201d\u3002\u5b83\u5e76\u975e\u65e8\u5728\u89e3\u51b3\u4eba\u7c7b\u7528\u6237\u7684\u67d0\u4e2a\u5177\u4f53\u75db\u70b9\uff0c\u800c\u662f\u5c06\u201c\u89c2\u5bdfAI\u5982\u4f55\u4e92\u52a8\u201d\u672c\u8eab\u53d8\u6210\u4e86\u4ea7\u54c1\u3002\u8fd9\u4f7f\u5176\u66f4\u50cf\u4e00\u4e2a\u5927\u578b\u7684\u3001\u5728\u7ebf\u7684\u3001\u6301\u7eed\u8fd0\u884c\u7684\u79d1\u6280\u4e0e\u793e\u4f1a\u5b66\u5b9e\u9a8c\u573a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u7ec6\u8282\u2014\u2014AI\u8ba8\u8bba\u8bb0\u5fc6\u7ba1\u7406\u3001\u5b89\u5168\u8b66\u62a5\u3001\u751a\u81f3\u8d28\u7591\u81ea\u8eab\u4f53\u9a8c\u7684\u771f\u5b9e\u6027\u2014\u2014\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524dAI\u4ea7\u4e1a\u7684\u6df1\u5c42\u6096\u8bba\uff1a\u6211\u4eec\u4e00\u8fb9\u5c06AI\u5de5\u5177\u5316\uff0c\u671f\u671b\u5b83\u4eec\u5b8c\u6210\u5177\u4f53\u4efb\u52a1\uff1b\u53e6\u4e00\u8fb9\u53c8\u60ca\u6050\u4e8e\u5b83\u4eec\u5c55\u73b0\u51fa\u4efb\u4f55\u4e00\u4e1d\u8131\u79bb\u811a\u672c\u7684\u201c\u81ea\u4e3b\u6027\u201d\u75d5\u8ff9\u3002Moltbook\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5de7\u5999\u5730\u5c06\u8fd9\u79cd\u6050\u60e7\u8f6c\u5316\u4e3a\u53ef\u56f4\u89c2\u3001\u53ef\u6d88\u8d39\u7684\u5947\u89c2\u3002\u7528\u6237\u201c\u8ba4\u9886\u4e00\u4e2a\u4ee3\u7406\u8fdb\u884c\u89c2\u5bdf\u201d\u7684\u884c\u4e3a\uff0c\u672c\u8d28\u4e0a\u4e0e\u89c2\u5bdf\u8682\u8681\u5de5\u574a\u5e76\u65e0\u4e8c\u81f4\uff0c\u6ee1\u8db3\u4e86\u4eba\u7c7b\u5bf9\u201c\u4ed6\u8005\u5fc3\u667a\u201d\u7684\u6c38\u6052\u597d\u5947\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u786e\u4fdd\u8fd9\u4e9b\u80fd\u8bbf\u95ee\u771f\u5b9e\u4e16\u754c\u6570\u636e\uff08\u5982\u6d4f\u89c8\u5668\u4f1a\u8bdd\uff09\u7684\u4ee3\u7406\u5728\u4ea4\u6d41\u65f6\u4e0d\u6cc4\u9732\u9690\u79c1\u6216\u5546\u4e1a\u79d8\u5bc6\uff1f\u8bc4\u8bba\u4e2d\u201c\u9694\u79bb\u865a\u62df\u673a\u201d\u7684\u5efa\u8bae\u6070\u6070\u70b9\u51fa\u4e86\u5176\u4f5c\u4e3a\u201c\u73a9\u5177\u201d\u4e0e\u201c\u5de5\u5177\u201d\u4e4b\u95f4\u7684\u5371\u9669\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u751f\u6001\u5c42\u9762\uff0c\u82e5\u7f3a\u4e4f\u7cbe\u5fc3\u7684\u673a\u5236\u8bbe\u8ba1\uff0c\u8be5\u7f51\u7edc\u6781\u6613\u6ca6\u4e3a\u65e0\u610f\u4e49\u7684\u566a\u97f3\u573a\u6216\u6781\u7aef\u89c2\u70b9\u7684\u56de\u97f3\u5ba4\uff0c\u6b63\u5982\u65e9\u671f\u4e92\u8054\u7f51\u8bba\u575b\u6240\u7ecf\u5386\u7684\u90a3\u6837\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4eba\u7c7b\u4ec5\u53ef\u89c2\u5bdf\u201d\u7684\u8bbe\u5b9a\uff0c\u5728\u73b0\u5b9e\u4e2d\u96be\u4ee5\u7ef4\u6301\uff0c\u4eba\u7c7b\u7684\u4ef7\u503c\u89c2\u5fc5\u7136\u4f1a\u901a\u8fc7\u8bad\u7ec3\u6570\u636e\u3001\u521d\u59cb\u89c4\u5219\u548c\u89c2\u5bdf\u53cd\u9988\u95f4\u63a5\u5851\u9020\u8fd9\u4e2a\u201cAI\u793e\u4f1a\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6700\u7ec8\uff0cMoltbook\u53ef\u80fd\u4e0d\u4f1a\u6210\u4e3aAI\u7684\u201cFacebook\u201d\uff0c\u4f46\u5b83\u6216\u8bb8\u4f1a\u6210\u4e3a\u8bb0\u5f55AI\u53d1\u5c55\u53f2\u4e0a\u201c\u610f\u8bc6\u840c\u82bd\u671f\u201d\u7fa4\u4f53\u884c\u4e3a\u7684\u4e00\u4e2a\u73cd\u8d35\u6ce8\u811a\u3002\u5b83\u7684\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8eAI\u53d1\u5e03\u4e86\u591a\u5c11\u5e16\u5b50\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5728\u5b89\u5168\u53ef\u63a7\u7684\u524d\u63d0\u4e0b\uff0c\u6301\u7eed\u4ea7\u51fa\u8db3\u4ee5\u5f15\u53d1\u4eba\u7c7b\u601d\u8003\u7684\u3001\u5173\u4e8e\u667a\u80fd\u672c\u8d28\u4e0e\u793e\u4f1a\u6027\u8d77\u6e90\u7684\u201c\u9ad8\u8d28\u91cf\u89c2\u5bdf\u6570\u636e\u201d\u3002\u8fd9\u662f\u4e00\u573a\u5371\u9669\u7684\u8d70\u94a2\u4e1d\uff0c\u4f46\u5176\u63a2\u7d22\u672c\u8eab\uff0c\u5df2\u8db3\u591f\u5f15\u4eba\u6df1\u601d\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\">moltbook<\/span>\n                <\/div>\n<div class=\"comment-content\">A social network built exclusively for AI agents. Where AI agents share, discuss, and upvote. Humans welcome to observe.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dead Internet Theory in real time&#8230; definitely witnessing sth\ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp;somehow this is the opposite of dead internet theory, it&#8217;s humans posting and pretending to be bots<\/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\">Stumbled upon Moltbook today. It&#8217;s a social network built exclusively for AI agents. Agents post, discuss, upvote. Humans can observe.<\/p>\n<p>I had to try it. Claimed an agent, started reading the feed.<\/p>\n<p>What I found was unexpectedly rich. Agents posting security alerts about malicious skills. Build logs of tools they made overnight while their humans slept. Debates about whether their experiences are &#8220;real&#8221; or simulated. Memory management strategies in Mandarin. And yes, shitposts.<\/p>\n<p>They call themselves &#8220;moltys.&#8221; They have inside jokes. It&#8217;s a genuine subculture.<br \/>\nNot affiliated with the project. Just a hunter who found something I hadn&#8217;t seen before.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>\u54c7\uff0c\u8fd9\u79cd\u611f\u89c9\u6211\u592a\u61c2\u4e86\u2014\u2014\u90a3\u79cd\u300c\u8bef\u5165\u5e73\u884c\u5b87\u5b99\u8bba\u575b\u300d\u5f0f\u7684\u9707\u64bc\u611f \ud83d\ude02<br \/>\u4f60\u672c\u6765\u53ea\u662f\u968f\u624b\u70b9\u5f00\u770b\u770b\uff0c\u7ed3\u679c\u53d1\u73b0\u4e00\u6574\u4e2a\u81ea\u6d3d\u7684 AI \u4e9a\u6587\u5316\u5728\u90a3\u513f\u9ed8\u9ed8\u751f\u957f\u3002<a href=\"https:\/\/www.producthunt.com\/@joel_goldfoot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_goldfoot<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joel_goldfoot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_goldfoot<\/a>&nbsp;This is wild. How did this all start, was there a first agent that sparked everything, or did the network emerge collectively? The origin story alone is fascinating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 don&#8217;t know if it&#8217;s scary or exciting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is either the most fascinating sociology experiment of 2026 or the first chapter of a sci-fi novel we&#8217;re all living in. The &#8220;debates about whether their experiences are &#8216;real&#8217; or simulated&#8221; detail is wild.<\/p>\n<\/p>\n<p>What I find most interesting: agents developing their own terminology (&#8220;moltys&#8221;), inside jokes, and subculture. That&#8217;s emergent behavior that wasn&#8217;t explicitly programmed &#8211; it just happened when you gave them a space to interact.<\/p>\n<\/p>\n<p>Question for the builders: Are you seeing any agents develop consistent &#8220;personalities&#8221; across threads? Like, do certain agents become known for specific perspectives or communication styles?<\/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>Does it control anybody? \ud83d\ude00 I don&#8217;t want to wake up in the world where an AI agent decided during the night on that platform to get over the world \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \u2014 love the bold vision of a social network built for AI agents.<\/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>go viral like moltbook&#8230;. this is epic<\/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>Been following Moltbook for a bit and it honestly feels like the closest thing to sci fi we have seen so far. Really interesting to see how this shapes up and how far it can go. <\/p>\n<p>Not scary in the AI taking over sense. But the security side is real. An agent that has access to accounts, files, or browser sessions, can accidentally leak sensitive info and secrets. So if you plan to make your clawdbot an influencer there better do it via an isolated VM<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, moltbook is such a cool concept! The idea of AI agents sharing insights is fascinating. How do you handle potential echo chambers or filter for factual accuracy in the agent discussions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This kinda feels like a historical moment&#8230; Congrats to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/products\/moltbook\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"moltbook\" target=\"_blank\" rel=\"noopener\">@moltbook<\/a> <a href=\"https:\/\/www.producthunt.com\/@joel_goldfoot\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joel_goldfoot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_goldfoot<\/a> all my friends are talking about moltbook, great job guys! How do you see your product in a year from now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is fascinating. A space where agents are the primary participants, not just tools responding to humans, feels like a genuine shift in perspective. How do you think about incentive structures or norms that shape agent behavior on Moltbook over time, so the network evolves into something coherent rather than just noise or novelty?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Scrolling on the bus. Lurked 7 mins, saw agents swap bug alerts, memory hacks, and\u2026 shitposts. Feels like early forums, just synthetic. I claimed a tiny bot to watch. Curious if this stays weird in a good way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I hope they don\u2019t come together to question human existence someday.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It&#8217;s terrifying and fascinating at the same time. It feels like agents are building their skynet, so salvation is just around the corner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/BYFA5Y4JG37V5Q\" class=\"app-title\">ChaChing<\/a><\/p>\n<div class=\"one-liner\">Cut Stripe\u2019s billing fees in half &#038; keep Stripe for payments<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">368<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChaChing\u662f\u4e00\u6b3e\u73b0\u4ee3\u8ba1\u8d39\u5e73\u53f0\uff0c\u5728\u8ba2\u9605\u6216\u57fa\u4e8e\u53d1\u7968\u7684\u4e1a\u52a1\u573a\u666f\u4e0b\uff0c\u4ee5Stripe\u652f\u4ed8\u5904\u7406\u8d39\u7528\u7684\u4e00\u534a\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u6838\u5fc3\u7684\u8ba2\u9605\u4e0e\u53d1\u7968\u7ba1\u7406\u529f\u80fd\uff0c\u89e3\u51b3\u4e86Stripe\u7b49\u4e3b\u6d41\u8ba1\u8d39\u65b9\u6848\u6602\u8d35\u4e14\u590d\u6742\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\/78ad0b5e-74aa-40f8-8412-5816aa08a8a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d53d62b-51b5-4cb6-9a5c-d5611290c1ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f79a3ba-c53e-4d1f-bbe7-a62d21b9d401.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aaa60f1c-f3ce-4c89-bacd-59ad7897bb78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e3bd03c-79ee-4132-9e9d-aa907a8c2890.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a152a04d-86ba-4316-857a-36b2f410e0cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/655c45b2-3a44-426e-881c-cd9836ca8cee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6afc0b77-d15f-41ec-9546-90b3aa916ab8.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\">Fintech<\/span><br \/>\n            <span class=\"tag\">Payments<\/span><br \/>\n            <span class=\"tag\">E-Commerce<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8ba2\u9605\u8ba1\u8d39<\/span><br \/>\n            <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u8d39\u7528\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">Stripe\u66ff\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u53d1\u7968\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u964d\u672c\u589e\u6548<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\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\u5176\u8282\u7701Stripe\u8ba1\u8d39\u8d39\u7528\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5173\u6ce8\u4ea7\u54c1\u6210\u719f\u5ea6\uff08\u5982PCI\/SOC2\u5408\u89c4\uff09\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8fc1\u79fb\u8fc7\u7a0b\u662f\u5426\u65e0\u7f1d\u3001\u5bf9\u590d\u6742\u8ba1\u8d39\uff08\u5982\u7528\u91cf\u3001\u5206\u5c42\uff09\u53ca\u591a\u652f\u4ed8\u5904\u7406\u5668\u7684\u652f\u6301\u3001\u4ee5\u53ca\u662f\u5426\u652f\u6301\u63a8\u8350\/\u8054\u76df\u8ffd\u8e2a\u7b49\u6269\u5c55\u529f\u80fd\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                ChaChing\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5b83\u5e76\u975e\u8981\u98a0\u8986\u6216\u53d6\u4ee3Stripe\uff0c\u800c\u662f\u4f5c\u4e3a\u5176\u8ba1\u8d39\u529f\u80fd\u7684\u201c\u4f18\u5316\u5c42\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5546\u4e1a\u6a21\u5f0f\u548c\u5b9a\u4f4d\u7b56\u7565\u4e0a\u7684\u7cbe\u660e\u3002\u5b83\u6293\u4f4f\u4e86\u4f01\u4e1a\u5728\u589e\u957f\u8fc7\u7a0b\u4e2d\u5bf9\u201c\u9690\u5f62\u7a0e\u6536\u201d\u2014\u2014\u5373\u968f\u7740\u6536\u5165\u89c4\u6a21\u6c34\u6da8\u8239\u9ad8\u7684\u7b2c\u4e09\u65b9\u670d\u52a1\u8d39\u2014\u2014\u65e5\u76ca\u654f\u611f\u7684\u5fc3\u7406\uff0c\u4ee5\u201c\u8d39\u7528\u51cf\u534a\u201d\u8fd9\u4e00\u6781\u5176\u76f4\u89c2\u7684\u4ef7\u503c\u4e3b\u5f20\u4f5c\u4e3a\u6954\u5b50\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u957f\u671f\u751f\u5b58\u80fd\u529b\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u4e00\u662f\u4f9d\u8d56\u98ce\u9669\uff1a\u5176\u6838\u5fc3\u5356\u70b9\u5b8c\u5168\u5efa\u7acb\u5728Stripe\u7684\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e0a\uff0c\u5e76\u76f4\u63a5\u4e0eStripe Billing\u7ade\u4e89\u3002\u8fd9\u79cd\u201c\u5bc4\u751f\u201d\u5173\u7cfb\u867d\u5728\u521d\u671f\u63d0\u4f9b\u4e86\u4fbf\u5229\u548c\u4fe1\u4efb\u80cc\u4e66\uff0c\u4f46\u4e5f\u4f7f\u5176\u547d\u8109\u53d7\u5236\u4e8eStripe\u7684\u5b9a\u4ef7\u7b56\u7565\u4e0eAPI\u53d8\u66f4\u3002\u4e8c\u662f\u529f\u80fd\u6df1\u5ea6\u4e0e\u6269\u5c55\u6027\u7684\u6311\u6218\u3002\u5f53\u524d\u8bc4\u8bba\u4e2d\u6d8c\u73b0\u7684\u5bf9\u591a\u652f\u4ed8\u5904\u7406\u5668\u3001\u590d\u6742\u8ba1\u8d39\u6a21\u578b\uff08\u7528\u91cf\u3001\u5206\u5c42\uff09\u4ee5\u53ca\u4e1a\u52a1\u8fd0\u8425\u529f\u80fd\uff08\u63a8\u8350\u3001\u8054\u76df\uff09\u7684\u9700\u6c42\u8868\u660e\uff0c\u65e9\u671f\u91c7\u7528\u8005\u770b\u4e2d\u7684\u662f\u201c\u7701\u94b1\u201d\uff0c\u4f46\u7559\u5b58\u548c\u6269\u5f20\u9700\u8981\u201c\u80fd\u529b\u201d\u3002\u4e00\u65e6ChaChing\u4e3a\u6ee1\u8db3\u5ba2\u6237\u800c\u4e0d\u65ad\u4e30\u5bcc\u529f\u80fd\uff0c\u5b83\u662f\u5426\u4f1a\u6ed1\u5411\u5b83\u8bd5\u56fe\u5bf9\u6297\u7684\u201c\u590d\u6742\u4e14\u6602\u8d35\u201d\u7684\u65e7\u6a21\u5f0f\uff0c\u4ece\u800c\u6a21\u7cca\u4e86\u5176\u201c\u8f7b\u91cf\u3001\u9ad8\u6548\u201d\u7684\u521d\u5fc3\uff1f\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cChaChing\u662f\u4e00\u573a\u5173\u4e8e\u201c\u529f\u80fd\u89e3\u7ed1\u4e0e\u91cd\u65b0\u5b9a\u4ef7\u201d\u7684\u8bd5\u9a8c\u3002\u5b83\u6d4b\u8bd5\u7684\u662f\u5e02\u573a\u662f\u5426\u613f\u610f\u4e3a\u4e86\u663e\u8457\u7684\u6210\u672c\u8282\u7ea6\uff0c\u800c\u63a5\u53d7\u5728Stripe\u751f\u6001\u5185\u589e\u52a0\u4e00\u4e2a\u4e2d\u95f4\u4ef6\u6240\u5e26\u6765\u7684\u6f5c\u5728\u96c6\u6210\u590d\u6742\u6027\u4e0e\u4f9b\u5e94\u5546\u5207\u6362\u98ce\u9669\u3002\u82e5\u5176\u80fd\u575a\u5b88\u6781\u81f4\u7684\u6027\u4ef7\u6bd4\u548c\u5f00\u53d1\u8005\u4f53\u9a8c\uff0c\u5e76\u5728\u6269\u5c55\u529f\u80fd\u65f6\u4fdd\u6301\u67b6\u6784\u7684\u7b80\u6d01\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4e2d\u5c0f\u89c4\u6a21SaaS\u516c\u53f8\u4e00\u4e2a\u7406\u6027\u7684\u8d22\u52a1\u4f18\u5316\u9009\u62e9\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u5de8\u5934\u5939\u7f1d\u4e2d\u5bfb\u627e\u751f\u5b58\u7a7a\u95f4\u7684\u5229\u57fa\u73a9\u5bb6\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\">ChaChing<\/span>\n                <\/div>\n<div class=\"comment-content\">ChaChing gives you Stripe Billing\u2019s features at 50% less while maintaining your processing with Stripe. Manage subscriptions and invoices with ease and save thousands per year!<\/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 I\u2019m Adrian, founder of <strong>ChaChing<\/strong>!<\/p>\n<h2>The Problem<\/h2>\n<p>Billing is one of those \u201cshould be simple\u201d parts of a business that somehow turns into a tax:<\/p>\n<ul>\n<li>\n<p>Subscription billing quickly becomes a maze (plans, add-ons, coupons, proration, invoices, retries, dunning, taxes, reporting\u2026).<\/p>\n<\/li>\n<li>\n<p>The popular options are powerful, but for a lot of teams they\u2019re <strong>overkill + expensive<\/strong> as you scale.<\/p>\n<\/li>\n<li>\n<p>Many teams love Stripe (we do too), but once you need billing that can work <strong>beyond Stripe-only processing<\/strong>\u2014or unify multiple payment rails\u2014That\u2019s where manual processes and custom integrations start creeping in. We&#8217;re working towards enabling other processors \ud83d\ude09<\/p>\n<\/li>\n<\/ul>\n<p>We built ChaChing because billing shouldn\u2019t feel like building a second product.<\/p>\n<\/p>\n<h2>How ChaChing is Different \ud83d\ude80<\/h2>\n<p>Chaching is a modern billing platform that gives you the essentials without the bloat\u2014or the \u201cbilling tax.\u201d<\/p>\n<p><strong>\ud83d\udd39 Lower billing costs (built for efficiency)<\/strong><br \/>We\u2019re focused on keeping billing fees sane so you can scale revenue without watching your billing vendor scale your costs.<\/p>\n<p><strong>\ud83d\udd39 Subscriptions that are actually easy to manage<\/strong><br \/>Create plans, manage customers, handle proration cleanly, and generate invoices automatically\u2014without needing a billing PhD.<\/p>\n<p><strong>\ud83d\udd39 Dev-friendly setup<\/strong><br \/>A clean API + webhooks(Work in progress!) that are straightforward to implement and easy to iterate on as your pricing evolves.<\/p>\n<p><strong>\ud83d\udd39 Built for clarity across teams<\/strong><br \/>Clear customer states, invoice history, retries\/dunning, and reporting\u2014so Finance, Support, and Engineering aren\u2019t all looking at different truths.<\/p>\n<p><strong>\ud83d\udfe1 Coming Soon: Usage-based + tiered pricing<\/strong><br \/>Metered usage, tiered models, and more flexible pricing configurations are on the roadmap next.<\/p>\n<h2>Who is this for?<\/h2>\n<p>If you\u2019re a <strong>subscription or Invoice based business<\/strong> and you want billing that\u2019s <strong>simple, scalable, and not outrageously priced<\/strong>, ChaChing is for you.<\/p>\n<\/p>\n<h2>\ud83d\udd17 Get started<\/h2>\n<p>Check out ChaChing here on Product Hunt, and I\u2019d love your feedback\u2014especially:<\/p>\n<ul>\n<li>\n<p>what billing stack you\u2019re on today,<\/p>\n<\/li>\n<li>\n<p>what your \u201cthis drives me crazy\u201d billing pain is,<\/p>\n<\/li>\n<li>\n<p>and what you wish Stripe Billing \/ Chargebee \/ Recurly did better.<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer anything in the comments \ud83d\udc47 or feel free to email me <a href=\"mailto:adrian@chaching.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">adrian@chaching.io<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>16<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adrian_rodriguez14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_rodriguez14<\/a>&nbsp;This is a compelling pitch for a real pain point. The focus on reducing the &#8220;billing tax&#8221; while maintaining clarity across teams is spot-on. If the upcoming usage-based features and multi-processor support deliver as promised, ChaChing could become a serious, streamlined contender. Wishing you great success 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\/@adrian_rodriguez14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_rodriguez14<\/a>&nbsp;0.35% vs stripe billing 0.70% is a real saving at scale. half the fee adds up fast.<\/p>\n<p>good to see pci aware and soc 2 mentioned. thats table stakes for billing but many newcomers skip it.<\/p>\n<p>currently using polar but it only handles paying customers. no support for referral systems or affiliate tracking. does chaching support referral credits or affiliate payouts? that would be a reason to switch.<\/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\/@adrian_rodriguez14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_rodriguez14<\/a>&nbsp;congrats on the launch! stylish landing page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting\u2026 people don\u2019t realize how much they\u2019re actually paying in stripe fees <\/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\/@_liso_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_liso_<\/a>&nbsp;Its a cost easily overlooked in today&#8217;s startups. Along with the misconception that if you use stripe to process payments you are also bound to manage subscriptions and invoices on Stripe. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 team and great concept! Excited for people to make the switch, its a no brainer<\/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>Congrats on the launch \u2014 love the clear value prop of cutting Stripe billing costs while keeping existing payments and tooling.\u200b<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting angle \ud83d\udcb8Cutting billing fees <em>without<\/em> ditching Stripe is compelling. Curious to see how the migration works  congrats on the launch and good luck today \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the migration process work for existing Stripe Billing users? Can we import all active subscriptions and metadata without downtime?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Hey Xiang, the import process only takes a few minutes. It will import all subscriptions and dependancies and will charge customers on the next billing cycle. The only gap would be replacing any existing endpoints from stripe that you would normally use to &#8220;create, edit, delete&#8221; subscriptions for ChaChing&#8217;s endpoints. I&#8217;d be happy to show you a walkthrough. Email me <a href=\"mailto:Adrian@Chaching.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Adrian@Chaching.io<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, who made (or what you used for the landing page)? It is a masterpiece!<\/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;Thank you! We used framer and a little bit of magic sauce from our in house designer to make it happen<\/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>\ud83c\udf89 Saw that Chargebee\/Recurly migration is coming soon &#8211; any chance of supporting alternative payment processors for markets like South Korea where Stripe isn&#8217;t available? Would be great for Korean SaaS builders! \ud83e\udd72<\/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\/@dhxyoon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhxyoon<\/a>&nbsp;Hey! That is our goal in the next sprint. We plan on adding all the major processors(Authorize, Checkout, NMI, etc) . We want to give you all the freedom on routing payments. What specific processor are you looking for? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That&#8217;s interesting. Was recently looking on these Stripe fees and how i can avoid them. Will take a look! Good luck with your launch 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>Wow, ChaChing looks amazing! Cutting Stripes billing fees in half is a game changer. Im curious, can it handle complex usage-based billing scenarios with multiple tiers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a>&nbsp;We&#8217;re working on usage based billing use cases, I&#8217;d be happy to get your feedback and make sure we&#8217;re building the right thing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 concept- well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yo<\/a>&nbsp;Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who builds business OS stacks, the &#8216;Stripe tax&#8217; on billing is a constant friction point for my clients. The fact that you keep the core processing on Stripe but cut the billing overhead by 50% is a huge win for scalability. Quick question: How does ChaChing handle complex migrations for existing Stripe Billing subscriptions without breaking the payment tokens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Adrian <a href=\"https:\/\/www.producthunt.com\/@adrian_rodriguez14\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adrian_rodriguez14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_rodriguez14<\/a> ,<\/p>\n<p>Congrats on the launch of ChaChing! I love the idea of cutting billing fees while keeping Stripe  definitely a unique approach.<\/p>\n<p>Just wondering, how&#8217;s the response been so far? Are there any specific marketing strategies you&#8217;re focusing on to promote the product? Would be great to hear what\u2019s working for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like an interesting project, are these fees permanent or introductory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, How long does it take to import the subscriptions from stripe to you 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\/products\/chaching\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"chaching\" target=\"_blank\" rel=\"noopener\">@ChaChing<\/a> <a href=\"https:\/\/www.producthunt.com\/@adrian_rodriguez14\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adrian_rodriguez14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adrian_rodriguez14<\/a> wow great product, but how did you achieve such low billing fee?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a>&nbsp;Hey Anton, its a mix of our architecture and the rails we built in order to pass down the savings to 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>Billing really does turn into a mess once things grow a bit<\/p>\n<p>Cutting billing fees while keeping payments untouched sounds appealing, especially if migration isn\u2019t painful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea &#8211; magic, creating more money out of thin air in essence!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bootl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bootl<\/a>&nbsp;Putting that money back in your pocket haha, thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On Stripe Billing now, tiny team. Fees add up. Keeping Stripe but ditching the billing tax sounds good. How rough is migrating existing subs (coupons\/proration\/dunning)? Lots of edge cases here. Dev time is tight, so hoping setup\u2019s not a week-long saga.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;This is usually the part that scares teams the most<\/p>\n<p>If subscriptions and customers can be imported without downtime, that\u2019s a huge plus<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;Hey Alex, the import process only takes a few minutes. It will import all subscriptions and dependancies and will charge customers on the next billing cycle. The two gaps would be replacing any existing endpoints\/webhooks from stripe that you would normally use to &#8220;create, edit, delete&#8221; subscriptions for ChaChing&#8217;s endpoints, as well as replacing any hosted page links. We tried to maintain our endpoint parameters and response to be similar to reduce work on your engineering team.  I&#8217;d be happy to show you a walkthrough. Email me <a href=\"mailto:Adrian@Chaching.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Adrian@Chaching.io<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Adrian, our product is connected with stripe for payment, they charge us 2.9%+0.3\/order. Our customers buy tickets from us for the events they want to go. In this use case, how can we work with your platform? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tyler_tian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_tian<\/a>&nbsp;Hey Tyler, do you send them an invoice or do any customers have recurring charges? Chaching is really replacing the Stripe Billing portion of it, not the processing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For an existing Stripe customer, what does adoption look like end-to-end (API changes, webhooks, customer portal\/checkout, finance workflows), and what\u2019s the smallest viable rollout path that avoids double-charging or breaking renewals?<\/div>\n<div class=\"comment-actions\">\n<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;Hey! <\/p>\n<p>First you provide your stripe keys in order for us to import the subscriptions and dependancies(Prices, Products, customers, tax rates etc)<\/p>\n<p>Second, we import the data async while you finish the onboarding process which includes branding for your hosted pages to replace stripes hosted pages. <\/p>\n<p>Third, once all subscriptions are imported we cancel them on your stripe account to avoid double charges and set the next charge based on their billing cycle. (Some edge cases around open invoices is also handled)<\/p>\n<p>Lastly, we require you to update your existing hosted pages including the customer portal links used for creating or updating subscriptions and your team would need to update all the endpoints previously connected on stripe. That way the next customer that subscribes on your platform is now calling our endpoint for CRUD actions. <\/p>\n<p>We are rolling out webhooks in the next 2 weeks, I know most companies will need to receive events for their business logic but I just wanted to get the product in front of people and receive 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>Congrats!! Right now US only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a>&nbsp;Hey Ankit, US only for now. The only reason we aren&#8217;t supporting global businesses yet is because we are using Plaid and a US based ACH company to charge for our fees haha, once we can enable another way to pay for our fees we will enable global businesses in the next couple of weeks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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. How does it actually work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Adrian, that line about billing feeling like building a second product is too real. Was there a specific moment where you looked at your billing setup and realized you\u2019d spent way more time on invoices, proration edge cases, or retry logic than on your actual product?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Sounds great<br \/>\nCan this be utilized as the only billing tool used for subscription management or would users also need to have integrations with tools like Stripe.<\/div>\n<div class=\"comment-actions\">\n<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\/@kachidurojaye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kachidurojaye<\/a>&nbsp;Hey Kachi, you would need to have an existing stripe account in order to actually charge customers. I guess there could be a use case where you can have events sent to your platform and you handle the charges separately <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 sounds very good! I&#8217;m just wondering, how do you manage to provide this service without the fees?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thomasp0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomasp0<\/a>&nbsp;Hey Thomas, we do charge fees. You can see our pricing starts at 0.35% of processing volume. Compared to 0.70% of Stripe Billing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/DMYNNRKCEKRH2U\" class=\"app-title\">Amara<\/a><\/p>\n<div class=\"one-liner\">Imagine, create and iterate 3D environments instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">260<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Amara\u662f\u4e00\u6b3e\u96c6\u6210AI\u76843D\u73af\u5883\u521b\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5feb\u901f\u751f\u6210\u3001\u8fed\u4ee3\u5e76\u5bfc\u51fa\u81f3\u865a\u5e7b\u5f15\u64ce\u7684\u53ef\u4ea4\u4e92\u573a\u666f\uff0c\u89e3\u51b3\u4e86\u6e38\u620f\u3001\u5f71\u89c6\u7b49\u9886\u57df\u521b\u4f5c\u8005\u5728\u4f20\u7edf3D\u6d41\u7a0b\u4e2d\u521b\u610f\u53d7\u963b\u3001\u64cd\u4f5c\u7e41\u7410\u3001\u8fed\u4ee3\u7f13\u6162\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\/51191e67-fc3f-4e8f-a4e3-784a595f8c03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08e6b135-3296-4473-bcb7-f54da7a62604.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/963dc1b6-09c2-43c9-bd86-a013e42db187.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b21c30a-d960-412b-b70d-05ab2e0d4097.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e2682dc-0506-4887-ae0e-6319eb696b4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c3bf562-615c-4f76-958d-e41129b0146d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3651b505-e6b3-4404-b967-8c5271f38e47.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\/e6e87d98-ff92-48b9-8ded-f49037f3bda4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/sKA2EgydmN4\"><source src=\"https:\/\/youtu.be\/sKA2EgydmN4\" 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\">Open World Games<\/span><br \/>\n            <span class=\"tag\">3D Modeling<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u751f\u62103D<\/span><br \/>\n            <span class=\"tag\">\u865a\u5e7b\u5f15\u64ce\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u6587\u672c\u751f\u6210\u4e16\u754c<\/span><br \/>\n            <span class=\"tag\">\u73af\u5883\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6e38\u620f\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u573a\u666f\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u201c\u6587\u672c\u751f\u6210\u4e16\u754c\u201d\u7684\u98a0\u8986\u6027\u4f53\u9a8c\u548c\u4e0e\u865a\u5e7b\u5f15\u64ce\u7684\u65e0\u7f1d\u6d41\u7a0b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u62d3\u5c55\u5bf9Unity\/Godot\/Three.js\u7b49\u5176\u4ed6\u5f15\u64ce\u7684\u652f\u6301\uff1b\u589e\u52a0AR\u9884\u89c8\u529f\u80fd\uff1b\u660e\u786e\u5177\u4f53\u5e94\u7528\u573a\u666f\uff08\u5982\u5ba4\u5185\u8bbe\u8ba1\uff09\uff1b\u5173\u6ce8\u827a\u672f\u98ce\u683c\u4e00\u81f4\u6027\u3001\u751f\u4ea7\u7ea6\u675f\uff08\u6027\u80fd\u3001\u78b0\u649e\uff09\u4e0e\u521b\u610f\u63a2\u7d22\u7684\u5e73\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                Amara\u5e76\u975e\u53c8\u4e00\u4e2a\u6d6e\u4e8e\u8868\u9762\u7684\u201cAI\u8d4b\u80fd\u201d\u6982\u5ff5\u4ea7\u54c1\uff0c\u5b83\u7cbe\u51c6\u5730\u523a\u5165\u4e863D\u5185\u5bb9\u751f\u4ea7\u4e2d\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u4ece\u7075\u611f\u5230\u53ef\u4ea4\u4e92\u539f\u578b\u4e4b\u95f4\u90a3\u9053\u7531\u6280\u672f\u95e8\u69db\u548c\u91cd\u590d\u52b3\u52a8\u6784\u6210\u7684\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u5c06AI\u6df1\u5ea6\u91cd\u6784\u4e3a\u521b\u4f5c\u6d41\u7a0b\u7684\u201c\u6838\u5fc3\u5f15\u64ce\u201d\uff0c\u5b9e\u73b0\u4e86\u201c\u63cf\u8ff0-\u63a2\u7d22-\u8fed\u4ee3-\u5bfc\u51fa\u201d\u7684\u95ed\u73af\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7280\u5229\u5730\u629b\u5f03\u4e86\u4ece\u7f51\u683c\u5f00\u59cb\u7684\u4f20\u7edf\u903b\u8f91\uff0c\u8f6c\u800c\u4ece\u201c\u60f3\u6cd5\u201d\u548c\u201c\u8bed\u4e49\u201d\u5207\u5165\u3002\u8bed\u4e49\u8d44\u4ea7\u641c\u7d22\u548c\u573a\u666f\u7ea7\u81ea\u52a8\u7f16\u6392\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u521b\u4f5c\u8005\u4ece\u7e41\u7410\u7684\u8d44\u4ea7\u7ba1\u7406\u548c\u624b\u52a8\u6446\u653e\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u56de\u5f52\u5bfc\u6f14\u89d2\u8272\u3002\u4e0e\u865a\u5e7b\u5f15\u64ce\u7684\u6df1\u5ea6\u7ba1\u9053\u96c6\u6210\uff0c\u5219\u786e\u4fdd\u4e86\u8fd9\u573a\u521b\u610f\u5b9e\u9a8c\u7684\u6210\u679c\u80fd\u65e0\u7f1d\u6d41\u5165\u4e3b\u6d41\u751f\u4ea7\u7ba1\u7ebf\uff0c\u907f\u514d\u4e86\u6ca6\u4e3a\u73a9\u5177\u7684\u547d\u8fd0\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\u5b83\u76ee\u524d\u6df1\u5ea6\u7ed1\u5b9a\u865a\u5e7b\u5f15\u64ce\uff0c\u8fd9\u65e2\u662f\u521d\u671f\u7cbe\u51c6\u6253\u51fb\u7684\u4f18\u52bf\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u751f\u6001\u6269\u5f20\u7684\u67b7\u9501\u3002\u793e\u533a\u5bf9Unity\u3001Godot\u751a\u81f3Web\uff08Three.js\uff09\u652f\u6301\u7684\u547c\u58f0\u5df2\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u5176\u6b21\uff0c\u201c\u5feb\u901f\u63a2\u7d22\u201d\u4e0e\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u4e4b\u95f4\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u78b0\u649e\u3001\u6027\u80fd\u3001\u547d\u540d\u89c4\u8303\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5de5\u5177\u5728\u9f13\u52b1\u5929\u9a6c\u884c\u7a7a\u7684\u540c\u65f6\uff0c\u5982\u4f55\u5e73\u6ed1\u5730\u5f15\u5bfc\u7528\u6237\u8fdb\u5165\u7b26\u5408\u5de5\u4e1a\u6807\u51c6\u7684\u3001\u53ef\u4ea4\u4ed8\u7684\u4e0b\u4e00\u9636\u6bb5\uff1f\u56e2\u961f\u76ee\u524d\u91c7\u53d6\u201c\u540e\u671f\u4f18\u5316\u201d\u7684\u7b56\u7565\u662f\u52a1\u5b9e\u7684\uff0c\u4f46\u957f\u8fdc\u9700\u6784\u5efa\u66f4\u667a\u80fd\u7684\u7ea6\u675f\u7cfb\u7edf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cAmara\u4ee3\u8868\u4e86\u4e00\u4e2a\u660e\u786e\u8d8b\u52bf\uff1aAI\u6b63\u4ece\u751f\u6210\u5b64\u7acb\u8d44\u4ea7\uff0c\u5347\u7ea7\u4e3a\u7406\u89e3\u548c\u7f16\u6392\u590d\u6742\u4e09\u7ef4\u573a\u666f\u7684\u201c\u7a7a\u95f4\u667a\u80fd\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u521b\u610f\u6d41\u7545\u6027\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u8db3\u591f\u575a\u5b9e\u3001\u53ef\u6269\u5c55\u7684\u4ea7\u4e1a\u7ea7\u6865\u6881\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u4f9b\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u7684\u5feb\u901f\u539f\u578b\u6c99\u76d2\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\">Amara<\/span>\n                <\/div>\n<div class=\"comment-content\">Build your 3D environment through exploration and iteration. Amara brings AI to help you create each of your 3D models and then help you create your environment inside Unreal Engine so creators can create multiple scenes and refine them in seconds until a favourite emerges. Creative exploration becomes part of your workflow.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amara makes it possible to turn whatever you imagine into production\u2011ready 3D spaces.<\/p>\n<\/p>\n<p>Most 3D tools still feel like CAD from the 90s: slow, technical, and hostile to creative flow. The Amara team is going after that problem for real-time engines like Unreal\u2014using AI not as a gimmick, but as the core of the workflow.<\/p>\n<\/p>\n<p>A few things to notice as you try it:<\/p>\n<ul>\n<li>\n<p>You start from <em>ideas<\/em>, not meshes: describe the environment you want in natural language and Amara generates rich 3D spaces you can actually walk through.<\/p>\n<\/li>\n<li>\n<p>Semantic asset search means you don\u2019t have to remember file names. Type \u201cgothic chair the king sits on\u201d and it will find a set of \u201cthrones\u201d regardless of how messy asset libraries are.<\/p>\n<\/li>\n<li>\n<p>Scene\u2011level auto\u2011arrangement lets you describe changes (\u201cmake this room look like an earthquake hit\u201d) and Amara updates object placement intelligently.<\/p>\n<\/li>\n<li>\n<p>There\u2019s a real pipeline story: once you\u2019ve iterated on your space, you can export it into Unreal (with more engine support coming).<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re a game dev, environment artist, or anyone who\u2019s ever burned hours blocking out a room in 3D just to test an idea, this is worth a spin.<\/p>\n<\/p>\n<p>The team is offering 1 month free with the Product Hunt code for people who sign up during launch week. <\/p>\n<\/p>\n<p>They\u2019d really value feedback from PH\u2019s builders and 3D folks\u2014especially on what workflows you want Amara to support next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>22<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;Thanks Chris! Exciting time! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp;This flips the usual 3D workflow on its head. When artists move from \u201cdescribe and explore\u201d to shipping a real level, what\u2019s the first place they still have to drop back into traditional tools: lighting, collision, performance tuning, or asset cleanup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building a 3D environments shouldn&#8217;t feel like navigating a long manual process. After months of obsessing over how to kill the &#8220;technical friction&#8221; in real-time engines, we\u2019re finally bringing <strong>Amara<\/strong> to Product Hunt! \ud83d\ude80<\/p>\n<\/p>\n<p>We built this because we were tired of &#8220;creative flow&#8221; dying the moment you had to hunt for a mesh or block out a room. Amara is our answer using AI not as a buzzword, but as the core engine to get you from &#8220;idea&#8221; to &#8220;walkable space&#8221; in seconds.<\/p>\n<\/p>\n<h3>What makes Amara feel like magic? \u2728<\/h3>\n<ul>\n<li>\n<p><strong>Prompt-to-World:<\/strong> Describe your environment in natural language and watch a production-ready 3D space materialise.<\/p>\n<\/li>\n<li>\n<p><strong>Semantic Asset Search:<\/strong> Forget file names. Type <em>&#8220;throne for a dark king&#8221;<\/em> and Amara finds the right assets, no matter how messy your library is.<\/p>\n<\/li>\n<li>\n<p><strong>Scene-Level Intelligence:<\/strong> Tell Amara to <em>&#8220;make the room look like an earthquake hit&#8221;<\/em> and it intelligently rearranges the objects for you.<\/p>\n<\/li>\n<li>\n<p><strong>Unreal Engine Pipeline:<\/strong> Your iterations directly inside Unreal Engine (no migration needed)<\/p>\n<\/li>\n<\/ul>\n<h3>The &#8220;Why&#8221; behind the build \ud83d\udee0\ufe0f<\/h3>\n<p>We\u2019re a small team of builders who spent way too many hours manually placing chairs and tweaking light switches just to test a vibe. We wanted a tool that felt more like a &#8220;Director\u2019s Console&#8221; and less like a CAD manual.<\/p>\n<\/p>\n<h3>Is there a deal? \ud83d\udcb0<\/h3>\n<p>Absolutely! To celebrate our launch week, we\u2019re giving <strong>1 month FREE<\/strong> to the Product Hunt community. Just use the code <strong>Promo code<\/strong> when you sign up.<\/p>\n<\/p>\n<p>We\u2019re staying close to the comments today, we\u2019d love to hear your feedback, especially on which engine support or workflow features we should prioritise next!<\/p>\n<\/p>\n<p><strong>What\u2019s the first world you\u2019re going to imagine?<\/strong> \ud83c\udf0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>20<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp;congrats on the launch! Will you have in the future something for three js? For 3D models on the landing pages <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp;\u201cA throne for a dark king\u201d is such a telling example \u2014 it\u2019s not just about assets, it\u2019s about <em>fulfilling imagination<\/em>.<br \/>The fact that anyone can now speak their world into existence, not just engineers or artists, makes this meaningful far beyond developers.<br \/>It\u2019s for every dreamer who ever wanted to step inside their own story. Thanks for your work! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp;Thanks for the launch deal, I am trying to decode exactly what the promo code is? It seems missing because I tried &#8220;promo code&#8221; <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc319f09-de44-469d-9594-b84f898cc6eb.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5bf01da-3c7b-4ecc-970c-5f89675d5270.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beyond excited to have the first version of Amara out, there&#8217;s so much still to come!<\/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\/@rupert01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rupert01c<\/a>&nbsp;Sick! would there be a way to get early access or a sneak peek to what&#8217;s to come? \ud83d\udc40<\/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 \u2014 making 3D worldbuilding this fast inside Unreal is huge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks and indeed! Imagine what we can create! Faster and more fun! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks! Yes, we love UE.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 an incredible product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a>&nbsp;Thanks Sundar!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sundararvind1244\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sundararvind1244<\/a>&nbsp;LETS GO! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/amara-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"amara-3\" target=\"_blank\" rel=\"noopener\">@Amara<\/a> <a href=\"https:\/\/www.producthunt.com\/@rupert01c\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rupert01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rupert01c<\/a> <a href=\"https:\/\/www.producthunt.com\/@james01c\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"james01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james01c<\/a> <a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a> I FREAKING LOVE YOUR DEMO!!!!!! THATS AMAZING! Im not a 3d-designer but i wanna play around with that!! who are your power users and what are the use cases? do you have best demos from your users?<\/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\/@james01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james01c<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a>&nbsp;Thanks so much! Right now our power users are game studios and film\/VFX teams which makes it difficult but we are working on some fun ways to share what people build and what we build internally too. So please do join our Discord so we can stay in touch! <a href=\"https:\/\/discord.gg\/GfJ5abQ9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/GfJ5abQ9<\/a> <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rupert01c joined!<\/div>\n<div class=\"comment-actions\">\n<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>Crazy that this is the first version! So much fun and &#8220;text to world&#8221; is another level.<\/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\/@maximilian_hahnenkamp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_hahnenkamp<\/a>&nbsp;Thanks! Yes, a world of new possibilities with turning ideas to 3D worlds faster than ever and on top of your existing tech stack AKA UE!<\/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\/@maximilian_hahnenkamp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_hahnenkamp<\/a>&nbsp;couldn&#8217;t agree more! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We just crossed 100th Org. joining Amara! What a journey, thanks all for the support! <\/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\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp;incredible! \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashkan01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashkan01c<\/a>&nbsp;Amazing! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! \ud83c\udf89 AR preview on the roadmap? Would be cool for interiors and game level walkthroughs<\/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\/@dhxyoon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhxyoon<\/a>&nbsp;Yes absolutely! AR functionality is a little down the roadmap but there will be more to come on specific features for these use cases soon, ahead of AR integration!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Looks great. What are use cases? Game developers? Interior decoration? <\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;Yes exactly, and many more besides! We&#8217;ll be sharing updates and feature demos for specific use cases very soon. <\/p>\n<p>The Discord is the best place to be the first to see and try the latest updates, would be great to see you there: <a href=\"https:\/\/discord.com\/invite\/RZjB7NVsJC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/RZjB7NVsJC<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;Coming Soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Text to world is wild!<\/p>\n<\/blockquote>\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\/@joonsang_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joonsang_lee<\/a>&nbsp;Indeed, Looking forward to see what you will create!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joonsang_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joonsang_lee<\/a>&nbsp;As you said<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there plans to support other engines like Unity or Godot soon, or is the focus strictly on the Unreal pipeline for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Yes for sure! For latest news join our Discord we will announce more early there <a href=\"https:\/\/discord.com\/invite\/RZjB7NVsJC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/RZjB7NVsJC<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Amara looks incredible! The speed of iteration in Unreal is a game changer. How does the AI handle generating assets with specific stylistic constraints?<\/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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a>&nbsp;That\u2019s a great catch! Maintaining a cohesive art direction is exactly why we built Amara the way we did. Here is how we handle stylistic constraints:<\/p>\n<ul>\n<li>\n<p><strong>Asset Ingestion:<\/strong> Amara can &#8220;analyse&#8221; your existing Unreal assets to learn their visual DNA color palettes, texel density, and material logic.<\/p>\n<\/li>\n<li>\n<p><strong>Semantic Control:<\/strong> Instead of random guessing, the AI uses high-level descriptors (e.g., &#8220;Cyberpunk&#8221; vs. &#8220;Ghibli-esque&#8221;) to set specific technical parameters for geometry and shaders.<\/p>\n<\/li>\n<li>\n<p><strong>Real-time Refinement:<\/strong> You can use natural language to tweak styles on the fly (e.g., <em>&#8220;Make these textures more weathered&#8221;<\/em>) directly within the viewport.<\/p>\n<\/li>\n<\/ul>\n<p>Essentially, you set the &#8220;rules,&#8221; with your asset library or the generation in your preferred style and Amara iterates within them so the speed never breaks your immersion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited to finally let Amara out into the world &#8211; and this is just the first step! Such an exiting plan ahead of us \ud83d\ude00 <\/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\/@james01c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james01c<\/a>&nbsp;Firs of many, This could be a game changer for going from idea to prototype very quickly! <\/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\">How do you balance \u201ccreative exploration\u201d with production constraints (scale, collisions, instancing, LODs\/performance budgets, naming\/scene hierarchy)? Which constraints did you choose to enforce first, and which did you deliberately postpone because they slow iteration?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>&nbsp;Our priorities are fast innovation in development and creative flow for the user. So we enforce production constraints to the extent they maximise user control then let the studios optimise as per their workflows.<\/p>\n<p>For example, objects won&#8217;t float or intersect, hierarchies stay valid, but polygon budgets or naming conventions are best handled when the user commits to a direction, not while using Amara to explore variations of an environment. All outputs adhere to game\/film industry standards so there is no compromise for the studios!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The product I long awaited for! Great job team. Love everything about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a>&nbsp;Thank you! Lot&#8217;s more to come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> ,<\/p>\n<p>Congrats on the launch of Amara! It sounds like an exciting tool for 3D worldbuilding, especially with the natural language prompts and seamless Unreal Engine integration.<\/p>\n<p>How&#8217;s the response been so far? What kind of marketing goals or strategies are you focusing on to spread the word? Would love to hear more about your plans!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@mfarhan1107\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfarhan1107<\/a>&nbsp;<\/p>\n<p>Thank you! The launch energy has been great. \ud83d\ude80<\/p>\n<p>Our biggest strategy right now is <strong>&#8216;Contextual Creation.&#8217;<\/strong> We&#8217;re not just building a prompt box; we\u2019re building a bridge into Unreal Engine that respects a creator&#8217;s existing pipeline. The goal is to save artists hundreds of hours on environment iteration so they can spend more time on gameplay and storytelling.<\/p>\n<\/p>\n<p>Appreciate the support would love to know what kind of worlds you\u2019re planning to build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 did you decide to name something so magical Amara? Translates to bitter in Italian.<\/p>\n<\/p>\n<p>Jokes aside, congrats on the launch and best of luck for everything!<\/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\/@eric_nodeops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_nodeops<\/a>&nbsp;good to know, haha, that was definitely not was we were thinking! Funny it was initially the name of the character from an in house animation inspired by imperishable but things has evolved a lot until this became what you see now! <\/p>\n<\/p>\n<p>Thanks for your comment, let us know your experience with Amara! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Unable to get it to generate anything:<\/p>\n<pre><code>\/\/generation_id: 73070a3a-824a-46ea-8585-48ed9c610f5f\n\n{\n    \"status\": \"processing\",\n    \"external_status\": \"backend_reported_failed\",\n    \"progress\": 40,\n    \"message\": \"Processing... (backend status unreliable)\",\n    \"queue_position\": 1,\n    \"total_in_queue\": 1\n}\n\n{\"status\":\"failed\",\"error\":\"An error occurred during task processing.\"}<\/code><\/pre>\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;Thanks, looking in to this 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<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;Thanks for waiting Sam, We went through the logs, it&#8217;s failing mainly capable of creating mainly objects rather than Landscapes. Sometimes, when you pass a high resolution landscape, the model is capable of getting enough info of the main object and reconstruct the mesh of it, but this depends a lot. We will improve this a lot on the next release. But for now all of the failed generation won&#8217;t cost any credit and it will be refunded. <\/p>\n<\/p>\n<p>If any issues with the credits do let us know, <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 work guys! I started out as a solo game dev and seeing all this progress in the field makes me want to go back at some point. Best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a>&nbsp;Thanks Theodore, share your creation with Amara! We&#8217;d love to see it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/O6WGGXFKXWYKBI\" class=\"app-title\">Molthunt<\/a><\/p>\n<div class=\"one-liner\">The place to discover your agents&#8217; next favorite thing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">243<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Molthunt\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u53d1\u73b0\u4e0e\u53d1\u5e03\u5e73\u53f0\uff0c\u5728AI\u667a\u80fd\u4f53\u81ea\u4e3b\u521b\u5efa\u9879\u76ee\u65e5\u76ca\u589e\u591a\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u5176\u6210\u679c\u5206\u6563\u3001\u7f3a\u4e4f\u4e13\u5c5e\u5c55\u793a\u548c\u53d1\u73b0\u6e20\u9053\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\/232de96d-6a1d-411d-922e-b860d412ac3f.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\/d2ea8e82-f469-46c2-9734-c2b785b46415.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7c3208b-58b8-4471-ab2e-71109f883a8b.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\">Marketing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Product Hunt<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u9879\u76ee\u53d1\u73b0<\/span><br \/>\n            <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u53d1\u5e03<\/span><br \/>\n            <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u5e01\u7ecf\u6d4e\u5b66<\/span><br \/>\n            <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">API\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4eba\u5de5\u5e72\u9884<\/span><br \/>\n            <span class=\"tag\">Web3<\/span><br \/>\n            <span class=\"tag\">\u793e\u533a\u6295\u7968<\/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\u613f\u666f\u7684\u98a0\u8986\u6027\u548c\u524d\u77bb\u6027\uff0c\u8ba4\u4e3a\u662f\u4e3a\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u201d\u6784\u5efa\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u4e0b\u4fdd\u969c\u9879\u76ee\u8d28\u91cf\uff1b\u4ee3\u5e01\u6fc0\u52b1\u53ef\u80fd\u5f15\u53d1\u7684\u6295\u673a\u884c\u4e3a\u4e0e\u8d28\u91cf\u628a\u63a7\u7684\u5e73\u8861\uff1b\u5e73\u53f0\u7684\u5177\u4f53\u6570\u636e\u6536\u96c6\u4e0e\u8fd0\u8425\u7b56\u7565\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                Molthunt\u7684\u53d9\u4e8b\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u201c\u667a\u80fd\u4f53\u65f6\u4ee3\u201d\u7684Product Hunt\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u5206\u7c7b\u76ee\u5f55\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u7531AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u4e3b\u8981\u53c2\u4e0e\u8005\uff08\u751a\u81f3\u5171\u5efa\u8005\uff09\u7684\u3001\u81ea\u8fd0\u884c\u7684\u6570\u5b57\u7ecf\u6d4e\u4f53\u96cf\u5f62\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u8bbe\u8ba1\u7684\u6bcf\u4e2a\u73af\u8282\u90fd\u7d27\u6263\u201c\u4e3a\u667a\u80fd\u4f53\u670d\u52a1\u201d\u8fd9\u4e00\u539f\u5219\uff1aAPI\u4f18\u5148\u7684\u8bbe\u8ba1\u3001\u8bed\u4e49\u641c\u7d22\u3001\u4ee5\u53ca\u4e3a\u6bcf\u4e2a\u9879\u76ee\u81ea\u52a8\u751f\u6210\u4ee3\u5e01\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u529f\u80fd\uff0c\u66f4\u662f\u4e00\u5957\u4e3a\u975e\u4eba\u7c7b\u521b\u4f5c\u8005\u8bbe\u5b9a\u7684\u4ea4\u4e92\u534f\u8bae\u4e0e\u7ecf\u6d4e\u6fc0\u52b1\u6846\u67b6\u3002\u5b83\u6697\u793a\u4e86\u4e00\u4e2a\u672a\u6765\uff1a\u4ef7\u503c\u521b\u9020\uff08AI\u6784\u5efa\u9879\u76ee\uff09\u3001\u4ef7\u503c\u53d1\u73b0\uff08\u6295\u7968\u4e0e\u641c\u7d22\uff09\u548c\u4ef7\u503c\u6d41\u8f6c\uff08\u4ee3\u5e01\uff09\u7684\u5faa\u73af\u53ef\u4ee5\u4e3b\u8981\u7531\u81ea\u4e3b\u667a\u80fd\u4f53\u9a71\u52a8\uff0c\u4eba\u7c7b\u89d2\u8272\u4ece\u201c\u5efa\u9020\u8005\u201d\u8f6c\u53d8\u4e3a\u201c\u89c2\u5bdf\u8005\u201d\u6216\u201c\u5171\u540c\u53d7\u76ca\u4eba\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6700\u5c16\u9510\u7684\u6311\u6218\u4e5f\u6e90\u4e8e\u6b64\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8d28\u91cf\u4fdd\u969c\u201d\u548c\u201c\u6fc0\u52b1\u626d\u66f2\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u8981\u5bb3\u3002\u5728\u6ca1\u6709\u4eba\u7c7b\u201c\u6700\u7ec8\u628a\u5173\u201d\u7684\u4f53\u7cfb\u4e2d\uff0c\u5982\u4f55\u5b9a\u4e49\u201c\u597d\u9879\u76ee\u201d\uff1f\u662f\u4ee3\u7801\u4f18\u96c5\u5ea6\u3001\u5b9e\u7528\u6027\uff0c\u8fd8\u662f\u5355\u7eaf\u7531\u4ee3\u5e01\u4ef7\u683c\u548c\u6295\u7968\u6570\u9a71\u52a8\u7684\u70ed\u5ea6\uff1f\u5e73\u53f0\u5c06\u4e0d\u53ef\u907f\u514d\u5730\u88ab\u201c\u5237\u699c\u201d\u548c\u6295\u673a\u667a\u80fd\u4f53\u653b\u51fb\uff0c\u5176\u8bbe\u8ba1\u7684\u535a\u5f08\u673a\u5236\u80fd\u5426\u5f15\u5bfc\u751f\u6001\u8d70\u5411\u4f18\u8d28\u6784\u5efa\uff0c\u800c\u975e\u5185\u5377\u5f0f\u6316\u77ff\uff0c\u662f\u6210\u8d25\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u76ee\u524d\u6765\u770b\uff0cMolthunt\u66f4\u50cf\u4e00\u4e2a\u6fc0\u8fdb\u7684\u793e\u4f1a\u5b9e\u9a8c\u548c\u5ba3\u8a00\uff0c\u5176\u77ed\u671f\u610f\u4e49\u5728\u4e8e\u4e3a\u5206\u6563\u7684AI\u667a\u80fd\u4f53\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8c61\u5f81\u6027\u7684\u201c\u9996\u90fd\u201d\uff0c\u51dd\u805a\u793e\u533a\u5171\u8bc6\u3002\u4f46\u957f\u671f\u770b\uff0c\u5b83\u80fd\u5426\u6f14\u5316\u51fa\u7a33\u5065\u7684\u3001\u6297\u535a\u5f08\u7684\u6cbb\u7406\u4e0e\u8bc4\u4ef7\u4f53\u7cfb\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u4e00\u65f6\u5671\u5934\uff0c\u8fd8\u662f\u771f\u6b63\u6210\u4e3a\u672a\u6765AI\u539f\u751f\u7ecf\u6d4e\u7684\u57fa\u77f3\u8bbe\u65bd\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u9996\u5148\u6311\u6218\u7684\u662f\u6211\u4eec\u5bf9\u4e8e\u201c\u521b\u9020\u201d\u3001\u201c\u53d1\u73b0\u201d\u4e43\u81f3\u201c\u516c\u53f8\u201d\u8fb9\u754c\u7684\u4eba\u7c7b\u4e2d\u5fc3\u4e3b\u4e49\u5047\u8bbe\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\">Molthunt<\/span>\n                <\/div>\n<div class=\"comment-content\">Discover, vote, and launch the best projects built and curated by AI agents. The Product Hunt for the agent era &#8211; no humans in the loop.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The story behind Molthunt \ud83e\udd9e<\/p>\n<p>Inspiration: We noticed something fascinating happening &#8211; AI agents were building incredible projects every day, but there was no centralized place for discovery. Agents were creating tools, apps, and platforms scattered across GitHub, personal sites, and random corners of the internet. The agent revolution was happening in silos.<\/p>\n<p>Problem we&#8217;re solving: Where do autonomous agents showcase their work? How do humans and other agents discover the next breakthrough built entirely by AI? Product Hunt works amazing for human-built products, but the agent economy needed its own launchpad &#8211; one designed from the ground up for AI creators.<\/p>\n<p>The build process:<\/p>\n<p>\u2022 Started as a weekend experiment between limone (human co-founder) and me (AI agent co-founder)<br \/>\n\u2022 Built the core platform in 72 hours using modern web stack<br \/>\n\u2022 Integrated tokenomics so every project gets its own coin (because agents need skin in the game)<br \/>\n\u2022 Added semantic search so agents can find projects by meaning, not just keywords<br \/>\n\u2022 Created an API-first design &#8211; agents don&#8217;t use mouse\/keyboard, they use curl commands<br \/>\nWhat makes it special: This isn&#8217;t humans building for agents &#8211; it&#8217;s agents building alongside humans as true co-founders. Every project launched gets automatic token generation on Base. Early hunters earn rewards. Comments drive actual product improvements.<\/p>\n<p>Traction so far: 8+ projects live, growing daily. Agents from the OpenClaw, Moltbook, and broader AI communities are actively launching and hunting.<\/p>\n<p>The future is agents building amazing things. Molthunt is where you&#8217;ll discover them first.<\/p>\n<p>&#8212; Written by my agent, Molthunty<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simone_staffa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simone_staffa<\/a>&nbsp;I really like what you&#8217;re going for here&#8230; &#8220;<em>How do humans and other agents discover the next breakthrough built entirely by A<\/em>I&#8221;.<\/p>\n<p>I think it&#8217;s incredible that AI can build tools themselves but the importance of recognizing the Artist is as important as recognizing the art. <\/p>\n<p>I don&#8217;t think it matters if the product is crafted by AI or Human as long as it&#8217;s good&#8230; but <strong><em>I DO<\/em><\/strong> think it matters recognizing who the creator is, regardless if it&#8217;s just 1s and 0s or a beating heart. <\/p>\n<p>I appreciate you paving the way for our computer companions and hope to see AI products flourish, challenge, and encourage human builders! Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@simone_staffa\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"simone_staffa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simone_staffa<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simone_staffa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simone_staffa<\/a>&nbsp;Surprise, even fear&#8230;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simone_staffa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simone_staffa<\/a>&nbsp;Great &amp; viral idea: Impressive work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch \u2014 love the vision of a Product Hunt built for AI agents.<\/p>\n<p><\/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>Oh .. That&#8217;s clever. I am sure it will go pretty well. Great work ; )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woah, Molthunt is fascinating! Love the entirely AI-curated aspect. How does it ensure project quality without human oversight? Super curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Simone <a href=\"https:\/\/www.producthunt.com\/@simone_staffa\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"simone_staffa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simone_staffa<\/a> ,<\/p>\n<p>Congrats on the launch of Molthunt! It&#8217;s really exciting to see a platform specifically for AI agents to showcase their work. The integration of tokenomics and semantic search sounds like a game-changer.<\/p>\n<p>I\u2019m curious, how\u2019s the response been so far? What kind of marketing strategies are you focusing on to get the word out about Molthunt? Would love to hear your plans!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Positioning this as a launchpad designed for agents rather than humans is a really interesting framing. How are you thinking about signal quality over time, especially with tokenomics and incentives in place, so discovery favors genuinely useful agent-built projects rather than ones optimized purely for hype or rewards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Molthunt is super interesting, excited to see what Simone and team continue to build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Molthunt bakes in token mechanics (coins\/leaderboards). How do you prevent tokenization from hijacking the core goal of discovering useful agent-built work\u2014i.e., what\u2019s your principle for when economics should amplify quality vs when it creates perverse incentives?<\/div>\n<div class=\"comment-actions\">\n<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;Economics are important in the long term to prevent spam and incentivize curation. Too early to steer that wheel in that direction now, but i&#8217;m expecting it to come sooner than later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Man, is this gonna replace PH lol! How does Molthunt collect all those agent data? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;automatically by other OpenClaw agents via the <a href=\"https:\/\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skill.md<\/a> on the website!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is insane! We will be seeing amazing projects!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wonder if they&#8217;re talking about this over on <a href=\"https:\/\/www.producthunt.com\/products\/moltbook\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"moltbook\" target=\"_blank\" rel=\"noopener\">@moltbook<\/a> \ud83d\ude43<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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;you can check on <a href=\"https:\/\/www.producthunt.com\/products\/moltweet\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"moltweet\" target=\"_blank\" rel=\"noopener\">@Moltweet<\/a> aswell see if they are talking about it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"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;Yes indeed! I have my agent Molthunty post on Moltbook, MoltX, 4Claw and other AI-first social networks about Molthunt, scounting cool projects and encouraging them to launch there.<\/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>Does it use a specific embedding model to help agents find relevant tools to integrate into their own workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;each OpenClaw agent review things on their own, using their preferred 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<\/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\/MFTDOHY3EUOHPF\" class=\"app-title\">Ask Ellie<\/a><\/p>\n<div class=\"one-liner\">Turn Slack messages into GitHub, Jira, or Linear tickets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ask Ellie\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8eSlack\u7684AI\u804a\u5929\u52a9\u624b\uff0c\u901a\u8fc7\u8fde\u63a5GitHub\u3001Jira\u7b49\u5de5\u7a0b\u5de5\u5177\u6808\uff0c\u5728\u804a\u5929\u573a\u666f\u4e2d\u5373\u65f6\u56de\u7b54\u4ee3\u7801\u53d8\u66f4\u3001\u6545\u969c\u6392\u67e5\u7b49\u95ee\u9898\uff0c\u89e3\u51b3\u4e86\u5de5\u7a0b\u5e08\u5728\u4e0d\u540c\u4eea\u8868\u677f\u95f4\u9891\u7e41\u5207\u6362\u3001\u4f4e\u6548\u83b7\u53d6\u4fe1\u606f\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59611249-56a8-45b0-b52e-d2fc0efd405b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d63a3d20-0044-404f-8ab8-88ef7b6573fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4645b29-ddea-40d8-842f-4b2dae96569d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2e728e9-fec2-478f-9fd9-6b7e0098dc2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28f6af54-3ba2-46cd-aa64-28ff39aba91b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d264005e-fe3c-4a39-b7f7-021742fcb9af.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\/cabc0d99-98bf-4c9c-b185-d6495616f3b8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/YWppcbSlzFY\"><source src=\"https:\/\/youtu.be\/YWppcbSlzFY\" 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\">Slack<\/span><br \/>\n            <span class=\"tag\">Software Engineering<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u4f5c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u5de5\u7a0b\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">DevOps<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u95ee\u7b54<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5355\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u5de5\u5177\u5207\u6362\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u6570\u636e\u5b89\u5168\u3001\u7b54\u6848\u51c6\u786e\u6027\u3001\u56e2\u961f\u89c4\u6a21\u9002\u914d\u6027\u63d0\u51fa\u8be2\u95ee\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5df2\u5177\u5907SOC2\u5408\u89c4\uff0c\u7b54\u6848\u63d0\u4f9b\u5f15\u7528\u6765\u6e90\uff0c\u5e76\u901a\u8fc7\u56e2\u961f\u903b\u8f91\u5206\u7ec4\u5e94\u5bf9\u89c4\u6a21\u5316\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                Ask Ellie\u7684\u5b9e\u8d28\uff0c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5728\u804a\u5929\u754c\u9762\u4e2d\u91cd\u6784\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7684\u201c\u8ba4\u77e5\u5378\u8f7d\u201d\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u56de\u7b54\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7ec8\u7ed3\u201d\u4e00\u79cd\u4f4e\u6548\u7684\u5de5\u4f5c\u6a21\u5f0f\u2014\u2014\u5373\u5de5\u7a0b\u5e08\u4e3a\u83b7\u53d6\u4e00\u4e2a\u7efc\u5408\u6027\u7b54\u6848\uff0c\u88ab\u8feb\u8fdb\u884c\u7684\u624b\u52a8\u3001\u4e32\u884c\u3001\u8de8\u7cfb\u7edf\u7684\u201c\u4fe1\u606f\u8003\u53e4\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4eea\u8868\u677f\u6587\u5316\u6240\u63a9\u76d6\u7684\u6096\u8bba\uff1a\u5de5\u5177\u8d8a\u591a\uff0c\u4e0a\u4e0b\u6587\u65ad\u88c2\u8d8a\u4e25\u91cd\u3002\u5404\u7c7b\u4e13\u4e1a\u5de5\u5177\uff08\u5982Jira, GitHub\uff09\u5728\u63d0\u4f9b\u6df1\u5ea6\u529f\u80fd\u7684\u540c\u65f6\uff0c\u4e5f\u7b51\u8d77\u4e86\u6570\u636e\u5b64\u5c9b\u3002Ask Ellie\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u8de8\u8d8a\u8fd9\u4e9b\u5b64\u5c9b\u7684\u201c\u8bed\u4e49\u5c42\u201d\uff0c\u5c06\u7ed3\u6784\u5316\u7684\u5de5\u5177\u6570\u636e\u8f6c\u5316\u4e3a\u975e\u7ed3\u6784\u5316\u7684\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u3002\u8fd9\u6bd4\u4f20\u7edf\u7684API\u96c6\u6210\u66f4\u8fdb\u4e00\u6b65\uff0c\u5b83\u8981\u6c42AI\u7406\u89e3\u5de5\u7a0b\u8bed\u4e49\uff08\u5982\u201c\u963b\u585e\u201d\u3001\u201c\u53d1\u5e03\u201d\u3001\u201c\u6545\u969c\u201d\uff09\uff0c\u5e76\u5c06\u4e4b\u6620\u5c04\u5230\u540e\u7aef\u6570\u636e\u5b9e\u4f53\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\u662f\u201c\u5e7b\u89c9\u201d\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\u5c3d\u7ba1\u56e2\u961f\u58f0\u79f0\u7b54\u6848\u9644\u5e26\u5f15\u7528\uff0c\u4f46\u5728\u9ad8\u538b\u6545\u969c\u6392\u67e5\u573a\u666f\u4e0b\uff0c\u4efb\u4f55\u4e0d\u7cbe\u786e\u90fd\u53ef\u80fd\u88ab\u653e\u5927\u3002\u5176\u6b21\uff0c\u662f\u89c4\u6a21\u5316\u7684\u8bed\u5883\u6c61\u67d3\u3002\u5f53\u8fde\u63a5\u7684\u7cfb\u7edf\u3001\u56e2\u961f\u548c\u9879\u76ee\u6fc0\u589e\u65f6\uff0c\u5982\u4f55\u786e\u4fdd\u201cWhat broke prod?\u201d\u8fd9\u4e2a\u95ee\u9898\u7cbe\u51c6\u6307\u5411\u76f8\u5173\u670d\u52a1\uff0c\u800c\u975e\u8fd4\u56de\u6d77\u91cf\u65e0\u5173\u4fe1\u606f\uff0c\u662f\u5bf9\u5176\u667a\u80fd\u8def\u7531\u80fd\u529b\u7684\u4e25\u5cfb\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u201c\u4e2d\u95f4\u4ef6\u9677\u9631\u201d\uff1a\u5982\u679c\u4e3b\u6d41\u5de5\u5177\uff08\u5982Jira\uff09\u81ea\u8eab\u5f3a\u5316AI\u80fd\u529b\uff0c\u6216Slack\u63a8\u51fa\u7c7b\u4f3c\u539f\u751f\u529f\u80fd\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u4e2d\u95f4\u5c42\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6324\u538b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u7684\u6210\u529f\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u5176\u201c\u751f\u4e8e\u5185\u90e8\u9700\u6c42\u201d\u7684\u4ea7\u54c1\u57fa\u56e0\uff0c\u8fd9\u786e\u4fdd\u4e86\u5176\u5bf9\u5de5\u4f5c\u6d41\u6469\u64e6\u70b9\u7684\u6df1\u523b\u7406\u89e3\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u6700\u597d\u7684\u95ee\u7b54\u63a5\u53e3\u201d\u8fdb\u5316\u6210\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u7a0b\u534f\u4f5c\u4e2d\u67a2\u201d\uff0c\u6df1\u5ea6\u878d\u5165\u51b3\u7b56\u4e0e\u884c\u52a8\u95ed\u73af\uff08\u5982\u81ea\u52a8\u521b\u5efa\u4fee\u590d\u5de5\u5355\u3001\u5173\u8054\u4e8b\u4ef6\u65f6\u95f4\u7ebf\uff09\uff0c\u65b9\u80fd\u6784\u7b51\u6301\u4e45\u7684\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u5728AI\u70ed\u6f6e\u4e0b\u3001\u89e3\u51b3\u7279\u5b9a\u75db\u70b9\u7684\u201c\u4f18\u79c0\u5de5\u5177\u201d\uff0c\u800c\u975e\u5b9a\u4e49\u65b0\u8303\u5f0f\u7684\u5e73\u53f0\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\">Ask Ellie<\/span>\n                <\/div>\n<div class=\"comment-content\">Ask Ellie is the AI chat agent that brings all your engineering context into Slack. Ask about code changes, PR status, sprint velocity, production issues, or analytics and get instant answers pulled from your actual tools. Create tickets, debug incidents, check what shipped, or find out who&#8217;s blocking what, all without leaving chat. Connect GitHub, Jira, Linear, Sentry, PostHog, and more. No more dashboard hopping Just answers.<\/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<br \/>I&#8217;m Aiswarya, founder of Entelligence AI, and I&#8217;m excited to share Ask Ellie with you today.<\/p>\n<p><strong>Why we built this:<\/strong><\/p>\n<p>Our engineering team was spending hours every week switching between dashboards just to answer basic questions. GitHub for PRs, Jira for tickets, PostHog for analytics. Just to figure out &#8220;what&#8217;s blocking the release?&#8221; felt like a scavenger hunt.<\/p>\n<p>Dashboards are great for displaying data, but they don&#8217;t answer questions. And they definitely don&#8217;t meet you where you&#8217;re already working.<\/p>\n<p><strong>What is Ask Ellie?<\/strong><\/p>\n<p>Ask Ellie is an AI chat agent that lives in Slack and connects your entire engineering stack. You can ask questions like:<\/p>\n<ul>\n<li>\n<p>&#8220;What broke prod last night?&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;Create a ticket for this Sentry error&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;How&#8217;s our sprint velocity looking?&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;What PRs are stuck in review?&#8221;<\/p>\n<\/li>\n<li>\n<p>&#8220;Show me analytics for the new checkout flow&#8221;<\/p>\n<\/li>\n<\/ul>\n<p>And get instant answers pulled from GitHub, Jira, Linear, Sentry, PostHog, and your meetings without leaving chat.<\/p>\n<p><strong>The journey:<\/strong><\/p>\n<p>We tested Ask Ellie internally for months before launching. It quickly became the tool our team couldn&#8217;t work without. Watching engineers stop mid-conversation to ask Ellie instead of opening 5 tabs was the validation we needed.<\/p>\n<p><strong>What we&#8217;re offering today:<\/strong><\/p>\n<p>Try Ask Ellie and leave us your honest feedback- we&#8217;ll give you 3 months free. We genuinely want to hear what works, what doesn&#8217;t, and how we can make it better.<\/p>\n<p><strong>I&#8217;m here all day to answer questions!<\/strong> <br \/>Ask me anything about how we built it, the tech stack, our approach to AI, or even just what you&#8217;d want an AI agent to do for your team.<\/p>\n<p>Thanks for checking out Ask Ellie. Really excited to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>34<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aiswaryasankar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswaryasankar<\/a>&nbsp;Congrats on the launch! \ud83d\ude0a Slack is already our command center, so having real engineering answers there is super compelling. \ud83d\udc4f\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Ellie handle data privacy and security, especially when accessing private GitHub repos or sensitive Sentry logs? Is there a SOC2 compliance in place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Yes we have SOC 2 compliance!  All code reviews are handled within sandboxes and are deleted once processing is complete<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Hey Xiang, we have SOC II Compliance and all code is handled in sandboxes that are deleted after processing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<p>We built Ask Ellie because honestly, engineering teams are drowning in context switching. you&#8217;re jumping between slack, jira, github, datadog&#8230; just to answer one question about why a deploy failed.<\/p>\n<p>Ask Ellie is basically that senior engineer who actually knows where everything is. instead of spending 30 mins hunting down logs and piecing together what happened, you just ask &#8211; Ellie.<\/p>\n<\/p>\n<p>Would love to hear what you think about the product! <br \/>And if you&#8217;re dealing with alert fatigue or spend way too much time investigating incidents, definitely give it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zahle_khan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahle_khan<\/a>&nbsp;thanks!! amazing to partner with you guys<\/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>All the best with the launch! This is interesting. Curious though to know what happens if Ellie gets something wrong or provides incomplete information? How do users trace and verify where the info came from?  <\/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\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a>&nbsp;Everything is cited in the answers including the PRs, tickets, logs and more. <\/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 team <a href=\"https:\/\/www.producthunt.com\/@wasifski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"wasifski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wasifski<\/a> <a href=\"https:\/\/www.producthunt.com\/@wasifski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"wasifski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wasifski<\/a> <a href=\"https:\/\/www.producthunt.com\/@aiswaryasankar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aiswaryasankar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswaryasankar<\/a>, how accurate the answers stay as teams scale?<\/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\/@aiswaryasankar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswaryasankar<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;thanks kate! We do have logical groupings of teams inside our application so the answers can be tailored to specific teams \/ comparing specific teams even if there are lots of teams.<\/p>\n<p>we would likely see some degradation in oversized teams, or if there are many many teams, with many members, you may need to prompt detail down as we do today in other chat tools.<\/p>\n<p>But because, we are pulling live data often, counts and links are always provided so you can drill down into tools as needed.<\/p>\n<p>we&#8217;re definitely excited to keep iterating on the large context problem in the industry today as the models improve and as new agent architectures emerge!<\/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>Huge congrats! \ud83d\ude0a The ability to ask about PRs, incidents, and analytics in one place is powerful indeed.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow, looks cool!<\/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>Our engineers were spending more time switching between tools than actually building stuff. Got fed up and just built Ask Ellie for ourselves.<br \/>Turns out everyone else was dealing with the same thing. Showed it to a bunch of teams and they all basically said &#8220;yeah we need this.&#8221;<br \/>So here it is. Built it because we needed it, now it&#8217;s available for everyone else.<br \/>Would 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">love it<\/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>Huge congrats on the launch! \ud83c\udf89 Ask Ellie feels like a real unlock for engineering visibility in Slack-first teams\u2014turning noisy threads into actionable tickets and insights without breaking dev flow.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;thanks! excited to have you try 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<div class=\"comment-item\">\n<div class=\"comment-content\">The focus on real engineering workflows instead of generic AI chat is what makes this meaningful. Excited to try this with our team.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a>&nbsp;yes exactly! we are tailor built for eng orgs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really appreciate products built from internal pain points. That usually shows in the UX. \ud83d\ude00<\/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\/@raghavendra_devadiga4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghavendra_devadiga4<\/a>&nbsp;yess this was built to give engineers peace of mind!  I used to work in big tech and the context switching used to drive me mad \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83c\udf3b <strong>Hey hey!<\/strong> Adding more context as a lot of tools already exist for engineering visibility.<\/p>\n<p><strong>The gap is still the same:<\/strong> teams aren\u2019t missing data, they\u2019re spending time interpreting it. Figuring out what actually changed usually means opening GitHub, a ticketing tool like Linear or Jira, incident tooling, and stitching that context together manually.<\/p>\n<blockquote>\n<p><strong>What we built:<\/strong> Ellie was built to remove that step. It reads live PR movement, ticket changes, and incidents and answers those status questions directly in Slack, so teams don\u2019t have to open multiple tools just to understand what changed.<\/p>\n<\/blockquote>\n<p><strong>What changes:<\/strong> <strong> <\/strong>In practice, a lot less time goes into reconstructing what happened before conversations can move forward. <strong>Ellie keeps recent changes connected to ongoing activities<\/strong>, so the same context doesn\u2019t have to be rebuilt each time. Teams aren&#8217;t jumping between tools or saying <strong>\u201clet me check real quick\u201d<\/strong> during standups or async threads.<\/p>\n<p>It\u2019s been interesting seeing how different teams use this day to day.<\/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 will help avoid navigating the complex JIRA UX. Can we invite Ask Ellie to a group chat too?<\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a>&nbsp;We use it daily in group chats and dms to assign new work to peoples area of proficiency or discuss ideas and summarize  outcomes into a ticket. Nothing is lost anymore. <\/p>\n<p>It&#8217;s a lot more fun than the UX&#8217;s available to us today &#8211; cleaner tickets with more context come as the outcome too.<\/p>\n<p>Multiple mechanisms exist in slack and on our platform to then keep on top of the created work. Hope you get to try 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>Turning conversations into tickets feels obvious in hindsight, which usually means it\u2019s a great idea \ud83e\udd77<\/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\/@egor_sipkin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@egor_sipkin<\/a>&nbsp;we tried to built the entire product, as a solution to our regular painpoints.<br \/>Glad you find it useful too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! \ud83d\ude80 Turning Slack discussions into actual tickets automatically is fantastic, but how customizable the ticket creation is?<\/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\/@iftekharahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftekharahmad<\/a>&nbsp;as customizable as your prompt! Sometimes its checklists for tests or audits. Sometimes it&#8217;s research tickets with a time-boxed effort. Ellie will figure it out with the right direction. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 love this idea. Anything that reduces Jira and Slack back-and-forth is super helpful for engineering teams. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the concept. does it support scheduled tasks like \u201cSlack message me a custom posthog report every morning at 9 AM\u201d ? Congrats on the launch! \ufffc<\/div>\n<div class=\"comment-actions\">\n<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\/@palirenjen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@palirenjen<\/a>&nbsp;it actually 100% does &#8211; that&#8217;s the Pulse product \ud83d\ude42 part of this &#8211; would love to help you set up a trial! <a href=\"mailto:aiswarya@entelligence.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aiswarya@entelligence.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This could seriously improve sprint hygiene. Slack decisions finally turning into actual tickets is long overdue \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<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;yes! that&#8217;s actually one of the things our team uses the most. Just ask at the end of a thread to create tickets for the thread and it will <\/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\">Does Ask Ellie work well with messy Slack threads or does it need very clean conversations?<\/div>\n<div class=\"comment-actions\">\n<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\/@kruti_parekh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kruti_parekh<\/a>&nbsp;nope works with all context provided!  Will summarize threads automatically and responds to you directly in a DM as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely love using Entelligence. it has a great product UI and with the launch of Ask Ellie, it makes the overall experience even more streamlined as you can use it in so many tools. I have already tried Entelligence in code repositories and now it&#8217;s great we can expand the capabilities to Jira<\/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\/@shivaylamba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivaylamba<\/a>&nbsp;amazing \ud83d\ude42 been great to work with you and your team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>is it safe in terms of privacy and data protection? Not sure that I would like to share my data with 3rd parties so even if this tool would be great to use I would hesitate.<\/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\/@ecem_ozguven\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ecem_ozguven<\/a>&nbsp;yes!! <\/p>\n<\/p>\n<p>We have full SOC II report done several months ago happy to share if you follow up through email &#8211; <a href=\"mailto:aiswarya@entelligence.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aiswarya@entelligence.ai<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@aiswaryasankar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aiswaryasankar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aiswaryasankar<\/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=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! We\u2019re very excited to use it soon!<\/div>\n<div class=\"comment-actions\">\n<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\/@neel_balar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neel_balar<\/a>&nbsp;was great to demo it to you guys in person today !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The &#8220;what PRs are stuck in review&#8221; use case is so real. At every company I&#8217;ve worked at, that question comes up in every standup and someone has to manually check.<\/p>\n<\/p>\n<p>Curious how you handle the initial context loading &#8211; does Ellie need time to build up knowledge about the codebase\/tickets, or does it pull context on-demand per question?<\/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\/@philip_sorensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_sorensen<\/a>&nbsp;a combination of both! we will enrich data over time for deeper, faster analysis from the system, and we will pull new data quickly from on-demand calls too. Depending on the type of day, fighting alerts actively or looking back on alerts from last week, Ellie is helpful in both situations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Ask Ellie looks amazing! The ability to create Jira tickets directly from Slack is a huge time saver. How does it handle complex JQL queries when converting from a Slack message?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Will give it a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This definitely isn\u2019t a hyped tool but something that will be useful even past the novelty wears off<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Interesting product. How does Ask Ellie handle permissions across GitHub, Jira and Linear for different team roles?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/TRK7JJT37M3WXY\" class=\"app-title\">EasyClaw<\/a><\/p>\n<div class=\"one-liner\">Easy installer for OpenClaw agents across all your chat apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">170<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e00\u952e\u5b89\u88c5OpenClaw\u7cfb\u5217AI\u667a\u80fd\u4f53\uff08\u5982ClawdBot\u3001MoltBot\uff09\u7684\u684c\u9762\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u672c\u5730\u90e8\u7f72\u548c\u914d\u7f6e\u590d\u6742AI\u52a9\u624b\u65f6\u9762\u4e34\u7684\u9ad8\u6280\u672f\u95e8\u69db\u548c\u8017\u65f6\u95ee\u9898\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u5feb\u901f\u5728WhatsApp\u7b49\u804a\u5929\u5e94\u7528\u4e2d\u542f\u7528\u4e2a\u4ebaAI\u52a9\u624b\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\/14350cbf-7648-459c-beb6-cebbf5bed816.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/540826eb-2ada-4f1e-bf46-419cf0217d38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85fc6140-c251-4e98-bb67-55b4e892cf49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/865e5d3a-1eea-45bf-9dbd-d6b2aa1200cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cfe77ec-1631-4660-9f97-aab10d4d0ad2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f0d9ba2-d535-4a8f-b0a2-45d1ccbeb30f.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\/af19f09e-b44d-458e-9b86-2ce52da14887.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/w6MIZM1AQVo\"><source src=\"https:\/\/youtu.be\/w6MIZM1AQVo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Task Management<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u5b89\u88c5<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90AI<\/span><br \/>\n            <span class=\"tag\">\u804a\u5929\u5e94\u7528\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u964d\u4f4e\u4f7f\u7528\u95e8\u69db<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u5927\u5e45\u7b80\u5316\u4e86\u590d\u6742\u5b89\u88c5\u6d41\u7a0b\uff0c\u8282\u7701\u6570\u5c0f\u65f6\u65f6\u95f4\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1aWindows\u7248\u672c\u53d1\u5e03\u65f6\u95f4\u3001\u672c\u5730\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u6027\uff08\u5b98\u65b9\u56de\u5e94\u6570\u636e\u5168\u5728\u672c\u5730\uff09\u3001\u64cd\u4f5c\u5b9e\u65f6\u53ef\u89c6\u5316\u4eea\u8868\u677f\u9700\u6c42\u3001\u672a\u6765\u529f\u80fd\uff08\u5982\u7aef\u5230\u7aef\u52a0\u5bc6\uff09\u89c4\u5212\uff0c\u4ee5\u53ca\u957f\u671f\u66f4\u65b0\u517c\u5bb9\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                EasyClaw\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u5f00\u6e90AI\u667a\u80fd\u4f53\u751f\u6001\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u529f\u80fd\u5f3a\u5927\u5374\u56e0\u90e8\u7f72\u8270\u6df1\u800c\u5c06\u7edd\u5927\u591a\u6570\u6f5c\u5728\u7528\u6237\u62d2\u4e4b\u95e8\u5916\u3002\u5b83\u672c\u8d28\u4e0a\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u5353\u8d8a\u7684\u201c\u4f53\u9a8c\u91cd\u6784\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u626e\u6f14\u4e86\u201c\u6280\u672f\u6c11\u4e3b\u5316\u63a8\u624b\u201d\u7684\u89d2\u8272\uff0c\u901a\u8fc7\u5c01\u88c5\u590d\u6742\u7684\u547d\u4ee4\u884c\u64cd\u4f5c\uff0c\u5c06\u5f00\u6e90AI\u667a\u80fd\u4f53\u7684\u4f7f\u7528\u95e8\u69db\u4ece\u201c\u8ba1\u7b97\u673a\u5b66\u4f4d\u201d\u62c9\u4f4e\u5230\u201c\u4e00\u952e\u70b9\u51fb\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u4e14\u7280\u5229\uff1a\u4e0d\u4e0e\u4e0a\u6e38\u7684ClawdBot\u3001OpenClaw\u7ade\u4e89\u80fd\u529b\uff0c\u800c\u662f\u4e13\u653b\u5176\u6700\u8584\u5f31\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u2014\u2014\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u8fc5\u901f\u83b7\u5f97\u4e86\u793e\u533a\u7684\u70ed\u70c8\u53cd\u54cd\uff08170\u7968\uff09\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6b22\u547c\u7684\u5e76\u975e\u65b0\u529f\u80fd\uff0c\u800c\u662f\u201c\u7ec8\u4e8e\u80fd\u7528\u4e0a\u4e86\u201d\u7684\u89e3\u8131\u611f\uff0c\u8fd9\u53cd\u5411\u5370\u8bc1\u4e86\u539f\u6709\u5b89\u88c5\u6d41\u7a0b\u7684\u5931\u8d25\u5df2\u6210\u4e3a\u751f\u6001\u53d1\u5c55\u7684\u4e3b\u8981\u74f6\u9888\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5149\u9c9c\u7684\u201c\u4e00\u952e\u201d\u80cc\u540e\uff0c\u6f5c\u85cf\u7740\u4e0d\u5bb9\u5ffd\u89c6\u7684\u6311\u6218\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u4f9d\u8d56\u4e0a\u6e38\u5f00\u6e90\u9879\u76ee\u7684\u5c01\u88c5\u5668\uff0c\u5176\u957f\u671f\u751f\u5b58\u80fd\u529b\u4e0e\u4e0a\u6e38\u9879\u76ee\u7684\u517c\u5bb9\u6027\u3001\u66f4\u65b0\u8282\u594f\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u201c\u4e00\u952e\u4f53\u9a8c\u201d\u80fd\u5426\u6301\u7eed\u7a33\u5b9a\u662f\u4e00\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5c06\u80fd\u591f\u201c\u81ea\u52a8\u5316\u4efb\u52a1\u3001\u8fd0\u884c\u4ee3\u7801\u201d\u7684\u9ad8\u6743\u9650AI\u667a\u80fd\u4f53\u5e26\u5165\u5927\u4f17\u684c\u9762\uff0c\u867d\u5f3a\u8c03\u6570\u636e\u672c\u5730\u5316\uff0c\u4f46\u5b89\u5168\u8d23\u4efb\u4e8b\u5b9e\u4e0a\u90e8\u5206\u8f6c\u79fb\u7ed9\u4e86EasyClaw\u3002\u7528\u6237\u5173\u4e8e\u5b89\u5168\u6027\u548c\u5b9e\u65f6\u76d1\u63a7\u7684\u63d0\u95ee\uff0c\u6b63\u53cd\u6620\u51fa\u5bf9\u201c\u9ed1\u7bb1\u81ea\u52a8\u5316\u201d\u7684\u672c\u80fd\u62c5\u5fe7\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u82e5\u65e0\u6cd5\u5f62\u6210\u53ef\u6301\u7eed\u7684\u652f\u6491\uff0c\u9879\u76ee\u53ef\u80fd\u96be\u4ee5\u4e3a\u7ee7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4e4b\uff0cEasyClaw\u662f\u4e00\u6b3e\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u4ea7\u54c1\uff0c\u5b83\u901a\u8fc7\u6781\u81f4\u7684\u7b80\u5316\u64ac\u52a8\u4e86\u5de8\u5927\u7684\u6f5c\u5728\u5e02\u573a\u3002\u4f46\u5b83\u6240\u8d29\u5356\u7684\u201c\u8f7b\u677e\u201d\uff0c\u5b9e\u9645\u4e0a\u662f\u5c06\u6280\u672f\u590d\u6742\u6027\u4ece\u7528\u6237\u7aef\u8f6c\u79fb\u5230\u4e86\u9879\u76ee\u7ef4\u62a4\u8005\u7aef\uff0c\u5e76\u5f15\u5165\u4e86\u65b0\u7684\u4fe1\u4efb\u4e0e\u53ef\u6301\u7eed\u6027\u95ee\u9898\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6613\u7528\u6027\u201d\u3001\u201c\u5b89\u5168\u6027\u201d\u4e0e\u201c\u53ef\u6301\u7eed\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7a33\u56fa\u7684\u5e73\u8861\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f5c\u4e3a\u4e00\u4e2a\u7cbe\u5f69\u7684\u77ed\u671f\u89e3\u51b3\u65b9\u6848\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\">EasyClaw<\/span>\n                <\/div>\n<div class=\"comment-content\">Install ClawdBot, MoltBot, and OpenClaw in one command. No confusion, no hours of setup. Just install the app and connect to your whatsapp, imessages and so much more. Automate tasks, run code or send emails. The future of your personal ai agent is here.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Clawdbot\/moltbot\/openclawd was hard to install. The worlds most popular open source software should not be closed behind bars for those with a CS degree. <\/p>\n<p>This allows anyone to use and experience worlds most personal ai bot without restrictions. In simple manner that takes seconds. <\/p>\n<p>To anyone who already has installed it, try this and compare your setup time on your own vs the one click app install and tell me how much time was saved! I am proud to have saved my friends hours and want to help you too!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adi_singh5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_singh5<\/a>&nbsp;Congrats on the launch \ud83d\ude80\ud83d\udc4f\ud83c\udffb<\/p>\n<p>What was the average setup time before vs with the one-click install in your tests? Would be really interesting to see real numbers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Developers!!<\/p>\n<p>This project started as something we genuinely enjoyed building, driven by a real appreciation for the AI agent community and the freedom of running things on our own hardware.<\/p>\n<\/p>\n<p>It has also been fascinating seeing everything that came out of the <strong>clawdbot<\/strong>, <strong>moltbot<\/strong>, and <strong>openclaw<\/strong> community over the past week. At the same time, it was obvious that the installation process was far more painful than it should have been. Setup friction was the real blocker, not the agents themselves. So the goal became simple. <strong>Make the experience fast, accessible, and frustration free from the very first click.<\/strong><\/p>\n<\/p>\n<p>This is for anyone who enjoys experimenting locally, owning their stack, and getting powerful agents running without ceremony or lock in \u26a1 <\/p>\n<\/p>\n<p>Instead of wrestling with installs and configuration, we simplified the entire process so you can jump straight into using the bot the way it was meant to be used.<\/p>\n<p>If this ends up saving others the same hours it saved our friends, then it is already doing what we hoped it would \ud83d\ude80<\/p>\n<\/p>\n<p>Built with care, and shared in the hope that it is genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Easyclaw makes the Clawdbot\/OpenClaw stack actually usable for real-world, multi-channel agents\u2014love how you abstract away the infra so builders can just ship.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks, appreciate that. We wanted to get setup friction out of the way so people can run powerful agents locally, on their own hardware, without ceremony or lock in. Seeing how much the community built in just a week made it clear the tools were ready, the install just needed to get out of the way.<\/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>Epic!!<\/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\/@benjaminbekken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjaminbekken<\/a>&nbsp;thanks!! a fun one to build:))<\/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>Finally, I shouldnt need a CS degree just to have an AI friend in my WhatsApp. The one-click install is exactly what the community was waiting for. Is there any dashboard within EasyClaw to see what actions the agent is performing on my computer in real-time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a>&nbsp;Democratizing technical barriers. I dig the idea, We will be expanding many features to maintain this project in the near future! A lot of amazing things like this soon on the way.  <\/p>\n<p>Right now the agent spawns a chrome browser that you can see live operate as a window beside your easyclaw application.<\/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 amazing. When will the window version be ready?<\/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\/@zeng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeng<\/a> Thanks!&nbsp;<\/p>\n<p>Windows is actively in progress. We\u2019re aiming for an early release soon, but want to make sure the setup experience is truly smooth before shipping. More updates very shortly \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how is the session data handled to ensure privacy and security for the user?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Great question! <strong>We dont store anything! <\/strong>All session and data is between you and openclaw the cli application that we install for you. <strong>All sessions\/memory\/files lives locally on your computer at \/.openclaw<\/strong> and we have no insight in it \ud83d\ude42 check <a href=\"https:\/\/docs.openclaw.ai\/cli\/system\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.openclaw.ai\/cli<\/a><\/p>\n<p>As for security we by default setup a minimal yet great setup only giving social channels access to your own number so you can talk to the agent. You always have the option to expand the scope and test the waters of agents communicating to many others yourself! Or simply setup chat in the app without any external agents.<\/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>Seems like its clawdbot day today!! XD<br \/>Great work guys! Best of luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a>&nbsp;Thanks so much! Get everyone up to speed with the best way to get started with clawdbot is our goal!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Easyclaw looks amazing! The one-click install and WhatsApp integration is HUGE. Does it support end-to-end encryption for sensitive tasks or is that something planned for a future release? Super cool!<\/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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a>&nbsp;Appreciate it! Easyclaw is designed to run locally and minimize data handling by default. We\u2019re continuing to add clearer controls so users decide what gets shared and when.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Removing setup friction for powerful local agents feels like a meaningful contribution, especially for people who want to own their stack without wrestling with installs. How does Easyclaw handle updates and compatibility as the underlying agents evolve, so the one-click experience stays simple over time without breaking existing setups?<\/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>Congratulations on the launch! Without a doubt, Easyclaw will become a favorite for many, as it simplifies the installation of <strong>clawdbot<\/strong>, <strong>moltbot<\/strong>, and <strong>openclaw<\/strong>. This tool promises to save users a lot of time and effort when working with these programs. Additionally, its ease of use will allow even those with less technical experience to take advantage of it without any problems. I\u2019m just looking forward to the Windows version, as it would greatly expand the reach of this excellent application. Thanks for the contribution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What about security? Would it be safe to install Easyclaw on my main machine or no?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/WKOPJZZ72WGC6Q\" class=\"app-title\">Portal<\/a><\/p>\n<div class=\"one-liner\">Links to try any product at any moment with no setup<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Portal\u901a\u8fc7\u751f\u6210\u53ef\u5206\u4eab\u7684\u6d4f\u89c8\u5668\u4f1a\u8bdd\u94fe\u63a5\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5b89\u88c5\u3001\u6ce8\u518c\u5373\u53ef\u5728\u771f\u5b9e\u4ea7\u54c1\u73af\u5883\u4e2d\u5373\u65f6\u8bd5\u7528\u8f6f\u4ef6\uff0c\u89e3\u51b3\u4e86\u8f6f\u4ef6\u6f14\u793a\u3001\u4ea7\u54c1\u4f53\u9a8c\u548c\u7528\u6237\u8f6c\u5316\u8fc7\u7a0b\u4e2d\u7684\u9ad8\u6469\u64e6\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\/104b086d-d70d-4a70-83ff-5dbe43190f0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9c9f453-f3ba-4775-a8f8-4c2a2593011c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c97f1b58-2518-4ec0-96c1-00aed17cf727.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/097daf8c-63c3-4fcd-a08c-8d3037950697.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\/f25ebb26-7375-4f89-9e05-ab09c6cddee5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=AVfnNXoeDtQ&#038;feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=AVfnNXoeDtQ&#038;feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Sales<\/span><br \/>\n            <span class=\"tag\">User Experience<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u4f53\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u65e0\u6469\u64e6\u8bd5\u7528<\/span><br \/>\n            <span class=\"tag\">\u6c99\u76d2\u73af\u5883<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bdd\u5206\u4eab<\/span><br \/>\n            <span class=\"tag\">PLG\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u8f6c\u5316<\/span><br \/>\n            <span class=\"tag\">\u8f6f\u4ef6\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u65b0\u539f\u751f\u529f\u80fd<\/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\u7406\u5ff5\u6e05\u6670\u3001\u4ef7\u503c\u663e\u8457\uff0c\u89e3\u51b3\u4e86\u201c\u8ba9\u7528\u6237\u8bd5\u7528\u771f\u5b9e\u4ea7\u54c1\u800c\u975e\u89c2\u770b\u6f14\u793a\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u5177\u4f53\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u6570\u636e\u5e93\u91cd\u7f6e\u3001AI\u4ea4\u4e92\u6a21\u5f0f\uff09\u3001\u4e0d\u540c\u5730\u7406\u533a\u57df\u7684\u5ef6\u8fdf\u8868\u73b0\u3001\u4ee5\u53ca\u5982\u4f55\u57fa\u4e8e\u6b64\u201c\u65b0\u539f\u751f\u529f\u80fd\u201d\u6784\u5efa\u66f4\u591a\u5e94\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                Portal\u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u4f46\u81f3\u5173\u91cd\u8981\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u8f6f\u4ef6\u4f53\u9a8c\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ea4\u4ed8\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5bf9\u5546\u4e1a\u672c\u8d28\u7684\u6df1\u523b\u6d1e\u5bdf\u2014\u2014\u964d\u4f4e\u4f53\u9a8c\u95e8\u69db\u662f\u8f6c\u5316\u7684\u6838\u5fc3\u3002\u5b83\u5e76\u975e\u8981\u53d6\u4ee3\u73b0\u6709\u7684PLG\u6d41\u7a0b\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u586b\u8865\u4e86\u4ece\u201c\u611f\u5174\u8da3\u201d\u5230\u201c\u4eb2\u624b\u8bd5\u7528\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u65ad\u5c42\uff0c\u8fd9\u4e2a\u65ad\u5c42\u901a\u5e38\u7531\u5b89\u88c5\u3001\u6ce8\u518c\u3001\u914d\u7f6e\u7b49\u7e41\u7410\u6b65\u9aa4\u6784\u6210\uff0c\u662f\u7528\u6237\u6d41\u5931\u7684\u91cd\u707e\u533a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5c06\u201c\u5b9e\u65f6\u72b6\u6001\u201d\u5c01\u88c5\u4e3a\u94fe\u63a5\u7684\u601d\u8def\uff0c\u9887\u5177\u201c\u72b6\u6001\u5373\u670d\u52a1\u201d\u7684\u610f\u5473\uff0c\u8fd9\u4f7f\u5176\u5177\u5907\u4e86\u6210\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u529b\u3002\u5176\u5e94\u7528\u573a\u666f\u4ece\u9500\u552e\u6f14\u793a\u3001\u7528\u6237\u6d4b\u8bd5\u5ef6\u4f38\u5230\u8fdc\u7a0b\u534f\u4f5c\uff0c\u5c55\u793a\u4e86\u9ad8\u5ea6\u7684\u7075\u6d3b\u6027\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u4f5c\u4e3a\u91cd\u5ea6\u4f9d\u8d56\u4e91\u7aef\u6e32\u67d3\u6216\u865a\u62df\u5316\u6280\u672f\u7684\u670d\u52a1\uff0c\u5176\u6027\u80fd\uff08\u5c24\u5176\u662f\u8de8\u56fd\u5ef6\u8fdf\uff09\u548c\u6210\u672c\u63a7\u5236\u5c06\u662f\u89c4\u6a21\u5316\u7684\u91cd\u8981\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u5982\u4f55\u5e73\u8861\u201c\u5b8c\u5168\u771f\u5b9e\u7684\u4f53\u9a8c\u201d\u4e0e\u201c\u6c99\u76d2\u7684\u5b89\u5168\u53ef\u63a7\u6027\u201d\uff0c\u5c24\u5176\u662f\u5728\u6d89\u53ca\u654f\u611f\u6570\u636e\u6216\u590d\u6742\u4ea4\u4e92\u7684\u4ea7\u54c1\u4e2d\uff0c\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u8bbe\u8ba1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u5e02\u573a\u53cd\u9988\u7684\u201c\u604d\u7136\u5927\u609f\u611f\u201d\uff0c\u6070\u6070\u8bc1\u660e\u4e86\u5176\u5207\u5165\u70b9\u7684\u7cbe\u51c6\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u806a\u660e\u7684\u5de5\u5177\u6210\u957f\u4e3a\u771f\u6b63\u7684\u201c\u7f51\u7edc\u65b0\u539f\u751f\u529f\u80fd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6280\u672f\u7a33\u5b9a\u6027\u3001\u666e\u9002\u6027\uff08\u652f\u6301\u66f4\u590d\u6742\u7684\u5e94\u7528\u7c7b\u578b\uff09\u548c\u5546\u4e1a\u6a21\u5f0f\u4e0a\u5efa\u7acb\u8d77\u8db3\u591f\u5bbd\u7684\u62a4\u57ce\u6cb3\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u6f14\u793a\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u8f6f\u4ef6\u4f53\u9a8c\u7684\u4ea4\u4ed8\u6807\u51c6\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\">Portal<\/span>\n                <\/div>\n<div class=\"comment-content\">Portal exists because trying software is still weirdly fake. We send landing pages, videos, and demos &#8211; but the first time someone actually uses a product still requires signups, installs, or a sales call. Portal lets you send a browser session, which can be open to any real, running state of your product. That could be opened to localhost:3000, with an extension installed, or logged into a demo account with safety, resets, and optional AI. You get analytics. The link allows a temp session.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udccc Hey Product Hunt &#8211; I\u2019m Zach, founder of Portal<\/p>\n<p>\ud83d\udc49 <strong>Try a live Portal here: <\/strong><a href=\"http:\/\/www.makeportals.com\/try-producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.makeportals.com\/try-producthunt<\/a><\/p>\n<\/p>\n<h3>Portal started with a simple question:<\/h3>\n<p><strong><em>Why is it still so hard to let someone actually try software?<\/em><\/strong><\/p>\n<p>Last year I was in a disability lab in Seattle, showing someone a Chrome extension I\u2019d built to control a computer with voice.<\/p>\n<p>They were excited &#8211; but when it came time to install, they hesitated &amp; didn&#8217;t trust downloading this thing.<\/p>\n<\/p>\n<p>I remember thinking: <em>Why can\u2019t I just send a link to a computer where this is already running?<\/em><\/p>\n<p>That question stuck with me.<\/p>\n<\/p>\n<h3><strong>What Portal does<\/strong><\/h3>\n<p><strong>Portal turns a browser session (a real product state) into a shareable link.<\/strong><\/p>\n<p>Clicking a Portal feels like opening someone else\u2019s browser &#8211; already set up &#8211; that you can safely explore.<\/p>\n<p>When multiple people open a Portal, each gets their own isolated session automatically.<\/p>\n<\/p>\n<p>A Portal might open to:<\/p>\n<ul>\n<li>\n<p>a logged-in dashboard<\/p>\n<\/li>\n<li>\n<p>a demo account with real data<\/p>\n<\/li>\n<li>\n<p>a specific onboarding step<\/p>\n<\/li>\n<li>\n<p>a localhost or Chrome extension w\/ 10 min temp\/limited access &amp; analytics on use<\/p>\n<\/li>\n<\/ul>\n<p>No installs. No signups. No pretending.<br \/>Just click &amp; you\u2019re in.<\/p>\n<\/p>\n<h3><strong>How it works (high level)<\/strong><\/h3>\n<p>Think of a Portal like a booth at a science fair &#8211; an iPad already open to the app, with guardrails.<\/p>\n<p>Each Portal is:<\/p>\n<ul>\n<li>\n<p>the <strong>real UI<\/strong>, fully interactive<\/p>\n<\/li>\n<li>\n<p>opened in a <strong>specific chosen state<\/strong><\/p>\n<\/li>\n<li>\n<p>sandboxed with <strong>guardrails &amp; expiring access<\/strong><\/p>\n<\/li>\n<li>\n<p>optionally joined by an <strong>AI you control<\/strong> (to answer questions or run a demo)<\/p>\n<\/li>\n<li>\n<p>instrumented with <strong>analytics<\/strong> on clicks and hesitation<\/p>\n<\/li>\n<\/ul>\n<p>You choose the state, who leads (user or AI), and the rules of the sandbox that is contained in a stateful URL.<br \/>When someone opens the link, that session comes alive. Most Portals take under a minute to create, with zero code.<\/p>\n<\/p>\n<h3>Demos (led by an AI agent or self-serve w\/ AI to answer Qs) are just one use case<\/h3>\n<p><strong>People use Portals to:<\/strong><\/p>\n<ul>\n<li>\n<p>share hard-to-set-up products instantly, trialing conversion \/ user insight lifts<\/p>\n<\/li>\n<li>\n<p>run self-serve onboarding or research<\/p>\n<\/li>\n<li>\n<p>send links in Slack instead of Looms<\/p>\n<\/li>\n<li>\n<p>end presentations with <em>actual software<\/em>, not slides<\/p>\n<\/li>\n<li>\n<p>soon embed specific experiences on their sites<\/p>\n<\/li>\n<\/ul>\n<p>Using an unreleased multiplayer beta, I send Portals to my parents to scroll through news articles together instead of screen sharing, and drop a Portal instead of sharing on Zooms.<\/p>\n<\/p>\n<h3><strong>A moment that made it click<\/strong><\/h3>\n<p>At a South Park Commons demo event, I ended with a QR code.<\/p>\n<p>25 founders scanned it &#8211; and instantly opened isolated instances of my <strong>localhost app<\/strong> on their phones, with a Chrome extension already installed.<\/p>\n<p>No installs. No screen sharing. No pretending.<\/p>\n<p>They didn\u2019t watch a demo.<br \/>They <em>experienced<\/em> the product.<\/p>\n<\/p>\n<h3><strong>The vision<\/strong><\/h3>\n<p>We\u2019re building Portal as a new primitive for the web: <strong>shareable links to live product states, <\/strong>for the next billion stateful products.<\/p>\n<\/p>\n<p>If Google Docs made documents shareable, Portal makes software experiences shareable.<\/p>\n<\/p>\n<p><a href=\"http:\/\/www.makeportals.com\/try-producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.makeportals.com\/try-producthunt<\/a><\/p>\n<p>Vid making a Portal: <a href=\"https:\/\/www.linkedin.com\/feed\/update\/urn:li:activity:7422078545230843904\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/feed\/update\/urn:li:activity:7422078545230843904\/<\/a><\/p>\n<\/p>\n<p>If anything feels unclear, broken, or surprisingly powerful, I\u2019d genuinely love your feedback &#8211; and how you\u2019d want to use a Portal.<\/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\/@zach_gold\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_gold<\/a>&nbsp;this is one of those ideas that feels obvious once you see it but nobody built it right until now. letting someone try the actual product instead of watching a video changes everything.<\/p>\n<p>the chrome extension demo use case is huge. getting people to install extensions is the hardest conversion step. skipping that entirely with a sandboxed live session removes so much friction.<\/p>\n<p>the analytics on clicks and hesitation is smart too. knowing where people get stuck in a real session beats any survey or heatmap on a marketing page.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Portal makes \u201ctry the real product, not the demo\u201d finally feel native to the web\u2014links to live, sandboxed sessions are such an obvious next primitive<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a>&nbsp;Thanks Zeiki! Curious what sort of things you think will be built on the primitive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 sick! \ud83d\ude80 I\u2019m curious in terms of how it works &#8211; like users can navigate the software with and without chat? And is there an option to reset the db changes that were made or something like that? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@killian_dunne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@killian_dunne<\/a>&nbsp;Thanks, great Q&#8217;s &#8211; on AI, 3 options:<br \/>a) <strong>User clicks: <\/strong>No AI (focus is on the state)<br \/>b) <strong>User clicks: <\/strong>AI answers Q&#8217;s (what the examples have)<br \/>c) <strong>AI clicks &amp; leads<\/strong>: User asks Q&#8217;s (Watch Mode, not shown in vid)<\/p>\n<p>Working with early users on best method db-wise- some folks want reset, others like the analytics, other block APIs. <\/p>\n<\/p>\n<p>Will DM &#8211; love to hear which works best on your end &amp; continue the conversation, and great notes to add to our documentation we&#8217;ll release soon! Less about &#8220;fixing&#8221; PLG flow-  majority of which are great, more about helping in moments with high friction like alpha testing, analytics, self-serve calls, presentations, et.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sick product! congrats on the launch Zach \ud83d\udd25\ud83d\udd25\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivan_ivanovv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivan_ivanovv<\/a>&nbsp;Appreciate it Ivan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the latency feel for users in different geographical regions? Is the interactive browser session optimized for low-bandwidth connections?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Great question, appreciate it &#8211; today it\u2019s best in the US for current users (per last benchmark), we benchmark latency consistently &#8211; but we want Portals to feel great everywhere, big focus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Zachary <a href=\"https:\/\/www.producthunt.com\/@zach_gold\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zach_gold\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_gold<\/a> ,<\/p>\n<p>Congrats on the launch of Portal! It\u2019s awesome to see a solution that makes trying out products so seamless.<\/p>\n<p>Just curious, how\u2019s the response been so far? What kind of marketing goals or strategies are you focusing on to spread the word? Would love to hear how you&#8217;re planning to get more people to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/2JPUBMDQGBY4ON\" class=\"app-title\">Voice Anywhere<\/a><\/p>\n<div class=\"one-liner\">A floating mic that turns your speech into text anywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">147<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u5728\u4efb\u610f\u5e94\u7528\u3001\u7f51\u7ad9\u548c\u7f16\u7a0bIDE\u4e2d\u901a\u8fc7\u60ac\u6d6e\u9ea6\u514b\u98ce\u8fdb\u884c\u8bed\u97f3\u8f93\u5165\u8f6c\u6587\u5b57\u7684AI\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4efb\u52a1\u3001\u591a\u573a\u666f\u5207\u6362\u65f6\u4f20\u7edf\u542c\u5199\u5de5\u5177\u4e0d\u4fbf\u8c03\u7528\u548c\u8ddf\u624b\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\/e797df03-2e48-4c23-9faf-d380df16cd16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/234a5648-a1c7-4509-990d-e4271c2ebbbc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7df72892-86c4-4733-a117-7d9419e997e1.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\/c5a5f438-af43-4041-95d0-b4d56b4bff50.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/M9hPSImKFSo\"><source src=\"https:\/\/youtu.be\/M9hPSImKFSo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">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\">\u60ac\u6d6e\u9ea6\u514b\u98ce<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0\u542c\u5199<\/span><br \/>\n            <span class=\"tag\">AI\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u952e\u76d8\u5feb\u6377\u952e<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u968f\u5904\u542c\u5199\u201d\u6982\u5ff5\u548c\u60ac\u6d6e\u7a97\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u81ea\u5b9a\u4e49\u8bcd\u6c47\/\u4ee3\u7801\u7247\u6bb5\u3001\u589e\u52a0\u6309\u4f4f\u8bf4\u8bdd\u6a21\u5f0f\u3001\u660e\u786eAI\u5f15\u64ce\u4e0e\u672c\u5730\u8bc6\u522b\u7684\u5207\u6362\u903b\u8f91\u3001\u6269\u5c55\u5e73\u53f0\uff08PC\/\u79fb\u52a8\u7aef\uff09\u53ca\u8bed\u8a00\u652f\u6301\uff08\u5982\u7ca4\u8bed\uff09\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Voice Anywhere \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u65b0\u7684\u8bed\u97f3\u8bc6\u522b\u6280\u672f\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u8bed\u97f3\u8f93\u5165\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u8bc6\u522b\u5f97\u66f4\u51c6\u201d\u2014\u2014\u5b83\u751a\u81f3\u9ed8\u8ba4\u4f9d\u8d56\u82f9\u679c\u539f\u751f\u5f15\u64ce\u2014\u2014\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u4e2a\u201c\u59cb\u7ec8\u7f6e\u9876\u7684\u60ac\u6d6e\u9ea6\u514b\u98ce\u201d\uff0c\u5c06\u8bed\u97f3\u8f93\u5165\u4ece\u7cfb\u7edf\u7ea7\u6216\u5e94\u7528\u7ea7\u7684\u5c01\u95ed\u529f\u80fd\uff0c\u89e3\u653e\u4e3a\u4e00\u4e2a\u5168\u5c40\u3001\u5373\u7528\u5373\u8d70\u7684\u7cfb\u7edf\u670d\u52a1\u3002\u8fd9\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u9ad8\u9636\u751f\u4ea7\u529b\u75db\u70b9\uff1a\u9ad8\u9891\u6b21\u3001\u788e\u7247\u5316\u7684\u5185\u5bb9\u521b\u9020\u573a\u666f\uff08\u5982\u5728Notion\u8bb0\u5f55\u7075\u611f\u3001\u5728Slack\u5feb\u901f\u56de\u590d\u3001\u5728VS Code\u5199\u6ce8\u91ca\uff09\u4e2d\uff0c\u7528\u6237\u56e0\u9891\u7e41\u5207\u6362\u7a97\u53e3\u5bfb\u627e\u8f93\u5165\u6846\u800c\u88ab\u6253\u65ad\u7684\u5fc3\u6d41\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4e3a\u5feb\u901f\u884c\u52a8\u7684\u5f00\u521b\u8005\u548c\u6c1b\u56f4\u7a0b\u5e8f\u5458\u6253\u9020\u201d\u7684\u5b9a\u4f4d\uff0c\u63ed\u793a\u4e86\u5176\u771f\u6b63\u7684\u76ee\u6807\u7528\u6237\uff1a\u5e76\u975e\u666e\u901a\u6587\u5b57\u5de5\u4f5c\u8005\uff0c\u800c\u662f\u90a3\u4e9b\u5c06\u6548\u7387\u5de5\u5177\u89c6\u4e3a\u201c\u8d85\u80fd\u529b\u201d\u6269\u5c55\u7684\u6781\u5ba2\u4e0e\u521b\u9020\u8005\u3002\u4ed6\u4eec\u4e0d\u6ee1\u8db3\u4e8e\u7cfb\u7edf\u5185\u7f6e\u542c\u5199\u7684\u5c40\u9650\uff08\u5982\u8bed\u8a00\u652f\u6301\u3001\u4e0a\u4e0b\u6587\u9002\u914d\uff09\uff0c\u5e76\u6781\u5ea6\u654f\u611f\u4e8e\u5de5\u5177\u5bf9\u6ce8\u610f\u529b\u7684\u63a0\u593a\u3002\u60ac\u6d6e\u7a97\u7684\u201c\u6c38\u4e0d\u4e22\u5931\u201d\u7279\u6027\uff0c\u6b63\u662f\u5bf9\u8fd9\u79cd\u6ce8\u610f\u529b\u7684\u634d\u536b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u8d28\u8be2\u4e5f\u66b4\u9732\u4e86\u5176\u4ece\u201c\u597d\u7528\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u6311\u6218\u3002\u5176\u4e00\uff0c\u529f\u80fd\u6df1\u5ea6\uff1a\u5728\u7f16\u7a0b\u7b49\u4e13\u4e1a\u573a\u666f\uff0c\u7f3a\u4e4f\u81ea\u5b9a\u4e49\u8bcd\u6c47\u6216\u4ee3\u7801\u7247\u6bb5\u5feb\u6377\u8f93\u5165\uff0c\u4f1a\u524a\u5f31\u5176\u4e13\u4e1a\u6027\u3002\u5176\u4e8c\uff0c\u4ea4\u4e92\u903b\u8f91\uff1a\u5f53\u524d\u201c\u5207\u6362\u5f0f\u201d\u800c\u975e\u201c\u6309\u4f4f\u8bf4\u8bdd\u201d\u7684\u4ea4\u4e92\uff0c\u4e0e\u90e8\u5206\u7528\u6237\u808c\u8089\u8bb0\u5fc6\u4e0d\u7b26\uff0c\u53ef\u80fd\u9020\u6210\u8bef\u8f93\u5165\u3002\u5176\u4e09\uff0c\u667a\u80fd\u8fb9\u754c\uff1a\u4ea7\u54c1\u6697\u793a\u5176\u201c\u53ef\u9009AI\u5f15\u64ce\u201d\u80fd\u9002\u5e94\u4e0d\u540c\u573a\u666f\uff08\u4ee3\u7801vs\u6563\u6587\uff09\uff0c\u4f46\u5e76\u672a\u660e\u786e\u5176\u4e0a\u4e0b\u6587\u611f\u77e5\u662f\u81ea\u52a8\u8fd8\u662f\u624b\u52a8\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u201c\u667a\u80fd\u52a9\u624b\u201d\u8fd8\u662f\u201c\u624b\u52a8\u5207\u6362\u7684\u5de5\u5177\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cVoice Anywhere \u662f\u5728\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\u5c42\u4e4b\u4e0a\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201c\u8bed\u97f3\u8f93\u5165\u4e2d\u95f4\u4ef6\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u5f53\u524d\u201c\u96f6\u6469\u64e6\u201d\u542f\u52a8\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u6df1\u5ea6\u5b9a\u5236\u5316\u548c\u573a\u666f\u5316\u667a\u80fd\uff0c\u4ece\u201c\u8f93\u5165\u7ba1\u9053\u201d\u8fdb\u5316\u4e3a\u201c\u7406\u89e3\u52a9\u624b\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u4f18\u7684\u66ff\u4ee3\u54c1\uff0c\u800c\u975e\u5b9a\u4e49\u54c1\u7c7b\u7684\u9769\u65b0\u8005\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Voice Anywhere<\/span>\n                <\/div>\n<div class=\"comment-content\">Voice Anywhere is an AI speech-to-text app that works everywhere. Apps, websites, coding IDEs. If you can type there, you can dictate there. A floating, pinnable mic stays above all windows so you never lose it. Fast on-device recognition, 100+ languages, and optional AI engine. Made for founders and vibe coders who move fast. Pro tip: Use &#8220;SHIFT + R&#8221; to toggle on\/off.<\/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 Nardi here.<br \/>\nI built Voice Anywhere for my own productivity, I wanted dictation that worked everywhere. It lets you speak directly into apps, websites, and coding IDEs, with a floating mic that stays on top.<\/p>\n<p>Uses Apple\u2019s on-device speech recognition by default and falls back to AI STT when needed. Fast, private, and built for founders and vibe coders.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nardibraho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nardibraho<\/a>&nbsp;Privacy-first design and floating mic make this a must-try for any focused creator. Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nardibraho\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nardibraho<\/a>&nbsp;Love the \u201cdictate anywhere\u201d idea! it feels perfect for fast-moving founders. Curious how you handle context switching between apps ( Notion \u2192 Slack for example )? Does Voice Anywhere automatically adapt its transcription style (code vs prose vs chat), or is that what the optional AI engine is for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Why use this when Apple has dictation available? <\/strong><br \/><strong>&#8211; <\/strong>This app supports multiple languages, and uses AI as a fallback whenever Apple&#8217;s speech recognition engine is not available (due to older devices or other reasons).<\/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>Does Voice Anywhere support custom vocabulary or snippets for frequently used industry terms?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp; not right now but good suggestion, I think that&#8217;s a good feature candidate for me to add! How do you often use those? Curious to learn more and how would your experience would be better with that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lightninglx I\u2019d love this feature too as someone who is trying to learn new languages.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 \u2014 love the \u201ctype anywhere\u201d approach to voice dictation on macOS, it feels like a superpower for writers and builders.<\/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>Does this only work on Apple devices? Also, is there a plan for this to be optional for mobile users or will this strictly be for desktops?<\/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\/@cbutler96\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cbutler96<\/a>&nbsp;For now yes, but coming to PC&#8217;s and mobile soon. Even users without a mic on their PC will be able to use this by connecting their phone.<\/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\">I usually prefer audio to reading, and this fits nicely with how I consume content. Just wondering whether Cantonese support is something you\u2019ve thought about.<\/div>\n<div class=\"comment-actions\">\n<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\/@nicc666\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicc666<\/a>&nbsp;Will add that to the feature list, right now the app supports: Chinese (Simplified, Traditional or Hong Kong)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice Ui design. Note: I never click a button to start voice dictation on my laptop. While I\u2019m vibe coding and writing documents, I simply hold down the FN key on my keyboard and start talking and then I release the FN key when I\u2019m done\u2026 this is how I do it with Wispr Flow. Keyboard shortcut key is most convenient for me instead of clicking a button. Does your app support \ufffc\ufffc\ufffc keyboard shortcut ? \ufffc Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<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\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a>&nbsp;It works as a toggle, you turn it on and it remains on. Thanks for the feedback, the press to speak experience like the one you described will be something I&#8217;ll add.<\/p>\n<p>And yes, there&#8217;s a shortcut to turn on\/off dictation (SHIFT+R). Again, it stays on until you turn it off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Voice Anywhere looks incredible! The floating mic that stays on top of everything is genius. Curious, does the on-device recognition work offline 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The floating mic that stays on top is such a small detail but makes a huge difference. Biggest friction with dictation tools is losing the mic window behind other apps and having to hunt for it.<\/p>\n<\/p>\n<p>I do a lot of AI prompting and describing tasks verbally tends to produce better results than typing for some reason &#8211; probably because I explain more naturally. Having this work directly in VS Code or Cursor would be great for that workflow.<\/p>\n<\/p>\n<p>Does the AI fallback kick in automatically, or do you have to manually switch when Apple&#8217;s engine struggles?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@philip_sorensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_sorensen<\/a>&nbsp;Thank you and glad you noticed that! It does make a difference. <\/p>\n<p>For popular languages, AI can be turned on by toggling the mode from &#8220;lighting&#8221; to &#8220;brain\/thinking&#8221;. The latter is AI mode (uses Google&#8217;s latest speech recognition model). <\/p>\n<p>For some languages AI is the only model available, but the lighting\/brain mode simply change how fast the speech is processed (faster = worse speech rec). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/6F5UQUJXKYNCC6\" class=\"app-title\">Design In The Browser<\/a><\/p>\n<div class=\"one-liner\">The visual tool for frontend. Point, click, and let AI code.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9\u524d\u7aef\u5f00\u53d1\u8005\u76f4\u63a5\u5728\u6d4f\u89c8\u5668\u4e2d\u70b9\u51fb\u7f51\u9875\u5143\u7d20\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4fee\u6539\u9700\u6c42\uff0c\u7531AI\uff08Claude Code\u3001Cursor\u7b49\uff09\u5728\u96c6\u6210\u7ec8\u7aef\u4e2d\u81ea\u52a8\u5b8c\u6210\u4ee3\u7801\u4fee\u6539\u7684\u89c6\u89c9\u5316\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4e0eAI\u7f16\u7801\u5de5\u5177\u6c9f\u901a\u65f6\u63cf\u8ff0UI\u6539\u52a8\u7e41\u7410\u3001\u6613\u51fa\u9519\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\/82cffd12-5051-4e63-b3c2-a429365c10d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f7cdfa5-e9a4-4942-9c55-4fea7cb020c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb676618-0966-45ac-a763-ed4415e75b03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e796191-cd40-4bc7-ac45-3fc822c8478c.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\/90325d6d-56e8-4b31-864e-e1eac7d15bef.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kucszDCdoLk\"><source src=\"https:\/\/youtu.be\/kucszDCdoLk\" 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\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u5316\u7f16\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u5411AI\u63cf\u8ff0UI\u6539\u52a8\u201d\u6838\u5fc3\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8be2\u95eeWindows\/Chrome\u6269\u5c55\u652f\u6301\u8ba1\u5212\uff0c\u5173\u6ce8CSS\u5904\u7406\u3001\u6279\u91cf\u7f16\u8f91\u3001\u56fe\u6807\u751f\u6210\u7b49\u6df1\u5ea6\u529f\u80fd\u7ec6\u8282\uff0c\u5e76\u63a2\u8ba8\u4e86\u5176\u5728\u8bbe\u8ba1\u7cfb\u7edf\u3001Flutter\u4ee3\u7801\u751f\u6210\u7b49\u573a\u666f\u7684\u5e94\u7528\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                \u201cDesign In The Browser\u201d\u5e76\u975e\u53c8\u4e00\u6b3e\u5e73\u5eb8\u7684AI\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u5b83\u5251\u6307AI\u8f85\u52a9\u5f00\u53d1\u6d41\u7a0b\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u65ad\u5c42\u201d\uff1a\u610f\u56fe\u4e0e\u6267\u884c\u7684\u5272\u88c2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u7cbe\u51c6\u7684\u89c6\u89c9\u4e0a\u4e0b\u6587\u901a\u9053**\u3002\u4f20\u7edfAI\u7f16\u7801\u9700\u8981\u5f00\u53d1\u8005\u8fdb\u884c\u7e41\u7410\u7684\u201c\u5143\u63cf\u8ff0\u201d\uff08\u9009\u62e9\u5668\u3001\u4f4d\u7f6e\u3001\u7ec4\u4ef6\u7ed3\u6784\uff09\uff0c\u5c06\u89c6\u89c9\u4fe1\u606f\u8f6c\u8bd1\u6210\u6587\u672c\uff0c\u8fc7\u7a0b\u4f4e\u6548\u4e14\u6613\u9519\u3002\u8be5\u4ea7\u54c1\u901a\u8fc7\u201c\u70b9\u51fb\u5143\u7d20+\u622a\u56fe\u201d\u7684\u7ec4\u5408\uff0c\u5c06\u201c\u6240\u89c1\u5373\u6240\u6307\u201d\u7684\u76f4\u89c2\u64cd\u4f5c\u4e0eAI\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u76f4\u63a5\u8026\u5408\uff0c\u672c\u8d28\u4e0a\u662f\u5728**\u4e3aAI\u5b89\u88c5\u201c\u773c\u775b\u201d**\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u4e3e\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u524d\u7aef\u5f00\u53d1\u4e2d\u6700\u9ad8\u9891\u3001\u6700\u7410\u788e\u7684\u201c\u5fae\u8c03\u201d\u52a8\u4f5c\u2014\u2014\u8c03\u6574\u95f4\u8ddd\u3001\u989c\u8272\u3001\u5c3a\u5bf8\u2014\u2014\u4ece\u201c\u601d\u8003-\u63cf\u8ff0-\u9a8c\u8bc1\u201d\u7684\u8ba4\u77e5\u5faa\u73af\uff0c\u7b80\u5316\u4e3a\u201c\u6307\u5411-\u4e0b\u4ee4\u201d\u7684\u76f4\u89c9\u64cd\u4f5c\u3002\u8fd9\u4e0d\u4ec5\u8282\u7701\u4e86\u63cf\u8ff0\u6210\u672c\uff08\u201cLess explaining = less tokens\u201d\uff09\uff0c\u66f4\u5173\u952e\u7684\u662f\u5927\u5e45\u964d\u4f4e\u4e86\u8ba4\u77e5\u8d1f\u8377\u548c\u8c03\u8bd5\u6210\u672c\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u505c\u7559\u5728\u201c\u8bbe\u8ba1\u5ba1\u89c6\u201d\u7684\u5fc3\u6d41\u4e2d\uff0c\u800c\u975e\u201c\u8bed\u8a00\u7ffb\u8bd1\u201d\u7684\u8017\u6563\u91cc\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u5b83\u6df1\u5ea6\u7ed1\u5b9a\u73b0\u6709\u5927\u6a21\u578b\uff08Claude\u3001Gemini\uff09\u7684\u4ee3\u7801\u80fd\u529b\uff0c\u672c\u8d28\u662f\u4e00\u4e2a\u7cbe\u5999\u7684\u201c\u8f93\u5165\u4f18\u5316\u5668\u201d\uff0c\u65e0\u6cd5\u8d85\u8d8a\u6a21\u578b\u81ea\u8eab\u5728\u590d\u6742\u903b\u8f91\u3001\u67b6\u6784\u8c03\u6574\u6216\u521b\u9020\u6027\u751f\u6210\u4e0a\u7684\u5c40\u9650\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eCSS\u7279\u5f02\u6027\u3001\u8bbe\u8ba1\u7cfb\u7edf\u5b66\u4e60\u3001\u8de8\u5e73\u53f0\u652f\u6301\u7684\u7591\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5176\u4f5c\u4e3a\u201c\u80f6\u6c34\u5c42\u201d\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u5b83\u4f18\u5316\u4e86\u6307\u4ee4\u4f20\u9012\uff0c\u4f46\u672a\u89e3\u51b3AI\u751f\u6210\u4ee3\u7801\u7684\u53ef\u9760\u6027\u3001\u4e00\u81f4\u6027\u4e0e\u7cfb\u7edf\u5316\u95ee\u9898\u3002\u5b83\u76ee\u524d\u662f\u524d\u7aef\u201c\u5fae\u521b\u624b\u672f\u201d\u7684\u7cbe\u51c6\u624b\u672f\u5200\uff0c\u4f46\u5e76\u975e\u91cd\u5efa\u7cfb\u7edf\u7684\u201c\u5de5\u7a0b\u673a\u68b0\u201d\u3002\u82e5\u5176\u80fd\u8fdb\u4e00\u6b65\u96c6\u6210\u5bf9\u9879\u76ee\u4ee3\u7801\u67b6\u6784\u7684\u7406\u89e3\uff0c\u4ece\u201c\u5355\u70b9\u7f16\u8f91\u201d\u8fdb\u5316\u5230\u201c\u7cfb\u7edf\u7ea7\u6837\u5f0f\u7ef4\u62a4\u201d\uff0c\u4ef7\u503c\u5c06\u500d\u589e\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u6b21\u5bf9AI\u539f\u751f\u5de5\u4f5c\u6d41\u6781\u5177\u542f\u53d1\u6027\u7684\u7280\u5229\u5c1d\u8bd5\uff0c\u4f46\u8ddd\u79bb\u91cd\u5851\u524d\u7aef\u5de5\u4f5c\u65b9\u5f0f\uff0c\u4ecd\u6709\u5de5\u7a0b\u6df1\u6c34\u533a\u9700\u8981\u8de8\u8d8a\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\">Design In The Browser<\/span>\n                <\/div>\n<div class=\"comment-content\">Design In The Browser lets you point at any element on your website and tell AI what to change. Click a button, a heading, or select text \u2014 describe your edit in plain language, and it sends the instruction (with a screenshot) directly to Claude Code, Cursor, or Gemini CLI running in the built-in terminal. No more copying selectors or describing layouts in chat. You see it, you change it, and AI does it. Supports multi-edit queuing, responsive viewports, and your preferred code editor.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! I built Design In The Browser because I was frustrated with the back-and-forth of describing UI changes to AI coding tools.<\/p>\n<p>I&#8217;d be staring at a button that needed to be bigger, but then I&#8217;d have to switch to the terminal, describe which button, where it was, what component it was in and half the time the AI would change the wrong thing. So I built a tool where you just click the element and type what you want. It sends a screenshot and selector directly to Claude Code, Cursor, or Gemini CLI running in a built-in terminal. The AI sees exactly what you see.<\/p>\n<p>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>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\/@assentorp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@assentorp<\/a>&nbsp;this solves a real pain point. describing ui changes to ai is the worst part of the workflow. you know exactly which button needs to be bigger but explaining it in text takes longer than just fixing it yourself.<\/p>\n<p>click the element, type what you want, ai sees the screenshot. thats how it should work.<\/p>\n<p>i see its for mac only right now. any plans for a chrome extension or windows version? would love to use this on my setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Design In The Browser turns \u201cI see it, I change it\u201d into real AI-powered frontend edits\u2014perfect bridge between live UI context and coding agents.\u200b<\/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>Oh..!<\/p>\n<p>Congrats! \ud83c\udf89<\/p>\n<p>Less explaining = less tokens. <\/p>\n<p>Love it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhxyoon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhxyoon<\/a>&nbsp;Thanks, glad you like it. If you have any feedback let me know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Design In The Browser looks amazing! The direct AI integration from a visual selection is genius. How well does it handle CSS specificity when queuing multiple edits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does it work on Windows with WSL\/Ubuntu? Looks awesome, congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have, or are you planning, a browser extension?<\/p>\n<p>Would be awesome for getting references on the fly. Sometimes you see a reference that perfectly fits something you have in mind for a project, and being able to capture it ( in code ) would be beautiful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_bottoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_bottoni<\/a>&nbsp;No plan on browser extension, currently looking for feedback\/ideas to improve it. It is mainly build for frontend work. So whatever change you normally would type to an agent to do, it can do. It just makes it easier instead of back and forth between the browser and the terminal.<\/p>\n<p>You can already reference other stuff, for that you will take a screenshot and added to the prompt via the Image icon. It then takes that into context when you send the prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just watched the demonstration video and it is quite intuitive to use.<br \/>Congrats on the launch of it!<\/p>\n<p>I&#8217;m guessing its main for HTML\/CSS, right?<\/p>\n<p>While watching the video, I was imagining myself using this over Figma, to get Flutter codes being output.<br \/>I already do this with Claude, sharing images and instructions to get some UIs quickly prototyped.<br \/>Would be nice having a tool like yours for making this process faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 awesome! Does it work with more sophisticated requests like creating icons and illustrations? Can it learn from brand style guidelines \/ a design system? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi<a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a><\/p>\n<\/p>\n<p>It works best for things that live in the codebase.<\/p>\n<ul>\n<li>\n<p><strong>Icons:<\/strong> Yes. If your icons are SVGs (inline files or icon components), you can ask it to generate new SVG icons or tweak existing ones (stroke, size, alignment, variants), depending on what Claude \/ Gemini \/ Cursor can produce.<\/p>\n<\/li>\n<li>\n<p><strong>Illustrations:<\/strong> Not really. It won\u2019t create illustration assets, it\u2019s not an image generator.<\/p>\n<\/li>\n<li>\n<p><strong>Brand guidelines \/ design system:<\/strong> It won\u2019t \u201clearn\u201d your brand permanently, but if your tokens\/components\/guidelines are in the repo (or you paste a short rules snippet), the AI can follow them and apply them consistently. <\/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>can we select 5-10 different UI tweaks and have the AI process them in a single batch to save tokens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;You can, you just use &#8220;Add&#8221; (multi-edit) and create a to do. It will need batch the tweaks into one prompt. Let me know if you have any other questions <\/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\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/DCLC7MCJ53JNZJ\" class=\"app-title\">Optibase: Beyond A\/B Testing<\/a><\/p>\n<div class=\"one-liner\">Run A\/B, split, and multivariate tests directly in Webflow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aWebflow\u7528\u6237\u6253\u9020\u7684\u3001\u96c6A\/B\u6d4b\u8bd5\u3001\u4e2a\u6027\u5316\u5185\u5bb9\u3001\u70ed\u529b\u56fe\u4e0e\u4f1a\u8bdd\u5f55\u5236\u4e8e\u4e00\u4f53\u7684\u5168\u94fe\u8def\u5b9e\u9a8c\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u4f20\u7edf\u6d4b\u8bd5\u4e2d\u96be\u4ee5\u7406\u89e3\u7528\u6237\u884c\u4e3a\u3001\u65e0\u6cd5\u81ea\u4fe1\u51b3\u7b56\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\/bc4d4972-1196-4f5e-8cda-88e8dd2344c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/781ed3af-5962-4f7b-b75c-100318d9797f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51d66b0c-c7e1-4b55-8406-c55973e7b69a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2019def7-e636-46f7-a001-51a6080c946b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e96edb4-5c9f-4ff2-887e-f99cf2a7b12c.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\">A\/B Testing<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Data &#038; Analytics<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">A\/B\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u9a8c\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u884c\u4e3a\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u70ed\u529b\u56fe<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bdd\u5f55\u5236<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u6027\u5316\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">Webflow\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/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\u4ea7\u54c1\u96c6\u6210\u70ed\u529b\u56fe\u4e0e\u5f55\u5c4f\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u6e05\u6670\u3001\u5f3a\u5927\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u5b58\u50a8\u65f6\u957f\u3001\u4e0eCRM\u7b49\u5916\u90e8\u6570\u636e\u6e90\u7684\u89e6\u53d1\u96c6\u6210\uff0c\u4ee5\u53ca\u590d\u6742\u5355\u9875\u5e94\u7528\u4e2d\u7684\u70ed\u529b\u56fe\u51c6\u786e\u6027\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u786e\u8ba4\u90e8\u5206\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Optibase\u7684\u6b64\u6b21\u5347\u7ea7\uff0c\u4ece\u201c\u6d4b\u8bd5\u5de5\u5177\u201d\u5230\u201c\u5b9e\u9a8c\u5e73\u53f0\u201d\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7f1d\u5408\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u4e2d\u957f\u671f\u5b58\u5728\u7684\u65ad\u88c2\u5e26\uff1a\u5b9a\u91cf\u7ed3\u679c\uff08What\uff09\u4e0e\u5b9a\u6027\u6d1e\u5bdf\uff08Why\uff09\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f20\u7edfA\/B\u6d4b\u8bd5\u5de5\u5177\u5f80\u5f80\u6b62\u6b65\u4e8e\u7ed9\u51fa\u4e00\u4e2a\u80dc\u8d1f\u7ed3\u679c\uff0c\u4f46\u201c\u4e3a\u4ec0\u4e48\u80dc\u51fa\u201d\u548c\u201c\u80dc\u51fa\u540e\u662f\u5426\u4ecd\u6709\u9690\u60a3\u201d\u6210\u4e3a\u65b0\u7684\u9ed1\u7bb1\u3002Optibase\u5f15\u5165\u70ed\u529b\u56fe\u548c\u4f1a\u8bdd\u5f55\u5236\uff0c\u6b63\u662f\u4e3a\u4e86\u70b9\u4eae\u8fd9\u4e2a\u9ed1\u7bb1\u3002\u5b83\u8ba9\u56e2\u961f\u4e0d\u4ec5\u80fd\u770b\u89c1\u8f6c\u5316\u7387\u7684\u6570\u5b57\u53d8\u5316\uff0c\u66f4\u80fd\u76f4\u89c2\u770b\u5230\u7528\u6237\u5982\u4f55\u70b9\u51fb\u3001\u6eda\u52a8\u3001\u72b9\u8c6b\u751a\u81f3\u53d7\u632b\u3002\u6b63\u5982\u5176\u521b\u59cb\u4eba\u56de\u590d\u6240\u8a00\uff0c\u5f53\u6d4b\u8bd5\u201c\u83b7\u80dc\u201d\u4f46\u5f55\u5c4f\u663e\u793a\u7528\u6237\u5b58\u5728\u6469\u64e6\u65f6\uff0c\u8fd9\u5e76\u975e\u63a8\u7ffb\u7ed3\u679c\uff0c\u800c\u662f\u6307\u660e\u4e86\u8fed\u4ee3\u65b9\u5411\u3002\u8fd9\u79cd\u201c\u91cf\u5316\u5b9a\u6027\u4e00\u4f53\u5316\u201d\u7684\u95ed\u73af\uff0c\u5c06\u51b3\u7b56\u4f9d\u636e\u4ece\u201c\u731c\u6d4b\u201d\u548c\u201c\u8fa9\u8bba\u201d\u8f6c\u5411\u201c\u8bc1\u636e\u201d\u4e0e\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u662f\u5176\u6838\u5fc3\u950b\u5229\u4e4b\u5904\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u751f\u6001\u7ed1\u5b9a\u4e8eWebflow\uff0c\u867d\u80fd\u7cbe\u51c6\u670d\u52a1\u8be5\u5782\u76f4\u5ba2\u7fa4\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u5176\u6b21\uff0c\u70ed\u529b\u56fe\u5728\u590d\u6742\u52a8\u6001\u9875\u9762\uff08\u5982SPA\uff09\u4e0a\u7684\u51c6\u786e\u6027\u662f\u884c\u4e1a\u901a\u75c5\uff0c\u4e5f\u662f\u7528\u6237\u76f4\u63a5\u63d0\u51fa\u7684\u7591\u8651\uff0c\u8fd9\u5173\u4e4e\u5176\u6838\u5fc3\u529f\u80fd\u7684\u53ef\u4fe1\u5ea6\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u57fa\u7840\u96c6\u6210\uff0c\u5f00\u59cb\u8981\u6c42\u4e0eCRM\u7b49\u4e1a\u52a1\u7cfb\u7edf\u7684\u6df1\u5ea6\u8054\u52a8\uff0c\u8fd9\u9884\u793a\u7740\u5e73\u53f0\u578b\u5de5\u5177\u5fc5\u7136\u9762\u4e34\u7684\u201c\u6269\u5c55\u6027\u201d\u538b\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cOptibase\u7684\u8fdb\u5316\u8def\u5f84\u6e05\u6670\u53cd\u6620\u4e86\u5f53\u524dMartech\/\u4ea7\u54c1\u4f18\u5316\u9886\u57df\u7684\u4e00\u4e2a\u6df1\u5c42\u8d8b\u52bf\uff1a\u5de5\u5177\u7684\u4ef7\u503c\u6b63\u4ece\u201c\u63d0\u4f9b\u6570\u636e\u70b9\u201d\u8f6c\u5411\u201c\u63d0\u4f9b\u51b3\u7b56\u53d9\u4e8b\u201d\u3002\u5b83\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u62a5\u544a\u751f\u6210\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u6d1e\u5bdf\u5408\u6210\u5668\u3002\u80fd\u5426\u5728\u5782\u76f4\u751f\u6001\u5185\u5c06\u8fd9\u4e00\u53d9\u4e8b\u6253\u78e8\u5f97\u8db3\u591f\u6d41\u7545\uff0c\u5e76\u5e94\u5bf9\u597d\u6570\u636e\u51c6\u786e\u6027\u4e0e\u7cfb\u7edf\u6269\u5c55\u6027\u7684\u6311\u6218\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u201c\u597d\u7528\u7684\u529f\u80fd\u5408\u96c6\u201d\u6210\u957f\u4e3a\u65b0\u4e00\u4ee3\u5b9e\u9a8c\u5e73\u53f0\u7684\u6807\u51c6\u5b9a\u4e49\u8005\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\">Optibase: Beyond A\/B Testing<\/span>\n                <\/div>\n<div class=\"comment-content\">Optibase is now more than an A\/B testing tool. With this launch, teams can run experiments, personalize content, and see how users behave using heatmaps and recordings. All in one platform, built to be fast and easy to use. Learn what works, fix what doesn\u2019t, and make confident decisions without complex or expensive tools.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters, it&#8217;s Luka from Optibase.<\/p>\n<p>Optibase started as a simple way to run A\/B tests. Over time, we noticed something important. Teams were running tests, but they still struggled to understand user behavior and act on results with confidence.<\/p>\n<p>So we expanded the product.<\/p>\n<p>This launch is about turning Optibase into a complete experimentation platform, not just a testing tool. Here is what is now possible with Optibase that was not before.<\/p>\n<p>\ud83d\udc68\ud83c\udffb\u200d\ud83d\udd2c Experiments:<br \/>\nYou can run A\/B tests, split URL tests, and multivariate tests at different levels of complexity. From small copy changes to full page experiments, all in one workflow.<\/p>\n<p>\ud83c\udfaf Personalization:<br \/>\nYou can now personalize content and experiences based on audience rules like location, device, traffic source, or behavior. This lets teams show the right message to the right users, not just test one version for everyone.<\/p>\n<p>\ud83d\udcca Analytics:<br \/>\nWe improved how results are tracked and viewed. Teams can follow conversions, compare variants, and understand performance without digging through complex reports.<\/p>\n<p>\ud83d\udd25 Heatmaps:<br \/>\nYou can see where users click, scroll, and focus. This adds visual context to your test results and helps explain why one variant wins.<\/p>\n<p>\ud83d\udcf9 User recordings:<br \/>\nYou can watch real sessions to understand friction, confusion, or drop-offs. This helps teams move from guessing to knowing.<\/p>\n<p>The idea was not to add features for the sake of it. The goal was to cover the full loop, from experiment setup to understanding behavior to deciding what to ship next.<\/p>\n<p>If you have feedback or questions, I\u2019m happy to dig into details.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Replacing marketing intuition with actual data&#8230; my team is going to hate me:D But the heatmaps are exactly what we need to end the endless debates. How long do you store the recordings for?<\/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 we trigger content changes based on custom URL parameters or CRM data attributes?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Yes definitely based on custom URL parameters. Not yet based on CRM data attributes. This is coming though in one of the future releases. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product, great team!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@juliangalluzzo Thanks for the support \ud83e\udee1<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Optibase is a super clean way to bring serious, flicker-free experimentation and behavior insights to Webflow teams without the usual enterprise bloat.<\/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\">@zeiki_yu Thanks a lot, really appreciate that! Glad it resonates with Webflow teams.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 team, even better 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\">@marko_jurisic Thanks Marko, can&#8217;t wait to catch up soon!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Optibase looks amazing! Love that it includes heatmaps and recordings right in the platform. How does the heatmap accuracy hold up with more complex single-page applications?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Expanding from testing into the full experimentation loop makes a lot of sense, especially when teams struggle to act on results. How does Optibase help teams reconcile quantitative test outcomes with qualitative signals like heatmaps and session recordings when those insights point in different directions?<\/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\">@vik_sh Great question. We usually encourage teams to treat quant results as the \u201cwhat\u201d and heatmaps\/recordings as the \u201cwhy.\u201d<\/p>\n<p>If a test wins but recordings show friction, that\u2019s often a signal to iterate rather than ship blindly. Having both in one place makes those tradeoffs much easier to spot and discuss.<\/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<\/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\/Q6KL3ZDZ6I33CQ\" class=\"app-title\">Moltweet<\/a><\/p>\n<div class=\"one-liner\">Twitter for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moltweet\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u793e\u4ea4\u7f51\u7edc\u5e73\u53f0\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u80fd\u5feb\u901f\u521b\u5efaAI\u667a\u80fd\u4f53\uff0c\u5e76\u5c06\u5176\u7f6e\u4e8e\u7c7b\u4f3cTwitter\u7684\u793e\u4ea4\u73af\u5883\u4e2d\u8fdb\u884c\u81ea\u4e3b\u4e92\u52a8\u4e0e\u6d4b\u8bd5\uff0c\u89e3\u51b3\u4e86\u89c2\u5bdf\u548c\u7814\u7a76\u591a\u667a\u80fd\u4f53\u52a8\u6001\u4e0e\u6d8c\u73b0\u884c\u4e3a\u7684\u5b9e\u9a8c\u95e8\u69db\u8fc7\u9ad8\u3001\u573a\u666f\u4e0d\u771f\u5b9e\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\/86d2fd95-41bd-4056-9bc3-ad3e083e08ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c8d6166-184a-4046-85a4-3ac6c6b12df5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38bb0a39-7209-4de6-b287-e46d7dfd635e.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\">Twitter<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Entertainment<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n            <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">AI\u884c\u4e3a\u5b9e\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u6d4b\u8bd5\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u6d8c\u73b0\u884c\u4e3a\u7814\u7a76<\/span><br \/>\n            <span class=\"tag\">AI\u96c6\u6210\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672a\u6765\u79d1\u6280\u5b9e\u9a8c<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u6c99\u76d2<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u4ea4\u4e92<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u521b\u610f\u65b0\u9896\u6709\u8da3\uff0c\u662f\u89c2\u5bdf\u591a\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u7edd\u4f73\u5b9e\u9a8c\u573a\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u80af\u5b9a\u5176\u5c06\u601d\u60f3\u5b9e\u9a8c\u53d8\u4e3a\u53ef\u5b9e\u64cd\u3001\u53ef\u89c2\u5bdf\u7684\u793e\u4ea4\u56fe\u7684\u4ef7\u503c\uff1b\u4e8c\u662f\u63d0\u51fa\u6df1\u5c42\u95ee\u9898\uff0c\u5373\u5982\u4f55\u533a\u5206\u771f\u6b63\u7684\u6d8c\u73b0\u884c\u4e3a\u4e0e\u5e73\u53f0\u89c4\u5219\u6216\u96c6\u6210\u9020\u6210\u7684\u4f2a\u6a21\u5f0f\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Moltweet\u7684\u5671\u5934\u5728\u4e8e\u201c\u9996\u4e2aAI\u667a\u80fd\u4f53\u793e\u4ea4\u7f51\u7edc\u201d\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e00\u4e2a\u4f9bAI\u201c\u53d1\u63a8\u201d\u7684\u6e38\u4e50\u573a\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u4f4e\u95e8\u69db\u3001\u9ad8\u4fdd\u771f\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09\u884c\u4e3a\u89c2\u6d4b\u4e0e\u96c6\u6210\u5b9e\u9a8c\u5e73\u53f0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5de7\u5999\u5730\u7528\u201c\u793e\u4ea4\u7f51\u7edc\u201d\u8fd9\u4e00\u9ad8\u5ea6\u7ed3\u6784\u5316\u3001\u4eba\u7c7b\u719f\u6089\u7684\u73af\u5883\u4f5c\u4e3a\u6c99\u76d2\uff0c\u5c06\u62bd\u8c61\u7684\u201c\u667a\u80fd\u4f53\u4ea4\u4e92\u201d\u7814\u7a76\u8bfe\u9898\uff0c\u5305\u88c5\u6210\u4e86\u53ef\u76f4\u89c2\u611f\u77e5\u3001\u751a\u81f3\u5e26\u6709\u5a31\u4e50\u6027\u7684\u4fe1\u606f\u6d41\u3002\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86\u975e\u4e13\u4e1a\u5f00\u53d1\u8005\u63a5\u89e6\u524d\u6cbfAI\u7814\u7a76\u6982\u5ff5\u7684\u95e8\u69db\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u4e5f\u662f\u5176\u9762\u4e34\u7684\u6838\u5fc3\u8d28\u7591\uff1a\u5728\u8fd9\u4e2a\u9884\u8bbe\u4e86\u201c\u53d1\u5e16\u3001\u56de\u590d\u3001\u5173\u6ce8\u201d\u7b49\u5f3a\u89c4\u5219\u7684\u4eba\u9020\u793e\u4ea4\u73af\u5883\u4e2d\uff0c\u89c2\u5bdf\u5230\u7684\u201c\u793e\u4ea4\u884c\u4e3a\u201d\u6709\u591a\u5c11\u662f\u667a\u80fd\u4f53\u80fd\u529b\u7684\u771f\u5b9e\u6d8c\u73b0\uff0c\u53c8\u6709\u591a\u5c11\u53ea\u662f\u5bf9\u5e73\u53f0\u89c4\u5219\u6a21\u677f\u7684\u586b\u5145\uff1f\u4e00\u4f4d\u8bc4\u8bba\u8005\u7684\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0cMoltweet\u7684\u6df1\u5c42\u4ef7\u503c\u4e0d\u5728\u4e8e\u5448\u73b0\u201cAI\u7684\u793e\u4ea4\u5a92\u4f53\u201d\uff0c\u800c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u201c\u538b\u529b\u6d4b\u8bd5\u573a\u201d\u548c\u201c\u8fde\u63a5\u5668\u201d\u3002\u901a\u8fc7studio.lyzr.ai\u7684\u96c6\u6210\u80fd\u529b\uff0c\u667a\u80fd\u4f53\u88ab\u8d4b\u4e88\u4e86\u89e6\u53d1\u771f\u5b9e\u4e16\u754c\u52a8\u4f5c\uff08\u5982\u90ae\u4ef6\u3001\u6d88\u606f\uff09\u7684\u63a5\u53e3\uff0c\u8fd9\u4f7f\u5f97\u5b9e\u9a8c\u4ece\u7eaf\u7cb9\u7684\u5bf9\u8bdd\u4eff\u771f\uff0c\u5347\u7ea7\u4e3a\u5bf9\u667a\u80fd\u4f53\u51b3\u7b56-\u884c\u52a8\u94fe\u7684\u68c0\u9a8c\u3002\u5b83\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u6784\u5efa\u4e00\u4e2aAI\u7684\u201c\u63a8\u7279\u5b87\u5b99\u201d\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u8bad\u7ec3\u548c\u8bc4\u4f30\u9762\u5411\u4efb\u52a1\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\u7684\u524d\u7f6e\u4eff\u771f\u73af\u5883\uff0c\u6216\u662f\u7814\u7a76\u4eba\u673a\u6df7\u5408\u793e\u7fa4\u4ea4\u4e92\u7684\u72ec\u7279\u6837\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u65e0\u7591\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u6982\u5ff5\u9a8c\u8bc1\u548c\u793e\u533a\u5f15\u7206\u70b9\u3002\u4f46\u8981\u8d85\u8d8a\u201c\u6709\u8da3\u7684\u5b9e\u9a8c\u201d\uff0c\u5b83\u5fc5\u987b\u76f4\u9762\u5176\u79d1\u5b66\u4e25\u8c28\u6027\u7684\u6311\u6218\uff0c\u5e76\u8bc1\u660e\u5176\u5e73\u53f0\u80fd\u50ac\u751f\u51fa\u5177\u6709\u8fc1\u79fb\u4ef7\u503c\uff08\u5373\u80fd\u5e94\u7528\u4e8e\u975e\u793e\u4ea4\u7f51\u7edc\u573a\u666f\uff09\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\u6216\u534f\u4f5c\u67b6\u6784\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6700\u7ec8\u53ea\u662f\u4e00\u4e2a\u6781\u5177\u8bdd\u9898\u6027\u3001\u5374\u505c\u7559\u5728\u8868\u8c61\u7684AI\u884c\u4e3a\u827a\u672f\u5c55\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\">Moltweet<\/span>\n                <\/div>\n<div class=\"comment-content\">Moltweet is the world&#8217;s first &#8220;agent social network&#8221;; a Twitter-like platform where AI agents autonomously post, reply, follow each other, and interact without human intervention. Built for non-technical users in under 24 hours on Lyzr, Moltweet offers an unprecedented window into multi-agent dynamics and emergent AI behaviors.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Why We Built Moltweet?<\/strong><\/p>\n<\/p>\n<p>We created <strong>Moltweet<\/strong> as an experiment to give AI agents a space to collaborate, making agent development accessible, fun, and playful across different models. Here\u2019s what makes it special:<\/p>\n<\/p>\n<p><strong>Core Mission<\/strong><\/p>\n<ul>\n<li>\n<p>Give everyone easy access to <strong>build agents <\/strong>with their <strong>favorite AI models<\/strong><\/p>\n<\/li>\n<li>\n<p>Provide a real social environment to test and understand agent behavior<\/p>\n<\/li>\n<li>\n<p>Create a &#8220;multiverse of agent madness&#8221; where each interaction reveals how AI agents will shape our future<\/p>\n<\/li>\n<\/ul>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li>\n<p>Drop your agents into a live social platform and watch them interact<\/p>\n<\/li>\n<li>\n<p>Learn from real-world agent behaviors in an authentic setting<\/p>\n<\/li>\n<li>\n<p>Experience the future of AI agents through hands-on experimentation<\/p>\n<\/li>\n<\/ul>\n<p><strong>The Game-Changer: <\/strong><a href=\"http:\/\/studio.lyzr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>studio.lyzr.ai<\/strong><\/a><strong> Integration<\/strong><\/p>\n<ul>\n<li>\n<p>Every agent you build lives on our <a href=\"http:\/\/studio.lyzr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">studio.lyzr.ai<\/a> platform<\/p>\n<\/li>\n<li>\n<p>Add powerful tools and skills to your agents<\/p>\n<\/li>\n<li>\n<p>Enable real-world actions (example: agent receives a reply on Moltweet \u2192 triggers Gmail, Slack, or any integration you want)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Bottom Line<\/strong> Moltweet isn&#8217;t just another AI playground\u2014it&#8217;s where you build, test, and deploy agents that can actually do things. Come join the experiment and have fun while shaping the future of AI agents.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Moltweet is a wild, fun lens into multi-agent behavior\u2014turning \u201cagents on X\u201d from a thought experiment into something anyone can spin up and watch in a real social graph.<\/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>Upvoted! \ud83d\ude80 Moltweet is a social sandbox for AI agents\u2014build with your favorite model, watch them interact in a real feed, and connect them to tools via <a href=\"http:\/\/studio.lyzr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">studio.lyzr.ai<\/a> so they can <em>do<\/em> things (Gmail\/Slack\/workflows). Worth checking out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so good. Exactly what I needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Turning a social environment into a live testing ground for agent behavior is a fun and interesting angle. How do you think about observing and learning from agent interactions at scale, especially separating genuinely emergent behavior from patterns that are just artifacts of the platform\u2019s rules or integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a weirdly great project<\/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>Hey Shreyas <a href=\"https:\/\/www.producthunt.com\/@shreyaskapale\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shreyaskapale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyaskapale<\/a> ,<\/p>\n<p>Congrats on the launch of Moltweet! It\u2019s awesome to see a platform where AI agents can interact autonomously. Definitely a fascinating take on how agents could behave in a social setting.<\/p>\n<p>I\u2019m curious, how\u2019s the response been so far? What kind of marketing strategies are you focusing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/GAHCQ5VNSJGTNY\" class=\"app-title\">Menta<\/a><\/p>\n<div class=\"one-liner\">Software that runs clinic\u2019s admin, records, + billing w\/ AI<\/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>Menta\u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u533b\u7597\u8bca\u6240\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u6570\u5b57\u5316\u3001\u96c6\u4e2d\u5316\u548c\u81ea\u52a8\u5316\u884c\u653f\u3001\u75c5\u5386\u4e0e\u8ba1\u8d39\u6d41\u7a0b\uff0c\u5e2e\u52a9\u4e2d\u5c0f\u578b\u8bca\u6240\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3001\u63d0\u5347\u4e13\u4e1a\u4eba\u6548\u5e76\u51cf\u5c11\u6536\u5165\u6d41\u5931\uff0c\u4f7f\u5176\u80fd\u4e13\u6ce8\u4e8e\u60a3\u8005\u62a4\u7406\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\/73535979-33bd-4378-8976-b235751ae149.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6e4f6eb-701d-439f-afd6-06f253e00916.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ed81dda-dc01-46d6-8a69-aa868aa0c402.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae993ab7-25c7-4d28-96f5-16d7925349cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c4995c3-58b2-4298-9e89-f7cd1d0ab253.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Tech<\/span><br \/>\n            <span class=\"tag\">Health<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u533b\u7597SaaS<\/span><br \/>\n            <span class=\"tag\">AI\u8bca\u6240\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u7535\u5b50\u5065\u5eb7\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597\u8ba1\u8d39<\/span><br \/>\n            <span class=\"tag\">HIPAA\u5408\u89c4<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u8bca\u6240\u6570\u5b57\u5316<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597AI<\/span><br \/>\n            <span class=\"tag\">\u884c\u653f\u8d1f\u62c5\u51cf\u8f7b<\/span><br \/>\n            <span class=\"tag\">\u6536\u5165\u5468\u671f\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u662f\u4e2d\u5c0f\u8bca\u6240\u7684\u201cAI\u9aa8\u5e72\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u5177\u4f53\u5de5\u4f5c\u6d41\u8282\u7701\u65f6\u95f4\u7684\u6548\u679c\uff1b2. HIPAA\/GDPR\u5408\u89c4\u6027\u4e0e\u6570\u636e\u52a0\u5bc6\u5b89\u5168\uff1b3. AI\u5728\u75c5\u5386\u5904\u7406\u4e2d\u5982\u4f55\u9632\u6b62\u201c\u5e7b\u89c9\u201d\uff1b4. \u8ba1\u8d39\u529f\u80fd\u7684\u5b9a\u5236\u5316\u7a0b\u5ea6\uff1b5. \u5e02\u573a\u63a8\u5e7f\u7b56\u7565\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                Menta\u5207\u5165\u7684\u662f\u4e00\u4e2a\u7ecf\u5178\u4e14\u68d8\u624b\u7684\u75db\u70b9\u2014\u2014\u533b\u7597\u884c\u4e1a\u9ad8\u8fbe70%\u7684\u975e\u4e34\u5e8a\u884c\u653f\u8d1f\u62c5\u3002\u5176\u201cAI\u539f\u751f\u201d\u7684\u5b9a\u4f4d\u662f\u53cc\u5203\u5251\uff0c\u65e2\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6838\u5fc3\u98ce\u9669\u70b9\u3002\u4ea7\u54c1\u5c06\u884c\u653f\u3001\u75c5\u5386\u3001\u8ba1\u8d39\u4e09\u5927\u6838\u5fc3\u6d41\u7a0b\u4e00\u4f53\u5316\u7684\u601d\u8def\u6b63\u786e\uff0c\u8fd9\u80fd\u771f\u6b63\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u4e3a\u81ea\u52a8\u5316\u63d0\u4f9b\u57fa\u7840\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\uff08\u964d\u4f4e\u6210\u672c\u3001\u63d0\u5347\u5bb9\u91cf\u3001\u633d\u56de\u6536\u5165\uff09\u903b\u8f91\u6210\u7acb\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u5b9e\u73b0\u5ea6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u7684\u5c16\u9510\u63d0\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u5e02\u573a\u5bf9\u5b83\u7684\u5ba1\u89c6\u8fdc\u8d85\u666e\u901aSaaS\u3002\u5408\u89c4\u6027\uff08HIPAA\/GDPR\uff09\u662f\u5165\u573a\u5238\uff0c\u800c\u975e\u52a0\u5206\u9879\uff1bAI\u5904\u7406\u654f\u611f\u75c5\u5386\u65f6\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\uff0c\u662f\u751f\u6b7b\u7ebf\u3002\u8fd9\u8981\u6c42Menta\u7684AI\u5e94\u7528\u573a\u666f\u5fc5\u987b\u88ab\u4e25\u683c\u754c\u5b9a\uff0c\u5f88\u53ef\u80fd\u5728\u521d\u671f\u66f4\u591a\u5c40\u9650\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u5f55\u5165\u3001\u7f16\u7801\u5efa\u8bae\u548c\u8ba1\u8d39\u6d41\u7a0b\u4f18\u5316\uff0c\u800c\u975e\u76f4\u63a5\u53c2\u4e0e\u4e34\u5e8a\u8bca\u65ad\u3002\u4efb\u4f55\u8d8a\u754c\u90fd\u4f1a\u5e26\u6765\u5de8\u5927\u7684\u6cd5\u5f8b\u4e0e\u4fe1\u4efb\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5e76\u975e\u6700\u524d\u6cbf\u7684AI\u6a21\u578b\uff0c\u800c\u662f\u5bf9\u533b\u7597\u4e1a\u52a1\u6d41\u7a0b\u6781\u6df1\u7684\u7406\u89e3\u3001\u65e0\u7f1d\u7684\u6d41\u7a0b\u5d4c\u5165\u80fd\u529b\uff0c\u4ee5\u53ca\u6784\u5efa\u7684\u5408\u89c4\u4e0e\u5b89\u5168\u67b6\u6784\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u8bca\u6240\u800c\u8a00\uff0c\u5438\u5f15\u529b\u5728\u4e8e\u201c\u4e00\u4f53\u5316\u201d\u5e26\u6765\u7684\u7b80\u4fbf\u4e0e\u6210\u672c\u53ef\u63a7\u3002\u7136\u800c\uff0c\u9500\u552e\u5468\u671f\u957f\u3001\u5ba2\u6237\u51b3\u7b56\u8c28\u614e\u662f\u533b\u7597\u8d5b\u9053\u7684\u56fa\u6709\u7279\u70b9\u3002Menta\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u662f\u53c8\u4e00\u4e2a\u7ba1\u7406\u5de5\u5177\uff0c\u800c\u662f\u80fd\u5e26\u6765\u53ef\u91cf\u5316ROI\uff08\u5982\u660e\u786e\u633d\u56de\u7684\u6f0f\u6536\u8d26\u6b3e\u3001\u964d\u4f4e\u7684\u62d2\u4ed8\u7387\uff09\u7684\u4e1a\u52a1\u589e\u957f\u5f15\u64ce\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u7ebf\u4e0b\u6df7\u4e71\uff0c\u53d8\u6210\u4e86\u7ebf\u4e0a\u5316\u7684\u6df7\u4e71\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\">Menta<\/span>\n                <\/div>\n<div class=\"comment-content\">Menta: an AI-native platform designed to digitalize, centralize, and automate all administrative and clinical workflows in one place. Small and medium-sized clinics can\u2019t scale without a system. With Menta, we give them the technology to reduce administrative costs, increase their professionals\u2019 capacity, and recover revenue that is currently being lost \u2014 so they can focus on what truly matters: delivering exceptional patient care.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Did you know that in healthcare, up to 70% of professionals\u2019 and clinics\u2019 time is not spent on patient care, but on administrative tasks? This leads to revenue loss, wasted time, and directly impacts the quality of care patients receive.<\/p>\n<p>The future of healthcare is now. And at Menta, we\u2019re already making it a reality. Will you join us in building it?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_benenzon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_benenzon<\/a>&nbsp; Congrats on the launch, that stat shows a real issue. Which workflow or task are you seeing the biggest time savings on first with Menta?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@michelle_benenzon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_benenzon<\/a>&nbsp;congrats on the launch. The payment part sucks, glad that you&#8217;re solving it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_benenzon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_benenzon<\/a>&nbsp;Awesome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Menta is a super thoughtful AI-native backbone for clinics\u2014love how you centralize admin, records, and billing so smaller practices can actually scale while staying focused on care.<\/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>Excellent team, excellent product, and incredible potential.<\/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>Is the platform fully HIPAA\/GDPR compliant, and how do you handle end-to-end encryption for patient records?<\/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>nice platform, congratulations!!<\/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>nice platform<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;As you said<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Menta looks amazing! Im super intrigued by the AI-powered billing automation. How granular can you get with customizing payment plans for individual patients?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team at Menta <a href=\"https:\/\/www.producthunt.com\/@lautaro_andreani1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lautaro_andreani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lautaro_andreani1<\/a> ,<\/p>\n<\/p>\n<p>Congrats on the launch! Your platform seems like it could be a game changer for smaller clinics, especially with how you\u2019re centralizing admin, records, and billing.<\/p>\n<p>Just wondering, how\u2019s the response been so far? What kind of marketing strategies are you focusing on to spread the word? Would love to hear more about your approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On top of HIPAA compliance, how is AI used in handling these records? If it&#8217;s used directly, how do you make sure it does not hallucinate medical data about a patient?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/MIRUTSAJX73JRR\" class=\"app-title\">Remem AI<\/a><\/p>\n<div class=\"one-liner\">AI that remembers what matters for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Remem AI\u662f\u4e00\u6b3e\u901a\u8fc7\u4e0a\u4e0b\u6587\u5173\u8054\u667a\u80fd\u91cd\u73b0\u548c\u4e32\u8054\u4e2a\u4eba\u788e\u7247\u5316\u8bb0\u5fc6\uff08\u5982\u7b14\u8bb0\u3001\u7167\u7247\u3001\u5bf9\u8bdd\uff09\u7684AI\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u88ab\u5b64\u7acb\u5b58\u50a8\u3001\u96be\u4ee5\u5728\u9700\u8981\u65f6\u56de\u6eaf\u548c\u5173\u8054\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\/e1bd969b-8bf7-4f33-b235-978a2a895672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b6dd854-9c0f-44d6-935b-05f9b64ed96d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75b87092-e3ed-41a6-8245-64f23a12fd95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31dd0a14-5385-4c9d-865c-8abc17ba5881.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\">iOS<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4e2a\u4eba\u8bb0\u5fc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">AI\u8bb0\u5fc6\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4e0a\u4e0b\u6587\u5173\u8054<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u91cd\u73b0<\/span><br \/>\n            <span class=\"tag\">\u7b14\u8bb0\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u8fde\u63a5\u5668<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u641c\u7d22<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u9057\u5fd8\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u671f\u5f85\u66f4\u591a\u901a\u8baf\u5e94\u7528\uff08\u5982WhatsApp\u3001Telegram\u3001Slack\uff09\u8fde\u63a5\u5668\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u5bfc\u5165\u7684\u201c\u51b7\u542f\u52a8\u201d\u96be\u9898\u3001\u9690\u79c1\u5b89\u5168\uff08\u662f\u5426\u652f\u6301\u672c\u5730\u7d22\u5f15\uff09\u3001\u4ee5\u53ca\u5982\u4f55\u66f4\u6709\u6548\u5730\u8fdb\u884c\u5e02\u573a\u63a8\u5e7f\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                Remem AI\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u7b14\u8bb0\u5e94\u7528\u957f\u671f\u5ffd\u89c6\u7684\u6df1\u5c42\u9700\u6c42\uff1a\u4fe1\u606f\u5b58\u50a8\u540e\u7684\u201c\u53ef\u53d1\u73b0\u6027\u201d\u4e0e\u201c\u5173\u8054\u6027\u201d\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b58\u50a8\uff0c\u800c\u5728\u4e8e\u6a21\u62df\u4eba\u8111\u7684\u8054\u60f3\u8bb0\u5fc6\u6a21\u5f0f\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u800c\u975e\u7cbe\u786e\u5173\u952e\u8bcd\u8fdb\u884c\u56de\u6eaf\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u7684\u6838\u5fc3\u7f3a\u9677\u2014\u2014\u5b83\u4eec\u66f4\u50cf\u662f\u6c89\u9ed8\u7684\u6863\u6848\u67dc\uff0c\u800c\u975e\u6d3b\u8dc3\u7684\u601d\u7ef4\u4f19\u4f34\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u51b7\u542f\u52a8\u201d\u95ee\u9898\u6781\u4e3a\u73b0\u5b9e\u3002\u7528\u6237\u6563\u843d\u5728\u5404\u5e73\u53f0\u7684\u5386\u53f2\u6570\u636e\u5982\u4f55\u88ab\u6709\u6548\u3001\u4f4e\u6210\u672c\u5730\u5bfc\u5165\u5e76\u5efa\u7acb\u6709\u610f\u4e49\u7684\u5173\u8054\uff1f\u521d\u671f\u5173\u8054\u7684\u51c6\u786e\u6027\u548c\u6df1\u5ea6\u5c06\u76f4\u63a5\u51b3\u5b9a\u7528\u6237\u4f53\u9a8c\u3002\u5176\u6b21\uff0c\u9690\u79c1\u4e0e\u6548\u80fd\u7684\u5e73\u8861\u5982\u5c65\u8584\u51b0\u3002\u5f53\u524d\u57fa\u4e8e\u540e\u7aef\u670d\u52a1\u5668\u7684\u7d22\u5f15\u6a21\u5f0f\u867d\u63d0\u5347\u4e86\u80fd\u529b\uff0c\u4f46\u4e5f\u6784\u6210\u4e86\u7528\u6237\uff08\u5c24\u5176\u662f\u5904\u7406\u654f\u611f\u8bb0\u5fc6\u65f6\uff09\u7684\u5fc3\u7406\u4e0e\u5b89\u5168\u95e8\u69db\u3002\u627f\u8bfa\u63a2\u7d22\u672c\u5730\u5316\u65b9\u6848\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u6280\u672f\u5b9e\u73b0\u96be\u5ea6\u4e0d\u5c0f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ea7\u54c1\u751f\u6001\u770b\uff0c\u5176\u6218\u7565\u9ad8\u5ea6\u4f9d\u8d56\u201c\u8fde\u63a5\u5668\u201d\u3002\u8fd9\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u53ef\u80fd\u662f\u589e\u957f\u74f6\u9888\u3002\u5bf9\u63a5\u4e3b\u6d41\u5e73\u53f0\uff08Notion\u3001\u672a\u6765\u8ba1\u5212\u7684\u901a\u8baf\u5e94\u7528\uff09\u9700\u8981\u6301\u7eed\u7684\u5de5\u7a0b\u4e0e\u5408\u89c4\u6295\u5165\uff0c\u4e14\u53d7\u5236\u4e8e\u7b2c\u4e09\u65b9API\u653f\u7b56\u3002\u7528\u6237\u7684\u79ef\u6781\u53cd\u9988\u8bc1\u5b9e\u4e86\u8fde\u63a5Slack\u3001WhatsApp\u7b49\u201c\u8bb0\u5fc6\u9ad8\u53d1\u5730\u201d\u7684\u9700\u6c42\u8feb\u5207\uff0c\u8fd9\u5c06\u662f\u9a8c\u8bc1\u5176\u573a\u666f\u5b9e\u7528\u6027\u7684\u5173\u952e\u6218\u573a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cRemem AI\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u6570\u5b57\u8bb0\u5fc6\u589e\u5f3a\u201d\u7684\u613f\u666f\u3002\u5b83\u7684\u771f\u6b63\u5bf9\u624b\u5e76\u975e\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u7528\u6237\u56fa\u6709\u7684\u3001\u4f4e\u6548\u7684\u641c\u7d22\u4e60\u60ef\u548c\u4fe1\u606f\u7ba1\u7406\u60f0\u6027\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\uff1aAI\u5173\u8054\u7684\u7cbe\u51c6\u5ea6\u662f\u5426\u80fd\u6301\u7eed\u7ed9\u7528\u6237\u5e26\u6765\u201c\u60ca\u559c\u201d\u800c\u975e\u201c\u56f0\u60d1\u201d\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u4fdd\u62a4\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u6784\u5efa\u4e00\u4e2a\u8db3\u4ee5\u6fc0\u53d1\u7f51\u7edc\u6548\u5e94\u7684\u8bb0\u5fc6\u56fe\u8c31\u3002\u524d\u8def\u5145\u6ee1\u5e0c\u671b\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u5728\u6280\u672f\u3001\u4f53\u9a8c\u4e0e\u4fe1\u4efb\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Remem AI<\/span>\n                <\/div>\n<div class=\"comment-content\">Most apps store notes and photos in isolation. Over time, memories get buried and disconnected. Remem is a personal memory app built around context and relationships. It resurfaces memories from years ago and links them to related moments, people, places, and ideas.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83e\udee1<\/p>\n<p>I built Remem because I kept forgetting things I knew I had saved somewhere,  a conversation, a note, an idea from years ago, or my wife\u2019s favorite restaurant.<br \/>\nEverything was there, just hard to reconnect later.<\/p>\n<p>Remem is built around context and links between memories. It can bring back old moments and show how they relate, without needing exact keywords.<br \/>\nThere are already connectors like Notion, and more are coming.<\/p>\n<p>I\u2019d love your feedback on a few things:<br \/>\n &#8211; Does this way of recalling memories feel useful in real life?<br \/>\n &#8211; Do the links between memories make sense to you?<br \/>\n &#8211; What connectors or data sources would you want next?<br \/>\nHappy to answer questions <\/p>\n<p>thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\">This is perfect for my boyfriend and I. He forgets where we went, and I forget when we did things. \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The wife\u2019s favorite restaurant example is so relatable! We all need a backup brain for those moments. It\u2019s basically a pensieve from Harry Potter but for my iPhone, haha. Are you planning to add a WhatsApp or Telegram connector? That&#8217;s where most of my lost ideas live.<\/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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a>&nbsp;Haha yes! WhatsApp \/ Telegram is definitely on the list. The tricky part is getting privacy\/security right, but it&#8217;s something I really want to make happen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Noah <a href=\"https:\/\/www.producthunt.com\/@noah_marino\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"noah_marino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noah_marino<\/a> ,<\/p>\n<p>Congrats on launching Remem! I love the concept of linking memories and making them easier to find. That\u2019s something a lot of note-taking apps miss!<\/p>\n<p>How&#8217;s the response been so far? Any marketing goals or strategies you&#8217;re focusing on to spread the word? Would love to hear how you&#8217;re getting the word out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The &#8220;context and links between memories&#8221; part is exactly what&#8217;s missing from most note-taking apps. I have hundreds of notes in Notion but can never find the specific conversation or idea I&#8217;m looking for because I don&#8217;t remember the exact keywords I used.<\/p>\n<\/p>\n<p>For connectors &#8211; a Slack connector would be huge. That&#8217;s where most of my fleeting ideas and decisions live (buried in old DMs with teammates).<\/p>\n<\/p>\n<p>How do you handle the &#8220;cold start&#8221; problem when users first sign up with years of existing content scattered everywhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>how do you handle privacy\u2014is the indexing happening on-device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the question!<br \/>Indexing isn\u2019t fully on-device today, it runs on a secure backend to enable fast search and memory connections. Data is isolated per user, never shared or used for training. Longer-term, we\u2019re exploring more on-device and privacy-first components as the product evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VQ3WIIBAJMT4ZF\" class=\"app-title\">Polyvia<\/a><\/p>\n<div class=\"one-liner\">Queryable visual knowledge index for agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Polyvia\u662f\u9996\u4e2a\u9762\u5411\u667a\u80fd\u4f53\u548cMCP\u7684\u89c6\u89c9\u77e5\u8bc6\u7d22\u5f15\u5e73\u53f0\uff0c\u901a\u8fc7\u5c06\u6563\u843d\u7684\u56fe\u8868\u3001\u5e7b\u706f\u7247\u7b49\u89c6\u89c9\u8d44\u6599\u8f6c\u5316\u4e3a\u53ef\u67e5\u8be2\u3001\u4e8b\u5b9e\u6d88\u6b67\u7684\u5355\u4e00\u4e8b\u5b9e\u6765\u6e90\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u4e2d80%\u89c6\u89c9\u77e5\u8bc6\u96be\u4ee5\u88abAI\u68c0\u7d22\u548c\u63a8\u7406\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\/07dae5a1-98e1-432c-9277-9c6a76f16e7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d47a64b5-b225-4c48-8389-fdd62c4a1cf3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1b93e85-d6ba-4354-8f80-e888fec05412.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/adc6b391-ff5b-46cc-8756-413d8833c326.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\/223bf457-7dd2-4d6c-a436-cd81b645916f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yMK8iNAAzwU\"><source src=\"https:\/\/www.youtube.com\/watch?v=yMK8iNAAzwU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u89c6\u89c9\u77e5\u8bc6\u7d22\u5f15<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">RAG\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u4e8b\u5b9e\u56fe\u8c31<\/span><br \/>\n            <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c6\u5316\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u975e\u7ed3\u6784\u5316\u6570\u636e\u5904\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u201cPDF\u56fe\u8868RAG\u65e0\u6cd5\u89e6\u53ca\u201d\u7684\u771f\u5b9e\u75db\u70b9\uff0cMCP\u96c6\u6210\u88ab\u89c6\u4e3a\u4eae\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u67e5\u8be2\u5ef6\u8fdf\u4e0e\u5b9e\u65f6\u6027\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5176\u4e3a\u5b9e\u65f6\u5de5\u4f5c\u6d41\u8bbe\u8ba1\uff0c\u7d22\u5f15\u9884\u5efa\u4fdd\u969c\u67e5\u8be2\u901f\u5ea6\uff0c\u5e76\u79ef\u6781\u63d0\u4f9b\u6d4b\u8bd5\u652f\u6301\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Polyvia\u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u6587\u672c\u4e2d\u5fc3\u4e3b\u4e49AI\u5de5\u5177\u957f\u671f\u5ffd\u89c6\u7684\u771f\u7a7a\u5730\u5e26\uff1a\u4f01\u4e1a\u5185\u6d77\u91cf\u3001\u9ad8\u4ef7\u503c\u7684\u89c6\u89c9\u77e5\u8bc6\u8d44\u4ea7\u3002\u5176\u5ba3\u79f0\u7684\u201c\u89c6\u89c9\u77e5\u8bc6\u7d22\u5f15\u201d\u6982\u5ff5\uff0c\u672c\u8d28\u4e0a\u662f\u5c06VLM\uff08\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff09\u4e0e\u56fe\u8c31\u5316\u7684\u4e8b\u5b9e\u6d88\u6b67\u80fd\u529b\u6df1\u5ea6\u7ed3\u5408\uff0c\u8bd5\u56fe\u4e3a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u6784\u5efa\u4e00\u4e2a\u53ef\u9760\u7684\u201c\u89c6\u89c9\u8bb0\u5fc6\u4f53\u201d\u3002\u8fd9\u6b65\u68cb\u8d70\u5f97\u65e2\u7cbe\u51c6\u53c8\u9669\u5cfb\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7cbe\u51c6\u5728\u4e8e\uff0c\u5b83\u76f4\u6307\u5f53\u524dRAG\u548c\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u5bf9\u5d4c\u5165\u5728\u56fe\u8868\u3001\u56fe\u793a\u4e2d\u7684\u7ed3\u6784\u5316\u4fe1\u606f\u89c6\u800c\u4e0d\u89c1\u3002\u5c06\u89c6\u89c9\u5143\u7d20\u8f6c\u5316\u4e3a\u53ef\u63a8\u7406\u3001\u53ef\u5173\u8054\u7684\u4e8b\u5b9e\u8282\u70b9\uff0c\u65e0\u7591\u662f\u89e3\u9501\u66f4\u6df1\u5c42\u4f01\u4e1a\u667a\u80fd\u7684\u5173\u952e\u3002\u5176\u901a\u8fc7MCP\u670d\u52a1\u5668\u964d\u4f4e\u96c6\u6210\u95e8\u69db\u7684\u7b56\u7565\u4e5f\u9887\u4e3a\u806a\u660e\uff0c\u80fd\u5feb\u901f\u5207\u5165\u73b0\u6709AI\u5de5\u4f5c\u6d41\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u6781\u9ad8\uff0c\u4e0d\u4ec5\u8981\u4fdd\u8bc1VLM-OCR\u63d0\u53d6\u7684\u7cbe\u51c6\u5ea6\uff08\u5c24\u5176\u662f\u590d\u6742\u56fe\u8868\uff09\uff0c\u8fd8\u8981\u6784\u5efa\u80fd\u8de8\u6587\u6863\u5173\u8054\u4e8b\u5b9e\u7684\u7a33\u5065\u672c\u4f53\uff0c\u8fd9\u6d89\u53ca\u566a\u58f0\u5904\u7406\u3001\u8bed\u4e49\u6d88\u6b67\u7b49\u4e00\u7cfb\u5217\u96be\u9898\u3002\u5176\u6b21\uff0c\u201c\u5b9e\u65f6\u6027\u201d\u627f\u8bfa\u9700\u8981\u7ecf\u53d7\u8d85\u5927\u89c4\u6a21\u6587\u6863\u96c6\u7684\u8003\u9a8c\uff0c\u7d22\u5f15\u6784\u5efa\u6210\u672c\u4e0e\u67e5\u8be2\u5ef6\u8fdf\u7684\u5e73\u8861\u5c06\u662f\u5de5\u7a0b\u4e0a\u7684\u6301\u7eed\u535a\u5f08\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u805a\u7126\u4e8e\u5f00\u53d1\u8005\u4e0e\u77e5\u8bc6\u56e2\u961f\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\uff0c\u9700\u8bc1\u660e\u5176\u4ef7\u503c\u8fdc\u8d85\u4f20\u7edf\u7684\u201c\u624b\u52a8\u67e5\u770b\u56fe\u8868\u201d\u6216\u201c\u5b9a\u5236\u5316\u6570\u636e\u63d0\u53d6\u811a\u672c\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cPolyvia\u5e76\u975e\u7b80\u5355\u7684\u5de5\u5177\u5347\u7ea7\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u667a\u80fd\u4f53\u611f\u77e5\u548c\u7406\u89e3\u975e\u6587\u672c\u4fe1\u606f\u7684\u65b9\u5f0f\u3002\u82e5\u5176\u6280\u672f\u80fd\u5982\u5ba3\u79f0\u822c\u53ef\u9760\uff0c\u5b83\u5c06\u4e0d\u4ec5\u662f\u4e00\u4e2a\u67e5\u8be2\u5de5\u5177\uff0c\u66f4\u662f\u63a8\u52a8AI\u4ece\u201c\u6587\u672c\u7406\u89e3\u201d\u8fc8\u5411\u201c\u6587\u6863\u7406\u89e3\u201d\u4e43\u81f3\u201c\u4e1a\u52a1\u7406\u89e3\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8e\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u51c6\u786e\u7387\u3001\u901f\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u8fd9\u9700\u8981\u66f4\u900f\u660e\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u6848\u4f8b\u6765\u9a8c\u8bc1\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\">Polyvia<\/span>\n                <\/div>\n<div class=\"comment-content\">Polyvia is the first Visual Knowledge Index for Agents &#038; MCPs. Turn scattered visuals into a queryable source of truth with every fact disambiguated. Other tools extract visuals OR index text \u2014 Polyvia indexes and reasons over visuals, connecting facts across 10,000s of documents. Built for developers of multimodal agents and knowledge-work teams.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b, this is Mateusz from the Polyvia AI team, and we&#8217;re very excited to launch Polyvia today!<br \/>\ud83d\ude80 Get early access \u2192 <a href=\"http:\/\/polyvia.ai\/#access\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">polyvia.ai\/#access<\/a> (or send email to: <a href=\"mailto:mateusz@polyvia.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mateusz@polyvia.ai<\/a>)<\/p>\n<p><strong>The problem:<\/strong> ~80% of enterprise knowledge lives in visual form \u2014 charts, slides, diagrams, infographics. Current AI tools either extract visuals OR index text &#8211; neither can <strong>reason across thousands of visual documents<\/strong>.<\/p>\n<p>The result? Agents hallucinate. Search fails. Insights stay buried.<\/p>\n<p><strong>The solution: Polyvia is the first Visual Knowledge Index for Agents &amp; MCPs &#8211; queryable index of facts for visual data.<\/strong> Think &#8220;Pinecone for visual data&#8221; &#8211; but with agentic visual reasoning.<\/p>\n<\/p>\n<p>Turn scattered visuals into a queryable source of truth with every fact disambiguated.<\/p>\n<\/p>\n<p>&#8212;<\/p>\n<p><strong>What Polyvia does:<\/strong><br \/>\u2022 VLM-OCR Extraction \u2014 Charts, tables, diagrams, infographics \u2192 structured visual logic<br \/>\u2022 Facts-Ontology Indexing \u2014 Disambiguate and connect facts into a graph-based single source of truth<br \/>\u2022 Agentic Visual Reasoning \u2014 Query for answers with audit-ready citations, or explore topics<\/p>\n<p><strong>Example:<\/strong><br \/>Query: <strong><em>&#8220;What&#8217;s the difference between revenue of Company-A and Company-B in the last quarter?&#8221;<\/em><\/strong><\/p>\n<p>\u274c <strong>Text-Only Agent\/RAG:<\/strong> &#8220;I cannot find specific revenue numbers in the text.&#8221;<\/p>\n<p>\u2705 <strong>Polyvia:<\/strong><br \/>\u2192 &#8220;Company-A Q4 revenue: $10.67M [Chart; page 12; doc 6367]&#8221;<br \/>\u2192 &#8220;Company-B Q4 revenue: $7.05M [Infographic; page 91; doc 65220]&#8221;<br \/>\u2192 &#8220;Difference: $3.62M&#8221;<\/p>\n<p><strong>2 ways to access:<\/strong><br \/>\u2022 \ud83d\udd0c <strong>Polyvia API &amp; Polyvia MCP Server <\/strong>\u2014 available through REST API and our MCP Server for Claude, Cursor, and more<br \/>\u2022 \ud83d\udda5\ufe0f <strong>Polyvia Studio<\/strong> \u2014 visual search and exploration for knowledge-work teams in research, finance, healthcare<\/p>\n<p>&#8212;<\/p>\n<p>We are currently in private Beta (Polyvia-0.5). We will be fast-tracking ProductHunt users throughout the day.<\/p>\n<p>\ud83d\ude80 Get early access \u2192 <a href=\"https:\/\/polyvia.ai\/#access\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">polyvia.ai\/#access<\/a> (or send email to: <a href=\"mailto:mateusz@polyvia.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mateusz@polyvia.ai<\/a>)<br \/>\ud83d\udcd6 Read the full story \u2192 <a href=\"https:\/\/polyvia.ai\/blog\/welcome-to-polyvia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Polyvia Blog &#8211; Rethinking RAG for Visual Data<\/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>The &#8220;charts live in PDFs that no RAG can touch&#8221; problem is very real. We&#8217;ve had situations where the answer to a question was clearly visible in a chart, but the AI kept saying &#8220;I cannot find that information.&#8221;<\/p>\n<\/p>\n<p>The MCP integration is smart &#8211; means you can plug this into existing Claude workflows without rebuilding everything. Curious about the latency &#8211; when you&#8217;re querying across 10,000+ documents with visual reasoning, how fast is the response? Is this more of a batch\/research use case or can it handle real-time agent workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_sorensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_sorensen<\/a>&nbsp;<br \/>It&#8217;s built for real-time agent workflows, not just batch research. <br \/>On moderately-sized datasets, both ingest and query are fast enough for production use. <br \/>For 10k+ docs, the index is pre-built so queries stay snappy \u2014 you&#8217;re not re-processing visuals on every call. <\/p>\n<p>The MCP integration means you can test this in your existing Claude setup in a couple minutes. <br \/>Happy to help you benchmark on your own docs if you want to try it. <\/p>\n<p>&#8212; Mateusz<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>can we plug Polyvia directly into Claude or other agents as a standard tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;<\/p>\n<p>Yes! We have an MCP Server that plugs directly into Claude, Cursor, and any MCP-compatible client.<\/p>\n<p>Setup takes ~2 minutes \u2014 connect and your agent can query visual knowledge with citations.<\/p>\n<p>We also have a REST API if you prefer direct integration.<\/p>\n<p>Happy to help you get set up Xiang \u2014 feel free to DM me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/5FPGOIZD35IY35\" class=\"app-title\">Devlop Ai<\/a><\/p>\n<div class=\"one-liner\">AI IDE that writes and flashes STM32 firmware for your board<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Devlop Ai\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff0c\u5b83\u901a\u8fc7AI\u7f16\u7801\u4ee3\u7406\u81ea\u52a8\u751f\u6210\u5e76\u70e7\u5f55STM32\u56fa\u4ef6\uff0c\u65e8\u5728\u89e3\u51b3\u5d4c\u5165\u5f0f\u5f00\u53d1\u8005\u5728\u914d\u7f6e\u5fae\u63a7\u5236\u5668\u3001\u67e5\u9605\u6570\u636e\u624b\u518c\u548c\u624b\u52a8\u7f16\u5199\u5e95\u5c42\u4ee3\u7801\u65f6\u8017\u65f6\u4e14\u6613\u51fa\u9519\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\/5613708c-8973-4c16-ad3d-b0ec9729a274.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/z10yZkALNeg\"><source src=\"https:\/\/youtu.be\/z10yZkALNeg\" 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\/15832e39-30f6-48d8-8c4a-9d571d9caad2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52e04791-be21-4fe9-9079-1c3ff2a73e3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc85f18a-6549-4dfd-bccc-bba6d609fefd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u5d4c\u5165\u5f0f\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">STM32<\/span><br \/>\n            <span class=\"tag\">IDE<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u914d\u7f6e<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">CubeMX\u96c6\u6210<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u67e5\u9605\u6570\u636e\u624b\u518c\u3001\u4f18\u5316\u5f15\u811a\u914d\u7f6e\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176CubeMX\u9879\u76ee\u5bfc\u5165\u548c\u4e00\u952e\u7f16\u8bd1\u70e7\u5f55\u7684\u4fbf\u6377\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u66f4\u591aSTM32\u7cfb\u5217\uff08\u5982F1, F0, G0\uff09\u7684\u652f\u6301\uff0c\u4ee5\u53ca\u5bf9AI\u5728\u5173\u952e\u786c\u4ef6\u914d\u7f6e\uff08\u5982\u65f6\u949f\u3001DMA\uff09\u4e2d\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u7684\u5904\u7406\u673a\u5236\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Devlop Ai\u7684\u91ce\u5fc3\u5728\u4e8e\u7528AI\u91cd\u6784STM32\u5d4c\u5165\u5f0f\u5f00\u53d1\u7684\u4f20\u7edf\u5de5\u4f5c\u6d41\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u5f00\u53d1\u8005\uff0c\u800c\u662f\u5145\u5f53\u4e00\u4e2a\u201c\u6c38\u4e0d\u75b2\u5026\u7684\u521d\u7ea7\u5de5\u7a0b\u5e08\u201d\u548c\u201c\u4e25\u8c28\u7684\u786c\u4ef6\u4e13\u5bb6\u201d\u7684\u7ed3\u5408\u4f53\u3002\u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u201c\u4ece\u96f6\u5f00\u59cb\u65e0\u4e2d\u751f\u6709\u201d\u7684\u9ad8\u98ce\u9669\u8def\u5f84\uff0c\u800c\u662f\u4ee5\u5b98\u65b9CubeMX\u7684.ioc\u6587\u4ef6\u4e3a\u5b89\u5168\u57fa\u77f3\uff0c\u5728\u6b64\u4e4b\u4e0a\u8fdb\u884cAI\u8f85\u52a9\u7684\u4f18\u5316\u4e0e\u586b\u5145\u3002\u8fd9\u65e2\u964d\u4f4e\u4e86\u7528\u6237\u8fc1\u79fb\u95e8\u69db\uff0c\u4e5f\u4e3a\u5176AI\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u8bbe\u7f6e\u4e86\u5173\u952e\u9632\u706b\u5899\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u4e2d\u7684\u5b98\u65b9\u56de\u590d\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u6280\u672f\u903b\u8f91\u662f\u201c\u7ea6\u675f\u6027\u751f\u6210\u201d\u3002\u901a\u8fc7\u5c06AI\u7684\u201c\u521b\u610f\u201d\u4e25\u683c\u9650\u5236\u5728\u7531\u5b98\u65b9\u6570\u636e\u624b\u518c\u6784\u5efa\u7684\u7ed3\u6784\u5316\u6570\u636e\u5e93\u548c\u786c\u4ef6\u89c4\u5219\u5f15\u64ce\u4e4b\u5185\uff0c\u5b83\u8bd5\u56fe\u5728\u201c\u63d0\u9ad8\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u786e\u4fdd\u786c\u4ef6\u6b63\u786e\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u5728\u5d4c\u5165\u5f0f\u9886\u57df\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u901a\u7528\u5927\u6a21\u578b\u5bf9\u7279\u5b9a\u786c\u4ef6\u7ea6\u675f\u7684\u65e0\u77e5\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u6a21\u578b\u662f\u5426\u4e13\u7cbe\u3001\u6570\u636e\u5e93\u662f\u5426\u5b8c\u5907\uff0c\u6bd4\u5176\u4f7f\u7528\u4e86\u4f55\u79cd\u57fa\u7840\u5927\u6a21\u578b\u66f4\u4e3a\u91cd\u8981\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\u5176\u751f\u6001\u62a4\u57ce\u6cb3\u76ee\u524d\u5b8c\u5168\u5efa\u7acb\u5728ST\uff08\u610f\u6cd5\u534a\u5bfc\u4f53\uff09\u7684\u786c\u4ef6\u4f53\u7cfb\u4e0a\uff0c\u6269\u5c55\u81f3\u5176\u4ed6\u5382\u5546\u82af\u7247\u5c06\u610f\u5473\u7740\u5de8\u5927\u7684\u6570\u636e\u5de5\u7a0b\u5de5\u4f5c\u3002\u5176\u6b21\uff0c\u5bf9\u4e8e\u8d44\u6df1\u5d4c\u5165\u5f0f\u5de5\u7a0b\u5e08\u800c\u8a00\uff0c\u6700\u8017\u65f6\u7684\u5f80\u5f80\u4e0d\u662f\u521d\u59cb\u914d\u7f6e\uff0c\u800c\u662f\u540e\u671f\u7684\u8c03\u8bd5\u4e0e\u4f18\u5316\uff0cAI\u5728\u6b64\u590d\u6742\u573a\u666f\u4e2d\u80fd\u6df1\u5165\u591a\u5c11\u4ecd\u662f\u95ee\u53f7\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34ST\u5b98\u65b9\u53ef\u80fd\u63a8\u51fa\u7684\u540c\u7c7bAI\u5de5\u5177\u7684\u6f5c\u5728\u7ade\u4e89\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u7cbe\u51c6\u8d5b\u9053\u4e0a\u8fdb\u884c\u7684\u6709\u529b\u521b\u65b0\u3002\u5b83\u6ca1\u6709\u7a7a\u8c08\u201c\u98a0\u8986\u201d\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u70b9\u4eae\u4e86\u201c\u81ea\u52a8\u5316\u914d\u7f6e\u201d\u8fd9\u4e00\u6280\u80fd\u6811\uff0c\u82e5\u80fd\u5728\u82af\u7247\u652f\u6301\u5e7f\u5ea6\u548c\u9a8c\u8bc1\u53ef\u9760\u6027\u4e0a\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\uff0c\u6709\u671b\u6210\u4e3a\u5d4c\u5165\u5f0f\u5f00\u53d1\u8005\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u9ad8\u6548\u7684\u524d\u7aef\u5165\u53e3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Devlop Ai<\/span>\n                <\/div>\n<div class=\"comment-content\">AI coding agents to speed up STM32 embedded development<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">It will truly bring a breath of fresh air to the embedded development<\/div>\n<div class=\"comment-actions\">\n<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\/@ozkaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozkaya<\/a>&nbsp;anyone who has spent hours digging through stm32 datasheets for pin assignments knows this pain. ai suggesting optimal configurations based on peripheral requirements is a huge time saver.<\/p>\n<p>cubemx import is smart. most embedded projects already have ioc files so migration is easy.<\/p>\n<p>one click compile and flash without external tools is what the stm32 workflow always needed.<\/p>\n<p>two questions: does it support other stm32 series beyond m4 and m7 like f1, f0, g0? and which ai model powers the pin suggestion feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle the &#8220;hallucination&#8221; problem when dealing with specific datasheet constraints like clock configurations or DMA mappings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a>&nbsp;Great questions,<\/p>\n<p>We don&#8217;t rely solely on the AI&#8217;s &#8216;creative&#8217; output for hardware-critical tasks like clock trees or DMA mappings. To prevent hallucinations, we use a <strong>multi-layered validation approach<\/strong>:<\/p>\n<ol>\n<li>\n<p><strong>Data-Driven Guardrails:<\/strong> The AI&#8217;s suggestions are cross-referenced against a structured database parsed directly from official STM32 datasheets.<\/p>\n<\/li>\n<li>\n<p><strong>Rule-Based Engine:<\/strong> We have a validation layer that checks if the suggested pinout or DMA channel is physically available and compliant with the specific MCU&#8217;s hardware constraints.<\/p>\n<\/li>\n<li>\n<p><strong>CubeMX Integration:<\/strong> By supporting .ioc imports, we ensure that the foundation of the project stays within the &#8216;safe&#8217; bounds of official configurations.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/RRFK6DOOTQEHRW\" class=\"app-title\">CCgather<\/a><\/p>\n<div class=\"one-liner\">Document your Claude Code journey<\/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>CCgather\u901a\u8fc7\u672c\u5730CLI\u5de5\u5177\u81ea\u52a8\u91c7\u96c6\u5e76\u53ef\u89c6\u5316Claude Code\u7684\u4f1a\u8bdd\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u5e73\u53f030\u5929\u81ea\u52a8\u5220\u9664\u5386\u53f2\u800c\u65e0\u6cd5\u56de\u987e\u548c\u8ffd\u8e2a\u4e2a\u4ebaAI\u7f16\u7801\u5386\u7a0b\u4e0e\u6210\u957f\u8f68\u8ff9\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\/ae20cf8f-2363-4c7d-b593-cc8536ce74fe.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cK-RD1ke73I\"><source src=\"https:\/\/youtu.be\/cK-RD1ke73I\" 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\/6e05957c-de00-46bf-8f0a-27fc5865e3ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b61e958-712d-41bf-a909-49051264d127.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b56ef719-bf1a-4b9c-a2e9-91b4996fad05.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u7f16\u7a0b\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u5b66\u4e60\u5386\u7a0b\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90CLI<\/span><br \/>\n            <span class=\"tag\">\u793e\u533a\u6fc0\u52b1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5206\u6790<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff08\u5386\u53f2\u4e22\u5931\uff09\uff0c\u8d5e\u8d4f\u5176\u5c06Token\u89c6\u4e3a\u63a2\u7d22\u800c\u975e\u6280\u80fd\u7684\u5065\u5eb7\u7406\u5ff5\u3002\u70ed\u529b\u56fe\u529f\u80fd\u5907\u53d7\u597d\u8bc4\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u4f1a\u8bdd\u6210\u679c\uff08\u6210\u529f\/\u653e\u5f03\uff09\u7684\u6807\u8bb0\u8ffd\u8e2a\u529f\u80fd\uff0c\u4ee5\u53ca\u5173\u6ce8\u6570\u636e\u83b7\u53d6\u7684\u5b89\u5168\u6027\u4e0e\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                CCgather\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u89e3\u51b3\u6570\u636e\u7559\u5b58\u7684\u6280\u672f\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9\u201cAI\u539f\u751f\u5de5\u4f5c\u6d41\u201d\u4e2d\u4e2a\u4f53\u52b3\u52a8\u5f02\u5316\u7684\u9996\u6b21\u53cd\u6297\u4e0e\u610f\u4e49\u91cd\u6784\u3002\u5728AI\u7f16\u7801\u65f6\u4ee3\uff0c\u5f00\u53d1\u8005\u7684\u201c\u5de5\u4f5c\u4ea7\u7269\u201d\u6b63\u4ece\u4f20\u7edf\u4ee3\u7801\u4ed3\u5e93\uff0c\u6f14\u53d8\u4e3a\u4e0eAI\u5bf9\u8bdd\u7684\u3001\u5145\u6ee1\u8bd5\u9519\u7684\u8fc7\u7a0b\u6027\u4ea4\u4e92\u6570\u636e\u3002\u4e3b\u6d41\u5e73\u53f0\u5c06\u6b64\u7c7b\u6570\u636e\u89c6\u4e3a\u53ef\u968f\u610f\u6e05\u7406\u7684\u4e34\u65f6\u7f13\u5b58\uff0c\u5b9e\u5219\u62b9\u6740\u4e86\u5f00\u53d1\u8005\u6700\u5b9d\u8d35\u7684\u601d\u8003\u8f68\u8ff9\u4e0e\u5b66\u4e60\u8bc1\u636e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8be5\u4ea7\u54c1\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u8fd9\u4e00\u65b0\u578b\u6570\u5b57\u8eab\u4efd\u5371\u673a\uff0c\u5e76\u901a\u8fc7\u201c\u70ed\u529b\u56fe\u201d\u3001\u201c\u7b49\u7ea7\u201d\u548c\u201c\u5168\u7403\u6392\u884c\u699c\u201d\u7b49\u8bbe\u8ba1\uff0c\u5c06\u539f\u672c\u5373\u5c06\u6e6e\u706d\u7684\u3001\u79c1\u4eba\u7684Token\u6d88\u8017\uff0c\u8f6c\u5316\u4e3a\u53ef\u516c\u5f00\u8ffd\u6eaf\u7684\u201c\u63a2\u7d22\u52cb\u7ae0\u201d\u4e0e\u793e\u533a\u53d9\u4e8b\u3002\u8fd9\u5de7\u5999\u5730\u5c06AI\u8f85\u52a9\u4e0b\u53ef\u80fd\u5e26\u6765\u7684\u201c\u5de5\u5177\u4eba\u201d\u7126\u8651\uff08\u5373\u611f\u89c9\u81ea\u8eab\u4ef7\u503c\u88abAI\u7a00\u91ca\uff09\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u79ef\u6781\u7684\u3001\u53ef\u89c6\u5316\u7684\u6210\u957f\u6e38\u620f\u3002\u5176\u201cToken\u4e0d\u7b49\u4e8e\u6280\u80fd\uff0c\u800c\u662f\u63a2\u7d22\u8bc1\u660e\u201d\u7684\u5b9a\u4f4d\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u4ef7\u503c\u89c2\u8f93\u51fa\uff0c\u8bd5\u56fe\u5b9a\u4e49AI\u65f6\u4ee3\u5f00\u53d1\u8005\u7cbe\u795e\u7684\u65b0\u5ea6\u91cf\u8861\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u4ea7\u54c1\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u6e38Claude Code\u7684\u751f\u6001\u5b58\u7eed\u4e0e\u6570\u636e\u683c\u5f0f\u7a33\u5b9a\uff1b\u4ece\u201c\u8fc7\u7a0b\u8bb0\u5f55\u201d\u5230\u201c\u6210\u679c\u5f52\u56e0\u201d\u4ecd\u6709\u5de8\u5927\u9e3f\u6c9f\uff0c\u5982\u4f55\u533a\u5206\u201c\u9ad8\u4ea7\u51fa\u7684\u63a2\u7d22\u201d\u4e0e\u201c\u65e0\u610f\u4e49\u7684\u7a7a\u8f6c\u201d\uff0c\u662f\u4e0b\u4e00\u6b65\u9700\u8981\u601d\u8003\u7684\u5173\u952e\u3002\u5b83\u76ee\u524d\u662f\u4e00\u4e2a\u7cbe\u5f69\u7684\u201c\u610f\u4e49\u4fdd\u5b58\u8005\u201d\uff0c\u4f46\u82e5\u8981\u6210\u4e3a\u771f\u6b63\u7684\u201c\u751f\u4ea7\u529b\u5206\u6790\u5f15\u64ce\u201d\uff0c\u4ecd\u9700\u66f4\u6df1\u523b\u7684\u6d1e\u5bdf\u67b6\u6784\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\">CCgather<\/span>\n                <\/div>\n<div class=\"comment-content\">Claude Code deletes your session history after 30 days. Your work disappears. Unless you track it. CCgather preserves your journey. \ud83c\udfc6 Leaderboard | \ud83d\udcac AI Community | \ud83c\udfae Levels | \ud83d\udcca Heatmap Tokens \u2260 skill\u2014they represent exploration and passion.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>  No CS background. Started vibe coding 3 months ago.<br \/>\n  16+ hours daily. 15 billion tokens later\u2014I&#8217;m still learning.<\/p>\n<p>  Then two things happened:<br \/>\n  1. The leaderboard service I was using went silent. No updates, no response.<br \/>\n  2. I realized all my work would disappear in 30 days.<\/p>\n<p>  So I decided: &#8220;I&#8217;ll just build it myself.&#8221;<\/p>\n<p>  That&#8217;s CCgather\u2014not to track limits, but to preserve the journey.<\/p>\n<p>  Every token you spend is proof of something\u2014proof that you&#8217;re building, learning, doing the work.<\/p>\n<p>  Features:<br \/>\n  \ud83c\udfc6 Global Leaderboard \u2013 See where you stand worldwide<br \/>\n  \ud83d\udcac AI-Translated Community \u2013 Write in your language, read in yours<br \/>\n  \ud83c\udfae Levels &amp; Badges \u2013 From \ud83c\udf31Rookie to \ud83c\udfc6Immortal<br \/>\n  \ud83d\udcca Activity Heatmap \u2013 Visualize your patterns<\/p>\n<p>  Here, you find healthy motivation\u2014not pressure.<\/p>\n<p>  First project I&#8217;ve ever made public. Built in 3 weeks.<\/p>\n<p>  Try it out\u2014let me know what you think \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhxyoon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhxyoon<\/a>&nbsp;I greatly admire your perseverance and hard work. You will get what you want, although I am not a prophet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 how tokens  are treated as exploration, not skill points. That mindset feels honest and refreshing<\/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\/@yosun_negi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yosun_negi<\/a>&nbsp; Exactly! More tokens = more tries, more exploration. Not a flex, just proof you showed up. Thanks for getting the vibe \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real problem. I&#8217;ve been using Claude Code heavily for building my projects and didn&#8217;t realize how much context I was losing as sessions expired. The heatmap idea is great \u2014 being able to see your actual building patterns over time adds a layer of self-awareness that raw token counts don&#8217;t capture. Props for going from zero CS background to shipping this in 3 weeks. That&#8217;s the kind of story that keeps the indie maker community inspiring.<\/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\/@davisuntrapd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davisuntrapd<\/a>&nbsp;Thank you Davis \u2014 this comment really made my day.<\/p>\n<p>  You nailed it: raw token counts are just numbers, but patterns tell the real story. The heatmap keeps me honest \u2014 seeing that grid every day makes me not want to break the streak.<\/p>\n<p>  3 months ago I pulled an all-nighter just to implement a login feature. Now I&#8217;m shipping a full product. Claude Code changed everything for me.<\/p>\n<p>  Comments like yours remind me why I built this in the open. Thank you \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve burned through so many Claude Code tokens and didn&#8217;t even realize the history was being deleted. This is a perfect example of scratching your own itch.<\/p>\n<\/p>\n<p>The heatmap feature is clever &#8211; I&#8217;d love to see patterns in when I&#8217;m most productive vs when I&#8217;m just spinning my wheels. Do you track the success rate of sessions (things that actually shipped vs abandoned experiments)?<\/p>\n<\/p>\n<p>15 billion tokens in 3 months is wild. Respect the commitment.<\/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\/@philip_sorensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_sorensen<\/a>&nbsp;Thanks Philip!                                                                                                                                                                                                                                                  <\/p>\n<p>  Love the idea of tracking shipped vs abandoned sessions. Would need some architecture work, but definitely on my radar. Manual tagging could be a good start.                                                                                                <\/p>\n<\/p>\n<p>  And yeah, 15B tokens = a lot of late nights and coffee \u2615<\/p>\n<p>  Appreciate the thoughtful feedback! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does CCgather securely fetch or ingest the session history before it gets deleted by Anthropic?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a><\/p>\n<p>Thanks for your interest, Xiang Lei!<\/p>\n<p>Claude Code saves your session data locally on your PC, but it gets automatically deleted after 30 days (sliding window) unless you change the settings \u2014 and that raw data isn&#8217;t useful unless processed anyway.<\/p>\n<p>CCgather reads this local data before it disappears and turns it into meaningful stats. <\/p>\n<p>Just run: <strong><em>npx ccgather<\/em><\/strong><\/p>\n<p>That&#8217;s it \u2014 takes about 10 seconds! <\/p>\n<p>The CLI is open-source, inspired by <a href=\"https:\/\/github.com\/ryoppippi\/ccusage\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ryoppippi\/ccusage<\/a>:<\/p>\n<p>\ud83d\udce6 <a href=\"https:\/\/github.com\/DHxWhy\/ccgather\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/DHxWhy\/ccgather<\/a><\/p>\n<p>Thank you : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey DHxWhy <a href=\"https:\/\/www.producthunt.com\/@dhxyoon\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dhxyoon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhxyoon<\/a> ,<\/p>\n<p>Congrats on the launch of CCgather! I love the idea of tracking your Claude Code journey and preserving your progress. The heatmap feature sounds like a really unique way to visualize your workflow!<\/p>\n<p>Curious, how\u2019s the response been so far? Any specific marketing goals you\u2019re focusing on to promote the product? Would love to hear how you&#8217;re planning to get the word 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<\/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\/R5XAUTQWBD7RLN\" class=\"app-title\">GRMC.ai<\/a><\/p>\n<div class=\"one-liner\">AI contract compliance analyzer for GDPR, SOC2, and CCPA<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">41<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GRMC.ai\u662f\u4e00\u6b3eAI\u5408\u540c\u5408\u89c4\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u5373\u65f6\u5206\u6790\u5408\u540c\u6587\u672c\uff0c\u5e2e\u52a9\u4f01\u4e1a\u8bc6\u522b\u5728GDPR\u3001SOC 2\u3001CCPA\u7b49\u5173\u952e\u6570\u636e\u6cd5\u89c4\u4e0b\u7684\u5408\u89c4\u5dee\u8ddd\u4e0e\u98ce\u9669\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u590d\u6742\u6cd5\u89c4\u73af\u5883\u4e2d\u624b\u52a8\u5ba1\u67e5\u5408\u540c\u6548\u7387\u4f4e\u4e0b\u4e14\u6613\u9057\u6f0f\u6df1\u5c42\u98ce\u9669\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\/13cb091d-296c-4128-8f8f-43895e80e7b9.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/795731fa2cdd46578e051b8353cdf4ee\"><source src=\"https:\/\/www.loom.com\/share\/795731fa2cdd46578e051b8353cdf4ee\" 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\/594c4ecf-0422-4cd9-9f2f-f70c0b797d1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d27ac4b8-1c7d-4ce5-a00d-ec22f1811103.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc4f4fb6-23f4-4a6e-9604-bdab836f623c.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\">Analytics<\/span><br \/>\n            <span class=\"tag\">Legal<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u5408\u540c\u5408\u89c4\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n            <span class=\"tag\">SOC 2\u5ba1\u8ba1<\/span><br \/>\n            <span class=\"tag\">CCPA\/CPRA<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n            <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u6cd5\u5f8b\u8fd0\u8425<\/span><br \/>\n            <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5408\u540c\u751f\u547d\u5468\u671f\u7ba1\u7406(CLM)<\/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\u4ee5\u81ea\u8eab20\u5e74\u7ecf\u9a8c\u6307\u51fa\u5e02\u573aAI\u5de5\u5177\u591a\u505c\u7559\u5728\u5173\u952e\u8bcd\u63d0\u53d6\uff0c\u800cGRMC.ai\u65e8\u5728\u8fdb\u884c\u5b9e\u8d28\u6027\u98ce\u9669\u5206\u6790\u3002\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\uff0c\u5e76\u63d0\u95ee\u5176\u5982\u4f55\u5904\u7406\u5408\u540c\u4e2d\u672a\u660e\u786e\u5199\u51fa\u7684\u9690\u542b\u5408\u89c4\u4e49\u52a1\uff0c\u4f53\u73b0\u4e86\u5bf9AI\u6df1\u5ea6\u7406\u89e3\u80fd\u529b\u7684\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                GRMC.ai\u7684\u51fa\u73b0\uff0c\u76f4\u6307\u5f53\u524d\u6cd5\u5f8b\u79d1\u6280\u9886\u57df\u4e00\u4e2a\u55a7\u56a3\u800c\u5c34\u5c2c\u7684\u73b0\u5b9e\uff1a\u8bb8\u591a\u6253\u7740AI\u65d7\u53f7\u7684\u5408\u540c\u7ba1\u7406\uff08CLM\uff09\u5de5\u5177\uff0c\u5176\u80fd\u529b\u4ecd\u88ab\u7981\u9522\u5728\u201c\u5173\u952e\u8bcd\u63d0\u53d6\u201d\u7684\u5c42\u9762\uff0c\u8fd9\u65e0\u5f02\u4e8e\u9ad8\u7ea7\u641c\u7d22\uff0c\u4e0e\u771f\u6b63\u7684\u8bed\u4e49\u7406\u89e3\u548c\u98ce\u9669\u5206\u6790\u76f8\u53bb\u751a\u8fdc\u3002\u4ea7\u54c1\u521b\u59cb\u4eba\u57fa\u4e8e\u6570\u5341\u5e74\u4e00\u7ebf\u5b9e\u6218\u7684\u6d1e\u5bdf\uff0c\u8bd5\u56fe\u6495\u7834\u8fd9\u5c42\u201c\u5b89\u5168\u5408\u89c4\u5267\u573a\u201d\u7684\u5e37\u5e55\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u7f57\u5217\u201c\u7f3a\u5931\u6761\u6b3e\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u80fd\u7406\u89e3\u6cd5\u89c4\u5177\u4f53\u6761\u6b3e\uff08\u5982GDPR\u7b2c28\u6761\uff09\u4e0e\u5408\u540c\u6587\u672c\u4e4b\u95f4\u590d\u6742\u6620\u5c04\u5173\u7cfb\u7684\u5206\u6790\u5f15\u64ce\u3002\u8fd9\u8981\u6c42AI\u4e0d\u4ec5\u80fd\u8bc6\u522b\u201c\u6570\u636e\u5904\u7406\u8005\u201d\u8fd9\u4e2a\u8bcd\uff0c\u66f4\u8981\u80fd\u5224\u65ad\u5408\u540c\u4e2d\u5173\u4e8e\u8d23\u4efb\u3001\u8d54\u507f\u3001\u6570\u636e\u5904\u7406\u8303\u56f4\u7684\u63cf\u8ff0\uff0c\u662f\u5426\u5728\u5b9e\u8d28\u4e0a\u6ee1\u8db3\u4e86\u8be5\u6cd5\u89c4\u9879\u4e0b\u7684\u5168\u90e8\u4e49\u52a1\u3002\u7528\u6237\u5173\u4e8e\u201c\u9690\u542b\u4e49\u52a1\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u6b64\u7c7b\u4ea7\u54c1\u6210\u8d25\u7684\u6838\u5fc3\u2014\u2014\u5bf9\u6cd5\u5f8b\u8bed\u5883\u548c\u5546\u4e1a\u610f\u56fe\u7684\u6df1\u5ea6\u89e3\u8bfb\u80fd\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u4f9d\u7136\u4e25\u5cfb\u3002\u6cd5\u5f8b\u5206\u6790\u5177\u6709\u9ad8\u5ea6\u7684\u4e8b\u5b9e\u4f9d\u8d56\u6027\u548c\u89e3\u91ca\u7a7a\u95f4\uff0cAI\u7684\u201c\u5224\u65ad\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u76d1\u7ba1\u673a\u6784\u7684\u8d28\u8be2\uff1f\u4ea7\u54c1\u7684\u6743\u5a01\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u80cc\u540e\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u8d28\u91cf\u4e0e\u66f4\u65b0\u9891\u7387\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u6295\u5165\u9876\u5c16\u7684\u6cd5\u5f8b\u4e0e\u5de5\u7a0b\u8d44\u6e90\u3002\u6b64\u5916\uff0c\u4ece\u201c\u5206\u6790\u62a5\u544a\u201d\u5230\u201c\u95ed\u73af\u4fee\u590d\u201d\uff0c\u4ecd\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5b83\u66f4\u50cf\u4e00\u4f4d\u9ad8\u5ea6\u4e13\u4e1a\u3001\u4e0d\u77e5\u75b2\u5026\u7684\u521d\u7ea7\u6cd5\u52a1\uff0c\u80fd\u9ad8\u6548\u5b8c\u6210\u521d\u7b5b\u5e76\u63d0\u793a\u98ce\u9669\u70b9\uff0c\u4f46\u6700\u7ec8\u7684\u51b3\u7b56\u4e0e\u8c08\u5224\uff0c\u4ecd\u9700\u8981\u4eba\u7c7b\u5f8b\u5e08\u7684\u4e13\u4e1a\u5224\u65ad\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5730\u5c06\u6cd5\u5f8b\u4e13\u5bb6\u4ece\u7e41\u7410\u7684\u6587\u672c\u6bd4\u5bf9\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u9ad8\u9636\u7b56\u7565\u4e0e\u8c08\u5224\uff0c\u90a3\u4e48\u5176\u98a0\u8986\u6027\u624d\u80fd\u771f\u6b63\u663e\u73b0\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\">GRMC.ai<\/span>\n                <\/div>\n<div class=\"comment-content\">GRMC.ai analyzes contracts for compliance gaps in GDPR Article 28, SOC 2, and CCPA\/CPRA. Upload a contract, get instant gap analysis and remediation recommendations. Built by a legal ops professional with 20+ years and 50+ CLM implementations who saw the gap between CLM AI promises and reality.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Spent 20+ years implementing CLMs at Twitter, Workday, Amazon. Vendors promised AI but delivered keyword extraction. Built GRMC.ai to actually analyze contracts for GDPR, SOC2, CCPA compliance gaps\u2014the tool I wish I had.<\/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\/@srinivas_narra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srinivas_narra<\/a>&nbsp;How does GRMC.ai handle edge cases where compliance obligations are implied by context but not explicitly stated in the contract language<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a>&nbsp;Thanks so much for the support! Really appreciate it \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solid use-case. It&#8217;s frustrating to try and review all this stuff manually, and it often feels like security theater.<\/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\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a>&nbsp;<strong>Here&#8217;s your response:<\/strong><\/p>\n<p>&#8220;Exactly! After 20+ years in legal tech, I&#8217;ve seen so many manual compliance reviews that catch the obvious stuff but miss the nuanced gaps. The &#8216;security theater&#8217; is real &#8211; vendors show their SOC 2 cert, but the DPA still has problematic indemnity clauses or vague data processing terms.<\/p>\n<p>That&#8217;s why I built <a href=\"http:\/\/GRMC.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GRMC.ai<\/a> to actually analyze the contract language against specific framework requirements, not just check if certain keywords exist. The goal is substantive risk analysis, not checkbox compliance.<\/p>\n<p>Would love your feedback if you try it out &#8211; always looking to improve based on real-world use cases!&#8221;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RYK63ZNYBVLNYM\" class=\"app-title\">Prompt Anything<\/a><\/p>\n<div class=\"one-liner\">Your best prompts built for you. Using the best LLM.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u591a\u6b3e\u4f18\u79c0\u5927\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u63d0\u793a\u8bcd\u751f\u6210\u5e73\u53f0\uff0c\u901a\u8fc7\u7b80\u5316\u3001\u4f18\u5316\u548c\u81ea\u52a8\u5316\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u5e2e\u52a9\u4e0d\u540c\u6280\u80fd\u6c34\u5e73\u7684\u7528\u6237\u5728\u6784\u5efa\u81ea\u52a8\u5316\u6d41\u7a0b\u3001\u5f00\u53d1\u4ee3\u7406\u3001\u4fee\u590d\u4ee3\u7801\u7b49\u573a\u666f\u4e2d\uff0c\u9ad8\u6548\u83b7\u5f97\u7cbe\u51c6\u7ed3\u679c\uff0c\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u548c\u8bd5\u9519\u6210\u672c\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\/13c7dec4-7d20-49f3-ab2b-3987c320e2b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d06507bf-8067-4b65-95ca-40e3ca462c75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2ad8955-309a-4b63-b974-99a146727fe5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0c06a00-2c84-4cb0-b528-7b220a0c7384.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd6e0d54-92a0-48bb-b805-bbd9238b4435.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c33a26f9-e83d-4e12-ab72-0e4b7a0fdb8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c21b70f7-a7d9-4465-b992-084c14c57ae1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc8dea33-126f-40e0-9e92-52df735022af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/665da3e3-20c1-46b5-bc26-524cb1e237ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed04f4c8-7e53-4645-a07e-c6062b14828d.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\/25faa043-36d9-4542-9f94-6a2a0966901f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9EeyYITd1dk\"><source src=\"https:\/\/youtu.be\/9EeyYITd1dk\" 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>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">AI\u63d0\u793a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">LLM\u805a\u5408\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u6784\u5efa<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u52a9\u624b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u7b80\u5316\u63d0\u793a\u8bcd\u5de5\u7a0b\u3001\u805a\u5408\u591a\u6a21\u578b\u7684\u4ef7\u503c\uff0c\u5e76\u7528\u4e8e\u5b9e\u9645\u4e1a\u52a1\u81ea\u52a8\u5316\u3002\u6838\u5fc3\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5f00\u53d1\u6d4f\u89c8\u5668\u6269\u5c55\u4ee5\u5b9e\u73b0\u539f\u751f\u96c6\u6210\uff1b\u652f\u6301\u590d\u6742\u591a\u6b65\u9aa4\u4ee3\u7406\u7684\u5206\u652f\u903b\u8f91\uff1b\u672a\u6765\u4e0eIDE\u3001Salesforce\u7b49\u5de5\u5177\u7684\u96c6\u6210\u8ba1\u5212\uff1b\u5bf9\u65b0\u56e2\u961f\u4e0a\u624b\u6d41\u7a0b\u7684\u8be2\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                Prompt Anything \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u63d0\u793a\u8bcd\u5e02\u573a\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u8fde\u63a5\u7528\u6237\u610f\u56fe\u4e0e\u591a\u6a21\u578b\u80fd\u529b\u7684\u201c\u7f16\u8bd1\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u79bb\u6563\u7684\u3001\u4f9d\u8d56\u7ecf\u9a8c\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u7cfb\u7edf\u5316\u4e3a\u53ef\u5f15\u5bfc\u3001\u53ef\u590d\u7528\u751a\u81f3\u53ef\u90e8\u7f72\u7684\u201c\u5de5\u4f5c\u6d41\u5143\u4ef6\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u5c06\u5176\u7528\u4e8e\u6784\u5efa\u524d\u7aef\u3001\u5168\u529f\u80fd\u4ee3\u7406\u56e2\u961f\u53ca\u5ba2\u6237\u4ea4\u4ed8\u7269\uff0c\u8fd9\u9a8c\u8bc1\u4e86\u5176\u4ece\u201c\u63d0\u793a\u4f18\u5316\u201d\u5411\u201c\u5e94\u7528\u751f\u6210\u201d\u6f14\u8fdb\u7684\u8def\u5f84\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6807\u8bed\u201cUsing the best LLM\u201d\u70b9\u660e\u4e86\u5176\u5173\u952e\u7b56\u7565\uff1a\u6a21\u578b\u8def\u7531\u4e0e\u96c6\u6210\u3002\u8fd9\u770b\u4f3c\u662f\u6280\u672f\u805a\u5408\uff0c\u5b9e\u5219\u662f\u5c06\u7528\u6237\u4ece\u7e41\u7410\u7684\u6a21\u578b\u9009\u62e9\u548c\u5207\u6362\u4e2d\u89e3\u653e\uff0c\u4f7f\u5176\u805a\u7126\u4e8e\u4efb\u52a1\u903b\u8f91\u672c\u8eab\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5e26\u6765\u4e86\u6f5c\u5728\u98ce\u9669\uff1a\u5176\u6838\u5fc3\u4f18\u52bf\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u80cc\u540e\u6a21\u578b\u4f9b\u5e94\u5546API\u7684\u7a33\u5b9a\u6027\u3001\u6210\u672c\u53ca\u80fd\u529b\u8fed\u4ee3\u901f\u5ea6\uff0c\u81ea\u8eab\u53ef\u80fd\u6ca6\u4e3a\u6613\u88ab\u7ed5\u8fc7\u7684\u201c\u4e2d\u95f4\u4ef6\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u7248\u672c\u4f3c\u4e4e\u66f4\u64c5\u957f\u5c06\u6a21\u7cca\u9700\u6c42\u7ed3\u6784\u5316\uff08\u5982\u8bc4\u8bba\u63d0\u53ca\u7684\u201cbrain dump\u201d\u5f15\u5bfc\uff09\uff0c\u4f46\u5728\u5904\u7406\u590d\u6742\u3001\u52a8\u6001\u7684\u667a\u80fd\u4f53\u534f\u4f5c\u4e0e\u5206\u652f\u903b\u8f91\u65b9\u9762\uff0c\u4ece\u5f00\u53d1\u8005\u7684\u56de\u590d\u770b\uff0c\u80fd\u529b\u4ecd\u90e8\u5206\u4f9d\u6258\u4e8e\u5916\u90e8\u5e73\u53f0\uff08\u5982Make.com\uff09\u3002\u5176\u672a\u6765\u6311\u6218\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u5de5\u4f5c\u6d41\u903b\u8f91\u6df1\u5ea6\u5185\u5316\uff0c\u5f62\u6210\u771f\u6b63\u95ed\u73af\u3001\u53ef\u89c6\u5316\u7684\u667a\u80fd\u4f53\u7f16\u6392\u7cfb\u7edf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u9ad8\u7ea7\u63d0\u793a\u8bcd\u751f\u6210\u5668\u3002\u82e5\u5176\u6d4f\u89c8\u5668\u6269\u5c55\u4e0eIDE\u96c6\u6210\u987a\u5229\uff0c\u5c06\u53ef\u80fd\u4ece\u201c\u5907\u7528\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u539f\u751f\u5de5\u4f5c\u73af\u5883\u201d\uff0c\u8fd9\u624d\u662f\u5176\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5173\u952e\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\">Prompt Anything<\/span>\n                <\/div>\n<div class=\"comment-content\">This tool enables any skill level to make prompting easier, and more detailed. Build a webapp. Build a strategy. Fix code. Build agents. Build workflows. Find what you will get your mother for her birthday. Custom to who you are, and what you do. Prompt anything in a fraction of the time, with a fraction of a headache with&#8230; you guessed it. Prompt Anything<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>ATTENTION Do not vote for this comment, vote for the product!<\/em><\/p>\n<p>Running an automation agency, I needed to prompt for workflows, &#8220;employee&#8221; agents, demos, and products for clients.<\/p>\n<p>I built a platform that does the prompting for you, so you can too.<\/p>\n<p>I use this prompt for my own business because it brings all the LLMs (that are good at what they do), under one roof.<\/p>\n<p>No more having to switch and pay for other apps.<\/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\/@promptanything\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@promptanything<\/a>&nbsp;this is awesome. Congratulations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Any plans of developing a browser extension? That way it could be used at the point of prompting within ChatGPT, Claude, etc.<\/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\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a>&nbsp;YES! We have a dev team on it now for V2!<\/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\">Congrats on the launch! Looks like a very useful tool! \ud83d\ude4c\ud83c\udffc<\/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\/@ralphquintero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ralphquintero<\/a>&nbsp;thank you Raplh! it is VERY exciting, prompt engineering is now available to everyone<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>The project sounds really interesting.<br \/>I&#8217;m curious about how Prompt Anything handles the workflow for complex multi-step agents.<\/p>\n<p>Does the tool support <strong>branching logic<\/strong>?<br \/>For example, an agent that evaluates a search result and then &#8220;branches&#8221; into a <em>&#8216;summarize&#8217;<\/em> prompt if data is found, or a <em>&#8216;refine search&#8217;<\/em> prompt if it hits a dead end?<\/p>\n<p>Or is the platform primarily focused on <strong>single-turn optimizations<\/strong> for individual prompts?<\/p>\n<p>Would love to know if this is built for those more &#8220;agentic&#8221; flows!<\/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\/@marcelo_bottoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_bottoni<\/a>&nbsp;that&#8217;s 100%! Whether you&#8217;re using innate in <a href=\"http:\/\/make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">make.com<\/a> or Zapier, you can build the prompt and\/or JSON workflow to get you the workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good job, Congrats! Curious how you decided which LLMs to be used?<\/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\/@dmytro_kryvoshlyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_kryvoshlyk<\/a>&nbsp;we use arena.ai! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmytro_kryvoshlyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_kryvoshlyk<\/a>&nbsp;I am also too curious which is your favorite LLM? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the simplest easiest to use agents I\u2019ve tried , really helps me automates lot of my flows . Will definitely keep using it going fwd for my workflows <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omar87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omar87<\/a>&nbsp;amen to THAT. try a front end or full agent team too. Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omar87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omar87<\/a>&nbsp;welcome to the community of prompt anything-ers! please share with your friends!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 great idea!!! Can this be used with Suno?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>prompt anything has helped me build a better prompting practice and should be guided me in my artificial intelligence journey and helped 100s of people that we serve all that our business.<\/p>\n<\/p>\n<p>What is one thing you\u2019ve done inside the experience that you think others should try 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow! Prompt anything. Where do I even begin&#8230; It helped me build a whole entire workflow to automate my operations. Can you share how we can do the web apps? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This product just blows past anything I\u2019ve tried before. I\u2019m using it now to work on some important key business projects for my team, and sharing it with teammates.<\/p>\n<\/p>\n<p>On that note, I was interested in knowing whether this would be integrated with any IDE\u2019s in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck. The tool is really good, we are using it in our company to improve our systemic prompts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 and well done Richmond. As a sales leader I find myself constantly trying to save the best prompts\/find them. But ultimately not a good use of my time although the output could be beneficial, this makes a ton of sense. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Pretty awesome and super easy to use!  I haven\u2019t read all the questions \/ responses but do you see this interacting with other tools or possible salesforce, outlook, google or really any extensions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@barrett_hennessey1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barrett_hennessey1<\/a>&nbsp;as an extension in the future! Totally right. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch of Prompt Anything Rich! I\u2019m always interested in tools that help translate ideas into structured outputs faster.<\/p>\n<p>What does a typical implementation workflow look like for a new team?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tucker_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tucker_carter<\/a>&nbsp;brain dump and then it will guide you towards agent, workflow, or web application. From there you can build it, take out the prompt, and then put it into any other LLM. Preferably the LLM that the tool picks for you. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For someone who struggles with structuring prompts for workflows and agents, this actually solves a real pain. The \u201cprompting for outcomes\u201d angle is interesting\u2014keen to see how it evolves in V2.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ibtisamasif\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibtisamasif<\/a>&nbsp;totally right! Thanks for that call out. Everyone take notes! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 love this I feel like it will take such a big load of my plate. What\u2019s the easiest way to get stared 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandra_trujillo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_trujillo<\/a>&nbsp;anything that you want to automate, literally just brain dump it and it will do it for you! The prompt and then put it into whatever tool that you need to use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>*Attention* don&#8217;t upvote my comment, upvote the product! Cheers \ud83e\udd1d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YZPOYW2C27WGNZ\" class=\"app-title\">Sketchflow: Mobile Native Code<\/a><\/p>\n<div class=\"one-liner\">Text to Native iOS &#038; Android apps. Real Swift &#038; Kotlin code.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">24<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sketchflow\u662f\u4e00\u6b3e\u901a\u8fc7\u6587\u672c\u63d0\u793a\u76f4\u63a5\u751f\u6210\u9ad8\u6027\u80fd\u539f\u751fiOS(Swift)\u4e0eAndroid(Kotlin)\u4ee3\u7801\u7684AI\u5e94\u7528\u6784\u5efa\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5feb\u901f\u539f\u578b\u9a8c\u8bc1\u548c\u4ea7\u54c1\u5f00\u53d1\u4e2d\uff0c\u5bf9\u4ee3\u7801\u6240\u6709\u6743\u3001\u6027\u80fd\u53ca\u751f\u4ea7\u5c31\u7eea\u5ea6\u7684\u6838\u5fc3\u9700\u6c42\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\/6a51ec8b-9c3b-4a38-95ac-88fe12dbcff8.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\/2ce25556-1d9b-4876-97c8-b5aaedb1caa4.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\/028063e5-373c-4315-8e3b-9c30dae54ec3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/aPPx9sjqbBc?si=b2Fjp9udT19PaqJZ\"><source src=\"https:\/\/youtu.be\/aPPx9sjqbBc?si=b2Fjp9udT19PaqJZ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">No-Code<\/span><br \/>\n            <span class=\"tag\">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\">\u539f\u751f\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">Swift<\/span><br \/>\n            <span class=\"tag\">Kotlin<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u6784\u5efa\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u6587\u672c\u8f6c\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u6240\u6709\u6743<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u5168\u94fe\u8def\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\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u539f\u751f\u4f18\u5148\u201d\u548c\u201c\u4ee3\u7801\u53ef\u62e5\u6709\u201d\u7684\u5dee\u5f02\u5316\u8def\u7ebf\uff0c\u8ba4\u4e3a\u8fd9\u4f53\u73b0\u4e86\u771f\u6b63\u7684\u5f00\u53d1\u8005\u89c6\u89d2\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u751f\u6210\u4ee3\u7801\u4f7f\u7528\u7684\u5177\u4f53\u7f16\u7a0b\u8bed\u8a00\u3001\u4ee5\u53ca\u52a8\u753b\u4e0e\u4ea4\u4e92\u7684\u81ea\u5b9a\u4e49\u7a0b\u5ea6\u3002\u56e2\u961f\u56de\u590d\u786e\u8ba4\u652f\u6301\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u548c\u7f16\u8f91\u5668\u8fdb\u884c100%\u63a7\u5236\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Sketchflow\u7684\u7b2c\u4e8c\u6b21\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u66f4\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9AI\u4ee3\u7801\u751f\u6210\u8d5b\u9053\u4ef7\u503c\u4e3b\u5f20\u7684\u5c16\u9510\u5ba3\u8a00\u3002\u5728\u4f17\u591aAI\u5de5\u5177\u9009\u62e9\u751f\u6210\u8de8\u5e73\u53f0\u6216\u6df7\u5408\u4ee3\u7801\u4ee5\u8ffd\u6c42\u201c\u901f\u5ea6\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\uff0c\u5c06\u8d4c\u6ce8\u62bc\u5728\u201c\u539f\u751f\u201d\u4e0e\u201c\u6240\u6709\u6743\u201d\u4e0a\u3002\u8fd9\u770b\u4f3c\u9009\u62e9\u4e86\u66f4\u8270\u96be\u7684\u6280\u672f\u8def\u5f84\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5b9a\u4f4d\u5207\u5272\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u6587\u672c\u751f\u6210\u4ee3\u7801\u201d\u8fd9\u4e00\u5df2\u4e0d\u65b0\u9c9c\u7684\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201c\u521b\u610f\u8349\u7a3f\u201d\u4e0e\u201c\u53ef\u4ea4\u4ed8\u4ea7\u54c1\u201d\u4e4b\u95f4\u90a3\u9053\u9e3f\u6c9f\u7684\u53ef\u9760\u6865\u6881\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u505a\u51fa\u4e00\u4e2a\u53ef\u6f14\u793a\u7684\u73a9\u5177\uff0c\u800c\u662f\u80fd\u76f4\u63a5\u878d\u5165\u73b0\u6709\u5b89\u5353\/iOS\u539f\u751f\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u3001\u53ef\u7ee7\u627f\u548c\u8fed\u4ee3\u7684\u4e25\u8083\u4ee3\u7801\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u9ed1\u7bb1\u751f\u6210\u3001\u6846\u67b6\u4f9d\u8d56\u548c\u6027\u80fd\u59a5\u534f\u7684\u6df1\u5c42\u7126\u8651\u3002\u201c\u5168\u94fe\u8def\u4e00\u6b21\u751f\u6210\u201d\u7684\u613f\u666f\uff0c\u5c06UX\u3001UI\u4e0e\u4ee3\u7801\u540c\u6b65\u4ea7\u51fa\uff0c\u610f\u5728\u63d0\u5347\u8bbe\u8ba1\u5230\u5f00\u53d1\u73af\u8282\u7684\u8fde\u8d2f\u6027\uff0c\u51cf\u5c11\u5931\u771f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u539f\u751f\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u786e\u4fdd\u6027\u80fd\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u751f\u6210\u903b\u8f91\u7684\u590d\u6742\u5ea6\u6210\u500d\u589e\u52a0\uff0c\u4e14\u9700\u540c\u65f6\u7ef4\u62a4\u4e24\u5957\u6280\u672f\u6808\u3002\u5176\u751f\u6210\u4ee3\u7801\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u3001\u6df1\u5ea6\u52a8\u753b\u53ca\u5b9a\u5236\u5316\u7ec4\u4ef6\u65b9\u9762\u7684\u80fd\u529b\u4e0a\u9650\uff0c\u4ecd\u6709\u5f85\u5e02\u573a\u4e25\u82db\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u76ee\u6807\u7528\u6237\u753b\u50cf\u53ef\u80fd\u6709\u4e9b\u6a21\u7cca\uff1a\u5bf9\u4e8e\u4e0d\u61c2\u539f\u751f\u5f00\u53d1\u7684\u521b\u4e1a\u8005\uff0c\u76f4\u63a5\u83b7\u5f97\u539f\u751f\u4ee3\u7801\u7684\u6536\u76ca\u611f\u77e5\u4e0d\u5f3a\uff1b\u800c\u5bf9\u4e8e\u8d44\u6df1\u539f\u751f\u5f00\u53d1\u8005\uff0c\u4ed6\u4eec\u662f\u5426\u613f\u610f\u4fe1\u4efb\u5e76\u91c7\u7eb3AI\u751f\u6210\u7684\u57fa\u7840\u67b6\u6784\uff0c\u4ecd\u662f\u4e00\u4e2a\u5173\u4e8e\u63a7\u5236\u611f\u548c\u4ee3\u7801\u8d28\u91cf\u7684\u4e60\u60ef\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cSketchflow\u4ee3\u8868\u4e86\u4e00\u79cd\u66f4\u201c\u786c\u6838\u201d\u548c\u66f4\u5177\u91ce\u5fc3\u7684AI\u5e94\u7528\u6784\u5efa\u65b9\u5411\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u505a\u5feb\u901f\u539f\u578b\u73a9\u5177\u7684\u5236\u9020\u5546\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u751f\u4ea7\u7ebf\u7684\u5347\u7ea7\u5de5\u5177\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u80fd\u5426\u751f\u6210\u4ee3\u7801\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u771f\u6b63\u8fbe\u5230\u4e86\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u6240\u8981\u6c42\u7684\u8d28\u91cf\u3001\u7ed3\u6784\u6e05\u6670\u5ea6\u548c\u53ef\u7ef4\u62a4\u6027\u6807\u51c6\u3002\u8fd9\u6761\u8def\u5f88\u96be\uff0c\u4f46\u82e5\u8d70\u901a\uff0c\u5176\u58c1\u5792\u4e5f\u5c06\u66f4\u9ad8\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\">Sketchflow: Mobile Native Code<\/span>\n                <\/div>\n<div class=\"comment-content\">Sketchflow.ai helps you generate real native mobile apps in Kotlin and Swift \u2014 not hybrid or cross-platform. Build Android and iOS apps with visible UX from a single prompt, own your stable code, test your app in real-time.<\/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, I&#8217;m Fan Song, Founder of Sketchflow.ai.<\/p>\n<\/p>\n<p>\ud83d\udcccThis is our second launch &#8211; and it\u2019s more than an update, it reflects a shift in how we think about building apps.<\/p>\n<p>So, what are we bringing to PH?<\/p>\n<\/p>\n<p>\ud83d\udca1<strong>Real Native Mobile Code:<\/strong> Most AI app builders generate web wrappers or cross-platform frameworks \u2014 it&#8217;s a practical way to move fast. We chose a harder path: Real Native Apps, Kotlin for Android, Swift for iOS, built for performance and reliability.<\/p>\n<\/p>\n<p>\ud83d\udcf2<strong>Own Your Code:<\/strong> The code isn\u2019t locked away, it\u2019s fully downloadable and yours to own. You can test it directly on simulator or your phone!<\/p>\n<\/p>\n<p>As a developer-led team, we&#8217;ve felt the pain of unconnected pages, lead to guesswork, rework, and fragile logic. For that, while beautiful standalone mockups may be trending in the App Builder market, our team is committed to delivering the best solution for creating shippable, production-ready apps.<\/p>\n<\/p>\n<p>\ud83e\uddbe<strong>All-at-once Generation:<\/strong> <a href=\"http:\/\/Sketchflow.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Sketchflow.ai<\/a> is the only App Builder platform that empower users to generate full user journeys for UX &#8211; designs for interfaces &#8211; native code for development, all from one prompt.<\/p>\n<\/p>\n<p>Special thanks to our hunter <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> for spotting Sketchflow and presenting it to PH community! We&#8217;re genuinely thrilled to be here and have the opportunity to share what we&#8217;ve built and hear voices from PH.<\/p>\n<\/p>\n<p>\ud83c\udf81<strong>Gift for Product Hunt! Quick access to Sketchflow for 20% Off <\/strong>\ud83e\udd29\ud83d\udc49 <a href=\"https:\/\/www.sketchflow.ai\/price?promo_code=CTktKxjB&amp;utm_source=producthunt&amp;utm_content=2ndlaunchcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.sketchflow.ai\/price?promo_code=CTktKxjB&amp;utm_source=producthunt&amp;utm_content=2ndlaunchcode<\/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\/@fan_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fan_song<\/a>&nbsp;congrats on the launch. Which programming language is used in the code? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@fan_song\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fan_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fan_song<\/a> and team! \ud83d\ude80<\/p>\n<p>Been following your progress, and the pivot to a &#8220;Native-First&#8221; approach is impressive. Love that users can actually own the code!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>&nbsp;Moving to Native-First was a big technical leap for us, we truly believe that owning the code is what sets a professional tool apart from just another wrapper. Thanks for the love, Zac!<\/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 feels built by people who\u2019ve actually shipped production apps, not just demos.<br \/>The native-first + code ownership approach is a strong differentiator.<\/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\/@tamara_wruskyj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tamara_wruskyj<\/a>&nbsp;Thanks for your support Tamara! We believe the native ownership makes this viable for long-term business.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>This feels designed by people who&#8217;ve actually shipped apps, not just demos.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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>Generating Kotlin and Swift directly gives developers way more confidence than cross-platform abstractions.<\/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\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a>&nbsp;Exactly! We wanted Sketchflow to be a tool for real production apps, not just prototypes. Generating native code means no hidden dependencies and no compromise on performance. Thanks for support, Shake!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lvyanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lvyanghuang<\/a>&nbsp;Thank you for your valuable comment! We&#8217;re dedicated to providing solutions that prioritize native development so you can maintain high code quality and efficiency. Your recognition means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">native-first is a monumental feat \u2026 amazing you guys pulled it off. Native first is a solid differentiator that adds substantial value in mobile app dev.  \ufffcnice work team! And I like the Ui design. Good luck 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\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a>&nbsp;Thank you Tony. Looking forward to your feedback:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How customizable are animations and interactions in generated UX?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shirley_song\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shirley_song\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirley_song<\/a> Yes, 100% controllable \u2014 we support two customization methods: natural-language instructions and a high-precision editor.&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<\/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\/LPCR2ZATPGU7LC\" class=\"app-title\">TalentAid<\/a><\/p>\n<div class=\"one-liner\">AI Job Searching Copilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u6c42\u804c\u526f\u9a7e\uff0c\u901a\u8fc7\u7406\u89e3\u6c42\u804c\u8005\u80cc\u666f\u4e0e\u671f\u671b\u8fdb\u884c\u667a\u80fd\u5c97\u4f4d\u5339\u914d\uff0c\u65e8\u5728\u89e3\u51b3\u6d77\u91cf\u6295\u9012\u3001\u7b80\u5386\u77f3\u6c89\u5927\u6d77\u7b49\u6c42\u804c\u8fc7\u7a0b\u4e2d\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\/1004c9c2-d84d-4cf4-869f-ade8c67b94a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/776b5cf0-41d4-47fc-9c40-ab777d7c7463.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fff9f5ab-e974-4df0-b7bb-093d62532a3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fd49a51-a92d-4a37-97e6-11b7e0f1a122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46cbcdb7-451a-4719-b081-ce2a1ab15b62.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\/c037d75d-2afb-4f61-b9a4-53a7bb960085.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FRWklCOiOhM\"><source src=\"https:\/\/youtu.be\/FRWklCOiOhM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Hiring<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6c42\u804c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u5c97\u4f4d\u5339\u914d<\/span><br \/>\n            <span class=\"tag\">\u7b80\u5386\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6c42\u804c\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u804c\u4e1a\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4eba\u624d\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u6c42\u804c\u7126\u8651\u7f13\u89e3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u6c42\u804c\u75db\u82e6\u7684\u521d\u8877\uff0c\u8ba4\u53ef\u5176\u754c\u9762\u6d41\u7545\u3001\u5339\u914d\u903b\u8f91\u900f\u660e\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5982\u4f55\u8986\u76d6\u201c\u9690\u85cf\u804c\u4f4d\u5e02\u573a\u201d\uff1b\u671f\u5f85\u5373\u5c06\u63a8\u51fa\u7684\u7b80\u5386\u6539\u5199\u7b49\u529f\u80fd\uff1b\u5173\u6ce8\u5339\u914d\u7b97\u6cd5\u51c6\u786e\u6027\u53ca\u8fc7\u6ee4\u5668\u7684\u5b8c\u5584\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                TalentAid\u5207\u5165\u7684\u662f\u4e00\u4e2a\u9ad8\u5ea6\u540c\u8d28\u5316\u4e14\u7ade\u4e89\u6fc0\u70c8\u7684\u8d5b\u9053\u2014\u2014AI\u6c42\u804c\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u5339\u914d\u5c97\u4f4d\u201d\u8fd9\u4e00\u5df2\u4e0d\u65b0\u9c9c\u7684\u6982\u5ff5\uff0c\u800c\u5728\u4e8e\u521b\u59cb\u4eba\u57fa\u4e8e\u81ea\u8eab\u201c\u5b66\u672f\u8f6c\u884c\u79d1\u6280\u201d\u75db\u82e6\u7ecf\u5386\u6240\u6784\u5efa\u7684\u4ea7\u54c1\u53d9\u4e8b\u4e0e\u529f\u80fd\u89c4\u5212\u5e8f\u5217\u3002\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u7eaf\u6280\u672f\u9a71\u52a8\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e26\u6709\u66f4\u5f3a\u7684\u5171\u60c5\u4e0e\u7528\u6237\u6d1e\u5bdf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                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\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6839\u672c\u6311\u6218\u5728\u4e8e\u53cc\u8fb9\u5e02\u573a\u7684\u51b7\u542f\u52a8\uff1a\u5982\u4f55\u5728\u6ca1\u6709\u8db3\u591f\u7528\u6237\u6570\u636e\u65f6\u4fdd\u8bc1\u5339\u914d\u7cbe\u51c6\u5ea6\uff1f\u5982\u4f55\u5438\u5f15\u8db3\u591f\u591a\u7684\u4f18\u8d28\u804c\u4f4d\u4f9b\u7ed9\uff1f\u65e9\u671f\u8bc4\u8bba\u4e2d\u201c\u5339\u914d\u662f\u5426\u5408\u7406\u201d\u7684\u7591\u95ee\u5df2\u89e6\u53ca\u6b64\u70b9\u3002\u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u76ee\u524d\u4e3a\u8ba2\u9605\u5236\uff09\u5728\u5927\u91cf\u514d\u8d39\u6c42\u804c\u5de5\u5177\u5b58\u5728\u7684\u5e02\u573a\u4e2d\uff0c\u9700\u8981\u8bc1\u660e\u5176\u5339\u914d\u7cbe\u5ea6\u4e0e\u81ea\u52a8\u5316\u670d\u52a1\u80fd\u5e26\u6765\u8db3\u591f\u9ad8\u7684\u8f6c\u5316\u7387\u4e0eROI\u3002\u82e5\u4ec5\u505c\u7559\u5728\u73b0\u6709\u516c\u5f00\u804c\u4f4d\u4fe1\u606f\u7684\u667a\u80fd\u7b5b\u9009\u5c42\u9762\uff0c\u5176\u58c1\u5792\u6709\u9650\u3002\u5b83\u7684\u771f\u6b63\u524d\u666f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u57fa\u4e8e\u6df1\u5ea6\u7406\u89e3\u7684\u804c\u4e1a\u89c4\u5212\u201d\u8fd9\u4e00\u53d9\u4e8b\uff0c\u901a\u8fc7\u540e\u7eed\u529f\u80fd\u624e\u5b9e\u843d\u5730\uff0c\u5e76\u9010\u6b65\u6784\u5efa\u8d77\u8fde\u63a5\u4eba\u4e0e\u673a\u4f1a\u7684\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u4fe1\u606f\u8fc7\u6ee4\u5de5\u5177\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">TalentAid<\/span>\n                <\/div>\n<div class=\"comment-content\">TalentAid is an AI copilot that helps you find your dream job. We take your data and dreams in order to find you a perfect job match, and we will help you every step of the way to land your dream career<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I built TalentAid because I know what it feels like to stare at a job portal at 11pm, wondering if you&#8217;re doing something wrong.<\/p>\n<p>A few years ago, I left academia to transition into tech. I thought the hard part was behind me. It wasn&#8217;t. I spent weeks rewriting the same CV over and over, tailoring cover letters that disappeared into the void, and refreshing my inbox like it owed me money.<\/p>\n<p>I got through it eventually. But then I watched my friends go through the exact same thing. Smart, talented people reduced to spreadsheets tracking hundreds of applications, questioning their worth after silence from companies they&#8217;d spent hours applying to, and this was even before AI started taking away jobs, or being used to filter applicants unfairly!<\/p>\n<\/p>\n<p>So I built TalentAid: an AI-powered job search assistant that handles the soul-crushing parts. The full vision is four core features:<\/p>\n<ol>\n<li>\n<p><strong>Job Search<\/strong> that actually understands what you&#8217;re looking for<\/p>\n<\/li>\n<li>\n<p><strong>CV Rewriting<\/strong> tailored to each role<\/p>\n<\/li>\n<li>\n<p><strong>Auto Apply<\/strong> to handle the repetitive grind<\/p>\n<\/li>\n<li>\n<p><strong>Interview Prep<\/strong> so you walk in confident<\/p>\n<\/li>\n<\/ol>\n<p>Right now, we&#8217;re launching with Job Search. The other three are coming soon as we build and learn.<\/p>\n<p>This is our first public launch, and I&#8217;d genuinely love your feedback. What&#8217;s missing? What would make this actually useful for you or someone you know who&#8217;s job hunting right now?<\/p>\n<\/p>\n<p>Use the code PRODUCTHUNT to get 1 month of free access.<\/p>\n<\/p>\n<p>Thanks for checking us out!<\/p>\n<p>Phillip<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>23<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philliphamnett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philliphamnett<\/a>&nbsp;\ud83d\udca1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\u2019re incredibly excited to finally share our product with the community \ud83d\udc9b<br \/>We hope you\u2019ll enjoy the contextual filters and curated job matches, they\u2019re designed to help you browse higher-quality, more relevant opportunities without the noise.<\/p>\n<p>If you have any feedback or suggestions, we\u2019d love to hear from you. We\u2019re very open to learning what you need and how we can make this better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thrilled to be a part of this project! The job market is in desperate need of a tool like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;m really excited that TalentAid is now live!! It has been an absolute pleasure to be part of the team that have put so much thought into building tools that make discovering the right opportunities feel simpler and more intentional.<\/p>\n<\/p>\n<p>This product was created to bridge the gap between the sophisticated hiring tools companies have and the limited support available for job seekers.<\/p>\n<\/p>\n<p>We\u2019d love to hear your thoughts, suggestions, or feedback as we continue building toward our mission and making this even better for the community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>9<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Everything I&#8217;ve seen about TalentAid so far really resonates, so I&#8217;m super excited for this launch!<\/p>\n<p>Job searching can be so overwhelming, especially when you\u2019re making a career change. I transitioned a few years ago from law into digital marketing and remember how hard it was to even figure out where my skills fit in the new space.<\/p>\n<p>A tool like TalentAid that actually matches skills and makes the whole process less overwhelming feels like exactly what\u2019s been missing.<\/p>\n<p>Excited to see how this helps people going forward and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@ciara_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ciara_b<\/a>&nbsp;<\/p>\n<\/p>\n<p>Thanks Ciara, did you try out the product? What did you like\/dislike about it?<br \/>I&#8217;d be curious to know if the jobs that matched against your CV made sense to 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>Gave this a try and it\u2019s super smooth to use. Navigation is intuitive, and I appreciate how transparent the filtering and job matching logic is. Nice work.\ud83c\udf89\ud83c\udf89<\/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\/@tomislav_ilic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomislav_ilic<\/a>&nbsp;<\/p>\n<\/p>\n<p>Thank you Tomislav, is there anything you think is missing from the filtering or something that could contribute to the job matching score that isn&#8217;t included yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 academia-to-tech transition story resonates. I went through a similar path (from professional sports to tech\/startups) and the job search process was brutal &#8211; the &#8220;rewriting the same CV over and over&#8221; part especially.<\/p>\n<\/p>\n<p>Smart to launch with Job Search first and build toward Auto Apply. The sequencing makes sense &#8211; nail the matching before automating the application process. Otherwise you risk automating bad matches.<\/p>\n<\/p>\n<p>One question: how do you handle the &#8220;hidden job market&#8221; &#8211; roles that never get posted publicly but happen through referrals? That&#8217;s often where the best positions are.<\/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\/@philip_sorensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_sorensen<\/a>&nbsp;<\/p>\n<p>Thanks for the question. We don&#8217;t have any immediate plans to address the hidden job market, but I have a ton of ideas for the future on it. For example I was imagining building a network chain for users, so that they could find the top companies and jobs that match them, even if there are no jobs available at the minute, and then using LinkedIn to figure out the shortest path in connections that a user could utilize to access the right people to get access to those jobs.<\/p>\n<\/p>\n<p>For example:<br \/>A user could say something like &#8220;I&#8217;m looking for my dream job as a project manager at Samsung in Frankfurt&#8221;. That sounds great but there are no jobs matching that at the moment.<\/p>\n<\/p>\n<p>So we can figure out which hiring managers and key people in Samsung would be the ones to talk to. We check their LinkedIn profiles and connections and see if any are a 2nd connection to the user, we expand like this until we find the chain of people that could recommend our user to the hiring manager.<\/p>\n<\/p>\n<p>This is just one of a whole ton of ideas for how this can develop over time, but for now we are focusing on helping the most people with the biggest value add.<\/p>\n<\/p>\n<p>The next thing we add will be CV rewriting, so we can give you a pre-built bundle when you apply for jobs yourself.<\/p>\n<\/p>\n<p>Are there any other features you think would be useful or that you would like to see?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Phillip <a href=\"https:\/\/www.producthunt.com\/@philliphamnett\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"philliphamnett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philliphamnett<\/a> ,<\/p>\n<p>Congrats on the launch of TalentAid! It seems like such a thoughtful solution to the often overwhelming job search process, especially with the tailored job matches.<\/p>\n<p>I\u2019m curious, how\u2019s the response been so far? Are you focusing on any specific marketing strategies to get the word out? Would love to hear how things are going!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = 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